WO2023015402A1 - Intelligent cosmetics recommendation method and system, and computer storage medium - Google Patents
Intelligent cosmetics recommendation method and system, and computer storage medium Download PDFInfo
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- WO2023015402A1 WO2023015402A1 PCT/CN2021/111377 CN2021111377W WO2023015402A1 WO 2023015402 A1 WO2023015402 A1 WO 2023015402A1 CN 2021111377 W CN2021111377 W CN 2021111377W WO 2023015402 A1 WO2023015402 A1 WO 2023015402A1
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Classifications
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- G—PHYSICS
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- G—PHYSICS
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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Definitions
- the invention relates to the technical field of intelligent medical information processing, in particular to a method, system and computer storage medium for intelligent recommendation of cosmetics.
- Cosmetics are everyday products that maintain skin/hair health and enhance beauty. Proper use of cosmetics can increase the nutrients needed by the skin/hair quality, make the skin healthy, and delay skin aging. If it is not used properly, it will be counterproductive. Whether the choice of cosmetics is reasonable is directly related to the maintenance effect and health of the user's skin/hair quality, etc., and can also play a role in controlling unreasonable costs and protecting the rights and interests of users.
- the main purpose of the present invention is to provide a method for intelligent recommendation of cosmetics for the related risks caused by unreasonable and unsuitable aspects such as effectiveness, safety, economy, and suitability of cosmetics that may exist when selecting cosmetics for users , system and computer storage media, intelligently analyze the cosmetics needs and potential risks of users, and help users formulate and choose cosmetics that are more in line with the actual needs of users, so as to improve the maintenance effect and health status of users, and avoid harm to users caused by unreasonable cosmetics. damage.
- the present invention provides a method for intelligent recommendation of cosmetics, including:
- the method further includes analyzing the user's actual cosmetic demand from the target of the user's cosmetic recommendation and the actual information of the user's relevant elements.
- the cosmetics include at least one of skin cosmetics, hair cosmetics, beauty cosmetics, and functional cosmetics.
- the cosmetics database includes relevant information of cosmetics, a cosmetic demand analysis template, information and rules related to the rationality and suitability of cosmetics, the use method of cosmetics, the impact on users and the required actions. at least one of the relevant measures.
- the relevant rules of rationality and suitability of cosmetics include: relevant rules of category/quantity/preference requirements, relevant rules of functional requirements, relevant rules of appearance effect requirements, health requirements related rules, related rules related to contraindications, related rules related to caution/attention, related rules related to interaction, related rules related to allergies, related rules related to shelf life, related rules related to time, related rules related to dosage, related rules related to adverse reactions, At least one of the relevant rules of monitoring/evaluation measures before/middle/late use, medical insurance/welfare related rules, economical related rules, acquisition related rules, cultural related rules, and administrative management related rules item.
- the method further includes a user personal information database, which includes relevant information of the user, and is used to obtain the actual information of relevant elements of the user and recommend cosmetics for the user. Provide or supplement user-related information.
- the method further includes recommending the usage method of different cosmetics according to the user's cosmetic plan and the user's actual information.
- a method for intelligent recommendation of cosmetics as described above the method further includes: for each cosmetic or cosmetic solution under various conditions, according to the relevant rules in the cosmetics database, analyze the results of the cosmetic or cosmetic solution in each analysis item
- the corresponding levels/scores can be set respectively, and the cosmetic recommendation model including the relationship between each analysis item and the recommendation result can be set according to the actual situation, so that when performing intelligent cosmetic recommendation, it can be based on the relevant cosmetics or cosmetic solutions.
- the level/score value corresponding to each analysis item and the cosmetic recommendation model of each analysis item are used to calculate the comprehensive level/score value of the relevant cosmetic or cosmetic solution, so as to provide comprehensive information for the intelligent recommendation of cosmetics or cosmetic solution under this condition. Recommendations or comprehensive prioritization, including comparisons between related cosmetics or cosmetic options.
- the present invention also provides a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the method for intelligent cosmetic recommendation as described above are realized.
- the present invention also provides a cosmetics intelligent recommendation system, including:
- the database unit is used to store the cosmetics database
- the first information acquisition unit is used to acquire the target of the user's cosmetic recommendation
- the second information acquisition unit is used to acquire the actual information of the relevant elements of the user
- the intelligent recommendation unit is used to analyze and calculate the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics solutions suitable for the user.
- a method, system and computer storage medium for intelligent recommendation of cosmetics includes: establishing a cosmetics database; obtaining the target of user cosmetic recommendation; obtaining the actual information of relevant elements of the user; The actual information of the user's relevant elements is analyzed and calculated with the relevant information and rules in the cosmetics database, and the cosmetics plan suitable for the user is intelligently recommended.
- the cosmetics intelligent recommendation system includes: a database unit, a first information acquisition unit, a second information acquisition unit and an intelligent recommendation unit.
- the user's cosmetic needs and potential risks can be intelligently analyzed, and the user can be helped to formulate and choose cosmetics that are more in line with the user's actual needs, thereby improving the user's maintenance effect and health situation, to avoid damage to users caused by unreasonable cosmetics.
- Fig. 1 is a flowchart of a method for intelligent recommendation of cosmetics according to the first embodiment of the present invention.
- Fig. 2 is a block diagram of a cosmetics intelligent recommendation system according to the second embodiment of the present invention.
- Fig. 1 is a flowchart of a method for intelligent recommendation of cosmetics according to the first embodiment of the present invention. As shown in the figure, a method for intelligent recommendation of cosmetics in the present invention includes:
- Step 1 Build a cosmetics database.
- cosmetics may include at least one of skin cosmetics, hair cosmetics, beauty cosmetics, and functional cosmetics.
- it can include: perfume, facial cleanser, lotion, cleansing water, makeup remover/oil, essence/milk/cream, moisturizer, body oil, foundation cream, concealer, face powder, pressed powder, blush powder, lipstick , Body wash, shampoo, hair conditioner, shampoo, hair cream, pomade, pomade, various honey/milk cosmetics, etc.
- Cosmetics database can include relevant information of cosmetics, cosmetic demand analysis template, relevant information and rules on rationality and suitability of cosmetics, impact on users and relevant measures to be taken.
- the relevant rules on the reasonableness and suitability of cosmetics may include the relevant rules on cosmetic requirements and other relevant rules on the reasonableness and suitability of cosmetics. Specifically, it includes various cosmetic-related element attributes and their value/range/calculation method/source/limitation condition/exclusion condition, and the relationship/interaction/mutual transformation between various/each group/various element attributes /rule/calculation method.
- Cosmetics-related information may include: brand of cosmetics, raw materials, origin and grade specifications of raw materials, formula, main ingredients/additives/excipients, production process, place of origin/manufacturer, color, luster, texture, touch, smell, effect, style, use Conditions, methods of use, parts of use, tools for use, product series, packaging, prices, storage methods and storage time, nutritional ingredients, access routes, etc.
- the cosmetic demand analysis template is established according to the relevant rules of cosmetic demand and the models of different user groups.
- the demand model is based on the actual information of user-related elements, relevant information and rules of cosmetic demand analysis, and the target of user cosmetic recommendation. Analyze user needs for cosmetics.
- the actual information of user-related elements refers to the actual information of users needed to analyze the needs of cosmetics from different levels, including: basic user information, genetic related information, physiological related information such as development/birth/breastfeeding/menopausal information, skin quality/hair quality Relevant information, occasion, light, location, background, wind power, identity, activity/task role, object/audience (subject's preferences, allergies, culture, ethnicity, customs), makeup artist/own makeup level and style, and clothing matching (hats, clothes, shoes, props, etc.), matching with jewelry/accessories (jewelry, accessories, watches, decorations, etc.), matching with hairstyles, dining conditions (diet, dishes), environmental information such as area/ climate/epidemic, activity-related information such as work/study/sports/entertainment/housework/other information, rest-related information such as work and rest/sleep information, disease-related information such as disease/treatment plan/surgery/drug/medical equipment/examination At least
- the cosmetic demand analysis template is used to analyze the actual cosmetic demand of users. By analyzing and calculating the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant rules of the cosmetics demand, the actual cosmetics demand of the user is obtained.
- the specific method may be to find the most suitable demand template from the cosmetic demand analysis template, and then make corresponding adjustments according to the actual situation of the user, so as to obtain the actual cosmetic demand of the user.
- body-related factors such as skin quality, hair quality, height, weight, body shape, etc.
- preference-related factors such as brand, place of origin, religion, ethnicity, category, etc.
- environment-related factors such as light , climate, temperature, humidity, ultraviolet light, wind, etc.
- site-related factors such as occasion, location, background, identity, activity (task) role, object/audience
- efficacy-related factors such as whitening, beautifying, moisturizing, anti-aging, anti-wrinkle , development, sun protection, deodorization, cleaning, etc.
- health-related factors such as health status, disease impact, treatment needs, etc.
- activity-related factors such as work, study, exercise, entertainment, housework, etc.
- work-related factors such as getting up, sleeping, etc.
- the cosmetics demand analysis template can include: multi-level and multi-dimensional cosmetic needs of various groups of people and combinations of elements, such as the cosmetic needs of 25-30-year-old women with dry skin, and the cosmetic needs of 40-45-year-old women in tropical climate regions, etc. . It can also be the cosmetic demand for specific groups of people, such as children's cosmetic demand, pregnant woman cosmetic demand, stewardess cosmetic demand, etc.; it can also be cosmetic demand for specific individuals.
- a template can be a specific set of templates or can be generated at any time by means of graph computing/artificial intelligence computing.
- the establishment of the template can first classify the existing data based on different user groups, establish a template for one type of user, and then gradually refine it, so that the user group classification becomes more and more refined, and finally, establish a template for each individual user.
- the establishment and classification of cosmetic demand analysis templates can be established based on professional/authoritative research results, literature, data, experience, information reorganization/information analysis/big data analysis, or artificial intelligence deep learning , can also be established through data mining and analysis, and various templates can also be continuously adjusted and improved during use.
- Relevant rules for cosmetic requirements may include: relevant rules for category/quantity/preference requirements, relevant rules for efficacy requirements, and relevant rules for health requirements.
- Relevant rules and elements of category/quantity/preference requirements may include: cosmetic raw materials, ingredients, origin, brand, processing method, quantity/weight, personal preference, usage habits, economy, ethnicity/religious belief/work/study/ Sports/leisure/sleep/rest/festival/season/climate/environment-related needs, etc., can also include: the degree, order, effectiveness, evaluation of users/makeup artists/experts, factors that affect demand and their impact on The degree of demand impact, etc.
- Relevant rules and elements of functional requirements may include: user’s requirements for moisturizing, anti-aging, wrinkle removal, development, sun protection, deodorant, cleaning and other requirements for cosmetics, user’s physical factors such as skin quality, hair quality, height,
- user’s physical factors such as skin quality, hair quality, height
- the impact of body weight and body shape on cosmetics may also include: the degree of demand, ranking, effectiveness, user/makeup artist/expert evaluation, factors that affect demand and the degree of impact on demand, etc.
- Relevant rules and elements of appearance effect requirements may include: user’s requirements for cosmetics such as whitening, beauty, heavy makeup, light makeup, color, appearance, etc., user’s physical factors such as skin quality, hair quality, height, weight , shape, etc. on cosmetics may also include: the degree of demand, ranking, effectiveness, user/makeup artist/expert evaluation, various factors that affect demand and the degree of impact on demand, etc.
- Relevant rules and elements of health needs may include: user’s health status/disease/treatment plan/surgery/drug/medical device/checkup/physiotherapy/rehabilitation/health care/exercise, etc.
- Requirements for cosmetics may also include: requirements The degree, sorting, effectiveness, evaluation of users/makeup artists/experts, factors affecting demand and the degree of impact on demand, etc.
- the cosmetics database may also include the influence of relevant factors affecting the demand for cosmetics on the demand for cosmetics, the corresponding relationship, and a method for adjusting the demand for cosmetics after the relevant factors affecting the demand for cosmetics change.
- the relevant rules on the rationality and suitability of cosmetics in the cosmetics database may include the relevant rules on cosmetic requirements and other relevant rules on the reasonableness and suitability of cosmetics. That is, the relevant rules for the rationality and suitability of cosmetics may include: relevant rules for category/quantity/preference requirements, relevant rules for efficacy requirements, relevant rules for health requirements, relevant rules for contraindications, relevant rules for caution/attention, interactive Relevant rules, related rules of allergy, related rules of shelf life, related rules of time, related rules of dosage, related rules of adverse reactions, related rules of monitoring/evaluation measures before/middle/late use, medical insurance/welfare At least one of relevant rules, economical related rules, acquisition related rules, cultural related rules, and administrative management related rules may also include other rules related to the rationality and suitability of cosmetics.
- the relevant information and rules related to the rationality and suitability of cosmetics in the cosmetics database include: relevant information/conditions/requirements/attributes/values of cosmetics, such as raw materials, ingredients, origin, manufacturers, processing methods, brands, Usage method and condition, makeup time, makeup time, maintenance time, storage, content, packaging, price, trace element content, mineral content, shelf life, daily frequency, time interval, time/daily dosage, time/day extreme amount, etc.
- the method of using cosmetics can specifically include: techniques, tools, parts, distribution, sequence, level, weight, thickness, interval time, etc.
- It can also include: basic user information, skin quality, hair quality, group information, group classification, cosmetic templates for different groups of people, religious belief information, cosmetic usage habits, genetic related information, disease information, medical history information, allergy history information, symptoms , indicators, metabolic information, physiological development information, marriage and childbirth information, physiological status, psychological/intellectual status, life/work/study/sports/entertainment information, environmental information, season/climate information, drugs/medical equipment/health care products/cosmetics Use-related information, insurance-related information, ability/willingness to pay, risk assessment, infection prevention, first-aid measures, index control, preparation and requirements, contraindications, related protection, nutritional support and other elements, and can also include cosmetics for occasions , light, location, background, wind, identity, activity (task) role, clothing, accessories, object/audience, make-up artist/your own make-up level and style adaptability and requirements.
- group information may include specific age, gender, development status, marital status, childbearing status, work status, study status, exercise status, living status, physiological status, psychological status, genetic status, economic status, ethnicity/ Specific group information such as religion/native place/living area.
- Genetic related information includes: genetic information, genetic information variation/change information, genetic defect information, genetic medical history, family medical history and other information.
- Disease information includes: disease, diagnosis, symptom, symptom type, symptom, indicator, pulse condition, tongue diagnosis, complexion and other information.
- Medical history information includes medical history, surgical history, radiotherapy history, chemotherapy history, psychotherapy history, physical therapy history, immunotherapy history, gene therapy history, and other information.
- Physiological development information includes: growth and development, physiological stage, fertility and other information.
- Marriage information includes marriage history, birth history, sex life and other information.
- Physiological conditions include: physical fitness, nutritional status, hearing, vision, taste, smell, touch, breathing, motor coordination, digestion, absorption, excretion, sexual function, etc. and the level of related abilities.
- Mental/intellectual conditions include: mental illness, emotions, feelings, intelligence, attention, memory, perception, communication skills, expressive skills, etc.
- Life/work/study/sports/entertainment information includes: work and rest, sleep, work, study, entertainment, sports and other related information.
- Environmental information includes: temperature, humidity, air pressure, season, altitude, air quality, terrain, landform, oxygen content, light, ultraviolet rays, radiation, electromagnetic waves, noise, epidemics, plants and other information.
- Insurance-related information includes medical benefits, medical insurance, commercial insurance, etc.
- Nutritional support includes: water, calories, protein, trace elements, sugar, salt, fat, carbohydrates, minerals, amino acids, vitamin testing, content standards, supplementary dosage, etc.
- Cosmetic templates for different groups of people include: cosmetics for people of different ages/genders/skin types/hair types/races/ethnicities/regions/religions/countries/places of origin/seasons/climates/work/study/sports/leisure/sleep/rest etc. needs/preferences etc.
- time information includes: makeup time, makeup time, maintenance time; time element attributes related to natural rhythms such as: year, month, day, day/night, morning/morning/noon/afternoon/evening/night , seasons, solar terms, lunar year/month/day, etc.; attributes of time elements related to time such as: hour, minute, hour, etc.; attributes of time elements related to personal routines such as: getting up, before/during meals/after meals, Before going to bed; attributes of time elements related to specific diseases/symptoms/indicators/mental state/physiological state/feelings, such as: when body temperature exceeds a certain value, when pain, when tired, when dizzy, when flustered, when nausea, when creatinine clearance rate exceeds a certain value Time value, when blood pressure is lower than a certain value, when heart rate exceeds a certain value, when depressed, when feeling fearful, when excited, etc.; time element attributes related to treatment methods such as: the day before a certain examination, 3 hours after a
- Each rule in the cosmetics database also includes the situation that each element needs to be combined to take effect.
- the relevant rules can be defined by the comprehensive conditions after the combination of multiple elements according to the multi-level and/or/non relationship and the relationship defined by the relevant formula. Including the case where the correlation rule is related to the time dimension.
- the cosmetics database of the present invention is based on various cosmetic instructions, cosmetics use guides, beauty magazines, nutritional composition of cosmetics, raw material origin and grade specifications, processing method guides and books, nutrition guides and books, industry norms, teaching materials, experts Consensus, relevant meeting minutes, papers, monographs, inventions, scientific inferences, experimental reports, test reports, analysis reports, test reports, reports/reports, user ratings, test reports, approval documents, relevant regulations, relevant religious beliefs, relevant customs, Relevant guidance, relevant policies, relevant systems, relevant catalogs, relevant literature, relevant price policies, relevant insurance payment agreements, other literature, and other professional/authoritative research results can also be based on evidence-based medicine/nutrition methods, or probabilistic speculation based on existing data, may also include databases established from sources such as various weights/various levels/various sorts that need to be manually set, and may also include data based on information reorganization/information analysis/big data
- the database established by analysis can also include the database established through artificial intelligence deep learning, the database obtained through data mining analysis, or
- the cosmetics database can also be a database established by combining the above methods.
- the database can be updated by version, or it can be updated in real time based on actual data.
- the cosmetic database can be a relational database or a non-relational database; it can be a table database, a graph database, or a knowledge graph database; related data can be structured data or unstructured data.
- Step 2 Obtain the goal of user cosmetic recommendation.
- the goal of user cosmetic recommendation is the purpose that the user hopes to achieve through cosmetics.
- the goals recommended by users for cosmetics can include: whitening, beauty, moisturizing, anti-aging, wrinkle removal, development, sun protection, deodorant, cleaning, etc., shaping or playing a certain role/image/task, matching of clothing/accessories, It has auxiliary protective functions against radiation hazards, improves growth and development, removes acne, removes chloasma, improves skin moisture, improves skin oil, etc. It can also include the occasion, lighting, location, background, wind, identity, clothing, accessories, activity/task role, object/audience, makeup artist/own makeup level and style of makeup application.
- the source of the target for obtaining the user’s cosmetic recommendation can be: the user’s self-reported or pre-set target; the user’s doctor’s order, medical record/electronic medical record, diagnosis report, inspection/test results, monitoring results, nutritional assessment report; user-related cosmetic preferences, status , physiology, beliefs; pre-set time, season, hour, interval, cycle and other information; pre-set ways to monitor changes in various physiological indicators.
- Step 3 Obtain the actual information of the relevant elements of the user
- the actual information of the relevant elements of the user is the actual information of the user related to the relevant elements of the rules in the cosmetics database, including but not limited to: basic information of the user, economic status, work and rest time, disease, medication, operation, environment, climate, emotion, religion Belief information, cosmetic habits, allergy history information, metabolism information, physiological development information, marriage and childbirth information, physiological status, psychological/intellectual status, life/work/study/sports/entertainment information, insurance-related information, ability/willingness to pay, etc. .
- the taboo rule of a certain cosmetic is that pregnant women should use it with caution, so whether the user is pregnant or planning to become pregnant is the actual information of the relevant elements of the user.
- the collocation of various cosmetics included in the cosmetic plan is also relevant element actual information of the user.
- the source of obtaining the actual information of the user's relevant elements may be the user's personal information database, health records, family or family member health records, doctor's orders, medical records, drug records, prescriptions, electronic medical records, medical institution information systems, pharmacies/ Drug store information system, medical records, treatment records, evaluation reports, consultation records, investigation records, work and rest records/plans, cosmetic records/plans, shopping records/plans, medication records/plans, treatment records/plans, exercise records/plans , work records/plans, study records/plans, rehabilitation records/plans, health care records/plans, inspections/checklists, surgery plans/records, health management plans, bills of charge, clinical treatment paths, inspection/test results, operation settings /records, genetic testing results, can also be obtained from user/doctor/nurse/caregiver usage/prescription/recommendation records, and can also be obtained from various wearable devices, sensors, electronic devices, electronic positioning systems, weather forecast systems, electronic Temperature and humidity/air pressure
- the analysis can also be obtained by analyzing the user's race/family/region/age/marriage/birth and other related information. Missing information can also be provided or improved by the user, or the highly relevant information can be actively prompted to the user/makeup artist to observe, monitor, check, inquire, analyze, confirm, record whether there is a relevant situation or obtain relevant indicators /Performance/feeling/symptoms/physiological changes, the correlation is set or through data analysis to put all relevant elements according to the rationality and suitability of cosmetics in terms of effectiveness, safety, economy, suitability/convenience/compliance
- the importance of gender and other aspects can be graded or sorted, and the information with higher importance can be set as the information that must be completed or the next step cannot be carried out.
- Evaluation reports include physical, psychological, economic and so on.
- Intelligent detection/analysis equipment includes: smell, image, sound, pulse condition, X-ray film, CT, nuclear magnetic resonance, ultrasonic examination, brain wave, mass spectrometer, tongue analysis, fundus examination, gastroscope, colonoscopy, catheter, minimally invasive mirror , heart rate, blood oxygen level, blood pressure, blood sugar, blood lipid, body temperature, blood test, urine test, stool test, pulse measurement/analysis equipment, weight/body fat scale, etc.
- Step 4 Analyze and calculate the target of the user's cosmetic recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend a cosmetic solution suitable for the user.
- the cosmetic scheme of the present invention may include: the selected cosmetic or cosmetic combination, the method of using the cosmetic or cosmetic combination, the purchase price/purchase route/delivery route of the cosmetic, storage method, suitable makeup artist and other information at least one item.
- the cosmetics intelligent recommendation method of the present invention also includes analyzing the user's actual cosmetics demand from the target of the user's cosmetics recommendation and the actual information of the user's relevant elements. Analyzing the user’s actual cosmetic demand is to find the most suitable cosmetic demand for the user’s actual situation through the analysis and calculation of the relevant rules of cosmetic demand based on the target of the user’s cosmetic recommendation and the factors related to the cosmetic demand in the actual information of the relevant elements of the user. It may be by finding the most suitable demand template from the cosmetic demand analysis template, and then adjusting the demand according to the actual situation of the user, so as to obtain the actual cosmetic demand of the user.
- Adjustment includes making appropriate adjustments to needs based on differences in factors such as skin quality, hair quality, basal metabolism, exercise, disease, surgery, rehabilitation, study, work, rest, emotion, medicine, physical therapy, environment, season, and climate.
- Factors that affect demand can include: region, climate, season, environment, race, genetic information, gender, ethnicity, age, developmental stage, developmental status, birth status, sports, study, work, work and rest, mental status, disease status, Indicators, parameters, symptoms, conditions of systems/organs/tissues, nutrients/energy/water, etc.
- the user's actual demand for cosmetics refers to the analysis of the user's actual demand for cosmetics based on the user's cosmetic recommendation goals and the user's actual information on relevant elements, combined with the user's physical condition and cosmetic use preferences, etc.
- the actual demand is based on the goal of the user's cosmetics recommendation. If there is no specific requirement for the goal of the user's cosmetics recommendation, the most suitable user's actual situation or the most beneficial demand for the user can be defaulted.
- the actual needs of users for cosmetics can include: the type of cosmetics, brand, various material components, moisture, convenience, timeliness, price, style, shape, production method, origin, raw materials, economic cost, user experience, etc.
- the demand can also include the specific demand quantity.
- the user's actual cosmetic needs, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database are analyzed and calculated, and the cosmetics suitable for the user are intelligently recommended.
- the specific method can be to screen out qualified cosmetics or cosmetic combinations from the cosmetics database according to relevant information and rules. It is also possible to establish a cosmetics selection template in the cosmetics database, filter the matching templates according to the user's needs and the actual information of relevant elements, and recommend them to the user according to the cosmetics or cosmetics combinations in the matching templates.
- the cosmetic selection template can be completed by manual setting, computer setting, manual combination of computer setting and other methods.
- the goal of the user's cosmetics recommendation and the user's actual cosmetics demand can be multi-level corresponding to each other.
- the user’s cosmetic recommendation goal is anti-aging
- the user’s actual cosmetic demand can be based on the actual information of the user’s own condition, combined with comprehensive analysis such as hydration, nutrition supplementation, cleaning and impurity removal, etc. to obtain the user’s actual cosmetic demand, and then give
- the recommended cosmetic solution can be a cosmetic solution composed of multiple different types of cosmetics, which can comprehensively play an anti-aging effect.
- the cosmetics intelligent recommendation method of the present invention can recommend cosmetics suggestions or cosmetics solutions suitable for users according to different cosmetics recommendation goals of users.
- Cosmetic suggestions can be given, such as using or not using a certain type of cosmetics, etc., or recommend a cosmetic solution for a period of time, such as cosmetic solution recommendations during injury recovery/cosmetic solution recommendations for pregnant women, etc., can also recommend a single Cosmetic solutions, such as recommendations for cosmetic solutions for festive dinners, etc.
- a cosmetics intelligent recommendation method of the present invention may also include recommending different cosmetics usage methods according to the recommended cosmetics plan for the user and the user's purpose of using the cosmetics. For example: According to the cosmetic scheme and the user’s purpose of use, it is possible to recommend a suitable method for the user, including specific use steps and operation methods for each step for different cosmetics or cosmetic combinations, including: techniques, tools, parts, distribution, and order , level, weight, thickness, interval time, etc. By recommending specific usage methods of suitable cosmetics/combinations, it is possible to avoid failure to achieve the goal of cosmetic recommendations due to poor makeup effects caused by improper use by users.
- the cosmetics intelligent recommendation method of the present invention can not only recommend cosmetics for a single user, but also recommend cosmetics for a group of users, such as: according to the group of users, age, gender, purpose, preference, religion, ethnicity, Place of origin, budget, interests, health status, etc. Recommend the cosmetic plan of the performance team, or recommend the cosmetic plan of the airline, etc.
- the cosmetic intelligent recommendation method of the present invention can be used to perform intelligent recommendation of cosmetics.
- This avoids the problem of unreasonable and inappropriate cosmetics caused by possible cosmetic demand information in the process of formulating cosmetics, or the difficulty of obtaining individualized information of users, and human errors, thereby effectively reducing the cost of cosmetics. Risks related to effectiveness, safety, economy, suitability, etc.
- a cosmetics intelligent recommendation method of the present invention while recommending cosmetics and usage methods, can also recommend: the purchase price/purchase route/delivery route, storage method of cosmetics, and the makeup level or pursuit of the user when the cosmetics are used For a better makeup effect or a more comfortable makeup experience, recommend suitable makeup artists for users, including makeup artist grades/prices/workplaces/service hours/time required for makeup, etc.
- the relevant rules of contraindications and their elements in the relevant rules of rationality and suitability of cosmetics in the cosmetics database can include: region/climate/season/environment/genetic information/gender/ethnicity/age/development stage/development status/birth status/ Mental status/disease status/indicator/parameter/symptom/exercise/pregnancy/time/schedule/occupation/driving, etc.
- taboos can also include the reasons for the taboos in cosmetics, the relationship between various factors that may affect the taboos and the taboos, the guidance and reminders/warning information of relevant users/makeup artists/experts, the consequences of the taboos in the above situations, the level of the corresponding taboos, The degree, ranking, incidence rate, users/makeup artists/experts’ contraindication-related evaluations, and the discovery and remedial measures of contraindications in the above situations.
- Relevant rules and elements that require caution/attention may include: disease/sports/pregnancy/development/season/climate/environment/time/work and rest/occupation/driving, etc.
- reasons that require caution or attention for cosmetics which may affect caution or attention
- Interaction-related rules refer to the influence of cosmetics on absorption, use effect, and metabolism, including the relevant rules on the interaction between ingredients and elements, that is, if there is interaction/interaction between cosmetics, it should be avoided or used with caution And in the process, we should pay special attention to monitoring and make protective preparations.
- the relevant rules and elements of the interaction may include: the influence of cosmetics and absorption, use effect, metabolism, consumption, storage and other factors, as well as factors such as the amount/way/method/interval time/frequency between cosmetics and other cosmetics.
- Other factors that may have an impact on the above interactions/interactions include: user genetics related factors, life and work related factors, nutrition related factors, disease/treatment history related factors, family medical history, allergic factors, work/study/sports/activity related factors Factors, environment-related factors, physiological/psychological/learning/sleep/exercise/emotional/metabolism/vision/hearing/intelligence/attention/appetite/immunity/growth/development/memory/fertility and other state/status/level factors, age-related factors, factors related to physiological functions, factors related to reproductive status, factors related to sexual life status, and other factors and items that may enhance/decrease/change the above-mentioned interactions/interactions, and the impact of these factors and items on the relevant interactions/interactions The specific impact mode, impact result and impact degree and so on.
- Interaction-related rules may also include: reasons for the existence of interaction/interaction in cosmetics, guidance/warning information for relevant users/makeup artists/experts, consequences of interaction/interaction that may occur in the above situations, reasons for interaction/interaction Level, degree, ranking, probability of occurrence, degree of danger/benefit, user/makeup artist/expert's evaluation of the relevant interaction/interaction, and the discovery and remedial measures of the above-mentioned interaction/interaction, etc.
- Allergy-related rules and its elements may include the composition and action principles/mechanisms of cosmetics that may cause allergic reactions.
- Specific elements include: ingredients, nutritional composition, processing methods, raw materials, irritation, size, weight, heavy metal content, toxicity, Odor, shape, specification, packaging, material, additives, preservatives, etc. and their relevant concentration, content and other related information.
- Allergy-related rules may also include: the user's physique, age, gender, height, weight, development-related information, fertility-related information, sexual life-related information, genetic-related information, climate/air quality/humidity/season/ Temperature, user's disease/symptoms/indicators/feelings/emotions, user's work status/study status/rest status/exercise status/nutrition status/cosmetic status/work and rest time/immunity status, user's drugs/surgery/chemotherapy/radiotherapy/phototherapy /Hypertherapy/Magnetic Therapy/Electrotherapy/Electromagnetic Therapy/Sound Therapy/Immunotherapy/Gene Therapy and other methods of treatment history or treatment or planned treatment, the user's family medical history/disease history/allergy history/genetic disease history/regional epidemic history/ Smoking history and other information that may be related to allergies.
- Allergy related rules may also include: possible manifestations and consequences of allergic reactions under different conditions, causes and mechanisms of allergies, relationship between factors that may affect allergies and allergies, guidance/warning information for relevant users/makeup artists/experts , the level, severity, sorting, occurrence probability of allergic reactions, users/makeup artists/experts' evaluation of related allergic reactions, discovery of related allergic reactions and remedial measures in the above situations, etc. You can also set the conditions for allergy testing. If the user's condition meets the relevant conditions, you need to pass the allergy test and the result is negative.
- the relevant rules and elements of the shelf life may include: the production date, processing time, shelf life, storage method, storage requirements, appearance changes and judgment methods of cosmetics beyond the shelf life, etc., guidance/warning information for relevant users/makeup artists/experts, The situation, severity, probability of occurrence and remedial measures that may be caused by the use of cosmetics beyond the shelf life.
- Time-related rules and their elements may include: the best time to use cosmetics, makeup time, makeup time, duration, intermittent time, intermittent time, use cycle, use frequency, onset time, expiration time, end time, etc.
- Time-related rules can be defined and stored in different time attribute types.
- Time-related element attribute types include time element attributes related to natural rhythms, such as: year, month, day, day/night, morning/morning/noon/afternoon/evening /Night, season, solar term, lunar year/month/day, etc.; attributes of time elements related to time such as: hour, minute, hour, etc.; attributes of time elements related to personal routine and life rules such as: getting up, before meal/during meal/meal After, before going to bed; attributes of time elements related to specific diseases/symptoms/indicators/mental state/physiological state/feelings, such as: when body temperature exceeds a certain value, when pain, when tired, when dizzy, when flustered, when nausea, when creatinine clearance rate When exceeding a certain value, when blood pressure is lower than a certain value, when heart rate exceeds a certain value, when feeling depressed, feeling fearful, excited, etc.; time element attributes related to cosmetics such as: the day before a festival, 3 hours after a game, changing When a certain medicine
- the relevant rules of time may also include: various factors that may affect time and their relationship with the time of cosmetics, and may also include possible consequences and related remedial measures when cosmetics are not used in accordance with the reasonable time in relevant rules, and may also include Between time and the actual information of the relevant elements of the user, the mutual conversion relationship between different time attribute types and the calculation and mutual conversion relationship with the international standard time and the time of each time zone are required.
- the relevant rules and elements of usage amount may include: cosmetic specifications, ingredient composition, packaging, dosage, quantity, size, frequency of use, concentration, method, scope, amount of each ingredient, etc., including items that require unit/data conversion
- the information may also include: the amount of use may be affected by the purpose of use, applicable population, corresponding indications/indications, corresponding health status evaluation items, corresponding environment, efficacy, usage, user drugs/medical devices/health products/cosmetics/cosmetics/medical Inspection and testing, user work/study/sports related information, user sex life/work and rest time/genetic information and other factors and their impact results. It can also include information such as single usage/extreme amount, single-day usage times/frequency, single-day usage/extreme amount, total amount, and extreme amount. It may also include possible consequences and remedies that may occur when cosmetic products are not used in the correct amount.
- Relevant rules and elements of adverse reactions may include: the relationship between cosmetic processing methods/ingredients/dosage/time/frequency/interval/protective measures and possible adverse reactions, as well as factors that may affect adverse reactions and adverse reactions It can also include: symptoms/indicator signals/manifestations/feelings/severity/harm of adverse reactions, treatment of adverse reactions, prevention methods of adverse reactions, remedial measures after adverse reactions occur, etc.
- the relevant rules and elements of the monitoring/evaluation measures before/middle/late use may include: symptoms, indicators, feelings, emotions, physiological functions, motor abilities, learning Ability, work skills and other items that may need to be monitored/evaluated, and the significance of the effectiveness, safety, economy, suitability/convenience/compliance of the cosmetics corresponding to the different values/ranges of the monitoring/evaluation results of each item, It can also include the setting of reminder levels for the monitoring/evaluation projects that need to be carried out at different stages, the setting of the target range that needs to be achieved by the monitoring/evaluation results of each project, the goal can be set and the reminder grading, and the monitoring/evaluation results of each project. Adjustment method/usage/time etc. needed to reach the target range. It may also include possible consequences and related remedial measures when the monitoring/evaluation results of each project do not meet the target range.
- Relevant rules and elements of medical insurance/benefits may include: whether cosmetics belong to medical benefits/medical insurance or commercial insurance coverage and conditions, objects, ratios, calculation methods, amounts, etc., may also include restrictions on relevant constraints, and may also include prices , single cost, single day cost, single course cost, total cost and other information.
- Economic rules and their elements can include: consumption/cost of cosmetics, single fee, single day fee, single course fee, total fee, average per time, per capita, daily average, monthly average fee limit, in different cosmetics/ Expense restrictions for different items/users, etc. may also include pre-setting economic indicators related to cosmetics according to the actual economic capacity and budget of the user.
- the rules of availability and its elements may include: the output of cosmetics, the distance of transportation, the timeliness requirements of transportation, the difficulty of processing/production, the scarcity/seasonality/regionality of cosmetics, the number of suppliers, and the qualification/fee of reservation requirements, scheduled wait times, and other factors that may be relevant to availability.
- Relevant rules and elements of administrative management may include: relevant regulations/requirements for raw materials of cosmetics, relevant regional regulations/requirements, relevant regulations/requirements for makeup artists, relevant regulations/requirements for users, relevant regulations/requirements for hygienic conditions, hygienic licenses for practitioners/ Relevant regulations/requirements for practicing qualifications, relevant regulations/requirements for key monitoring, relevant regulations/requirements for abnormal early warning, relevant regulations/requirements for price policies, relevant regulations/requirements for the number of days, relevant regulations/requirements for the amount, etc.
- the cosmetics intelligent recommendation method of the present invention also includes reminding the user/makeup artist/expert of various situations, risks and detection/discovery methods that may occur when/after the user uses the relevant cosmetics, as well as related preparation and response methods, and Issue alerts, prompts, or initiate remedial actions when conditions are found.
- the cosmetic intelligent recommendation method of the present invention can recommend either a single cosmetic, or a cosmetic scheme or combination. You can recommend cosmetics for a single time, or recommend cosmetics for a period of time. Cosmetic recommendations can be static or dynamically adjusted according to changes in demand or the effects of cosmetics.
- the cosmetic intelligent recommendation method of the present invention may also include: for each cosmetic or cosmetic solution under various conditions, analyze and calculate the analysis results of the cosmetic or cosmetic solution in each analysis item according to the relevant rules in the cosmetic database, respectively Set the corresponding level/score value, and set the relative weight of each analysis item according to the actual situation, so that when making cosmetics intelligent recommendation, the corresponding level/score value and The relative weight of each analysis item is used to calculate the comprehensive level/score of relevant cosmetics or cosmetic solutions, so as to provide comprehensive recommendation results or comprehensive priority ranking for intelligent recommendations of cosmetics or cosmetic solutions under this condition, including relevant cosmetics or cosmetic solutions. Comparison between cosmetic regimens.
- the relevant rules R of the rationality and suitability of cosmetics include m sub-items, such as the relevant rules of requirements, the relevant rules of contraindications and other items.
- g j (X) represents the grade/score corresponding to the results of the analysis items of the cosmetic or cosmetic scheme X in the sub-rule r j , and the analysis and calculation of the cosmetic or cosmetic scheme X in the sub-rule r j may obtain k kinds of results
- pr j1 (X) means that cosmetics or cosmetic scheme X is analyzed and calculated in sub-item rule r j to obtain the set of actual conditions corresponding to the first analysis result
- pr jk (X means that cosmetic or cosmetic scheme X is analyzed and calculated in sub-item rule r j
- the set of the actual situation corresponding to the kth analysis result is obtained through analysis and calculation in the middle.
- the level/score value corresponding to the first analysis result is set as V j1
- the level/score value corresponding to the kth analysis result is set as V jk .
- P represents the actual situation, the set corresponding to which result P belongs to, and g j (X) is equal to the corresponding set level/score.
- G(X) represents the overall grade/score of cosmetic or cosmetic regimen X.
- T j represents the relative weight of the analysis item of sub-item rule r j .
- the condition for intelligently recommending cosmetics is that the comprehensive level/score of the cosmetic is higher than the set level/score.
- the level/score setting can be continuously optimized and adjusted during use.
- the recommendation result of the cosmetic intelligent recommendation method of the present invention can be a cosmetic or cosmetic solution that is most suitable for the user, or a recommendation list that meets the needs of the user, and the comprehensive level/score ranking is recommended according to the number of recommendations set in advance Top few cosmetics or cosmetic regimens.
- the level/score value of each analysis item or the level/score value combination of multiple analysis items can also be set as a mandatory item. If the required item fails, the cosmetic cannot be recommended.
- the contraindication rule of cosmetics can be set as a mandatory item, if there are contraindications in cosmetics, the recommendation result of the cosmetics is not recommended.
- the weight is set according to the importance of each analysis item. If an analysis item is important, the weight of the analysis item can be set high; if an analysis item is not important, the weight of the analysis item can be set low; if it is not required at all when calculating the comprehensive level/score of cosmetics Considering a certain analysis item, the weight of the analysis item can be set to 0.
- the recommended cosmetics scheme can also be optimized for different target requirements.
- user goals can correspond to multiple actual needs, and the needs may affect each other and cannot be fully satisfied.
- the recommended cosmetic solution needs to be optimized for different needs to obtain the optimal cosmetic solution. Or provide a certain number of optimal cosmetic solutions for the user to choose.
- the cosmetics intelligent recommendation method of the present invention can also evaluate the actual effect of cosmetics/scheme recommendations for different users.
- the evaluation can be one-time evaluation and/or long-term use effect evaluation, and the cosmetics regimen can be optimized according to the evaluated effect . It is also possible to conduct artificial intelligence deep learning/big data analysis on a large amount of use effect evaluation data, optimize the relevant rules of cosmetics recommendation, and improve the actual effect of cosmetics recommendation.
- the various data acquired by the cosmetic intelligent recommendation method of the present invention can be all data, or data with certain conditions can be set according to needs, for example: data within a certain period of time, the user's status in a certain hospital/department /doctor's data etc.
- the cosmetics intelligent recommendation method also includes using the cosmetics multi-dimensional element attribute dictionary to process data and Matching/comparison of related information and rules in the cosmetics database, including fuzzy matching algorithm.
- the multi-dimensional element attribute dictionary of cosmetics contains at least one of the standard dictionary, corresponding dictionary of different names, and fuzzy matching dictionary of the attributes of various elements related to cosmetics, including the different names, structures, combinations and mutual correspondences of the attributes of each dimension element involved in the above items relationship data.
- Comparing the obtained information with the relevant information and rules in the cosmetics database can be by comparing the obtained original information with the dictionary corresponding to the different names of each item carried in the cosmetics multi-dimensional attribute dictionary in the cosmetics database, or by first comparing the obtained The original information is converted to each standard dictionary and then compared with the cosmetics database, or the obtained original information is fuzzy matched with each dictionary of the cosmetics database, or a combination of the above methods is used.
- the cosmetic multi-dimensional feature attribute dictionary can be established separately or included in the cosmetic database.
- the cosmetic multi-dimensional element attribute dictionary for matching, it can also be processed by voice recognition technology, semantic recognition technology, translation of different languages, OCR recognition technology, virtual reality technology, augmented reality technology, gesture recognition technology, etc. Matching/comparison of the acquired information with relevant information and rules in the cosmetics database.
- the cosmetics intelligent recommendation method may also include a user personal information database, which is used to obtain the actual information of the user's relevant elements and provide or supplement the user's relevant information when recommending cosmetics for the user.
- the user's personal information database includes user-related information, including: user basic information, skin quality, hair quality, cosmetic preferences, religious beliefs, genetic related information, and family health-related information such as family medical history, medical history, allergy history, and regional epidemics.
- Medical history medication history, operation history, study status, work status, exercise status, family status, living environment, hobbies, compliance status, tolerance status, medical insurance status, and physiology/psychology/study/work/physical fitness/sleep /sports/emotions/metabolism/vision/hearing/intelligence/attention/cosmetics/immunity/growth and development/memory/fertility status and schedule and other information.
- the data acquisition method of the user personal information database includes acquisition or analysis after access from other information systems, equipment or databases, or manual entry, or new data that is continuously acquired and analyzed during the use of database-related information , or a combination of the above methods.
- the recommendation results of the cosmetics intelligent recommendation method for the user can be used to remind, warn, limit, prohibit, assist, guide the user/makeup artist/expert to choose or recommend cosmetics. It can also be used for users/makeup artists/experts and recommendation/management/guidance/consultation positions or second-level recommendation/management/guidance/consultation centers to discuss the data basis and advanced of cosmetic use/recommendation/purchase/payment/insurance recommendation optimization programs Data base for post replies/auto-responders. It can also be used as the basis for professional level evaluation/professional normative evaluation/performance evaluation/performance appraisal of makeup artists/experts and other personnel afterwards.
- the application of the rationality analysis of each analysis item may be a pre-event/during-event recommendation mode, or an after-event evaluation mode.
- the various recommendations, assessments, reports and other output information of the cosmetics intelligent recommendation method can be completed manually by professionals according to the cosmetics database and various data, or manually with the support of the system, or the system can Automatic completion can also be completed automatically by artificial intelligence, or it can be completed in a combination of system/artificial intelligence completion part and manual completion part.
- the form of application/output of relevant cosmetic recommendation results can be reminders, notifications, reports, reports, system authority restrictions, system process restrictions, control of related systems/equipment/files/authorities, etc.; it can also provide relevant interfaces to communicate with other Management system docking implementation; it can also be an application that provides recommendation results and the user manually implements the relevant recommendation results.
- the identification, confirmation, login, and electronic signature of users, experts, and related roles of the cosmetic intelligent recommendation method, as well as the storage, transmission, and application of personal information, doctor's order information, and various analysis results, can be achieved through various This method is used for encryption to prevent related identities/permissions from being stolen or information leaked.
- the encryption algorithms include symmetric encryption algorithms and/or asymmetric encryption algorithms, such as: encryption algorithms for large integer decomposition problems, encryption algorithms for discrete logarithm problems, and elliptic curve encryption algorithms, such as blockchain technology, etc.
- the encryption hardware can Using keys, dongles, encrypted hard disks, etc., can also be combined with user equipment hardware, network addresses, etc. for encryption, and the above methods can also be combined for encryption.
- the data transmission method of the cosmetic intelligent recommendation method can be a data line method, a wired network, a wireless transmission method, a radio frequency identification method, a magnetic card reading and writing method, a mobile hard disk method, an NFC method, a bar code method, and a two-dimensional code method.
- Wireless transmission methods include: infrared, bluetooth, wifi, microwave, visible light wave, telecommunications wireless network, ultrasonic/sound wave, radio and other methods.
- the cosmetic intelligent recommendation method can be used on a stand-alone machine, or can be used by users with access-type external hardware such as mobile hard disks, boxes, cards, etc., or can be installed on a local server to support local users, or can be installed on a
- the private cloud server supports the use of private cloud users, and can also be installed on the Internet to provide services to Internet users.
- FIG. 2 is a block diagram of a cosmetics intelligent recommendation system according to the second embodiment of the present invention. As shown in the figure, the cosmetic intelligent recommendation system includes:
- Database unit 11 for storing the cosmetics database
- the first information acquisition unit 12 is used to acquire the target of the user's cosmetic recommendation
- the second information acquisition unit 13 is used to acquire the actual information of the relevant elements of the user;
- the intelligent recommendation unit 14 is used to analyze and calculate the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics suitable for the user.
- the cosmetic intelligent recommendation system of the present invention is formed by using the cosmetic intelligent recommendation method of the present invention, and the structural features are one-to-one correspondence. You can refer to the description of the aforementioned cosmetic intelligent recommendation method, which will not be repeated here.
- the cosmetics intelligent recommendation system of the present invention can intelligently analyze the cosmetics needs and potential risks of users, and help users formulate and choose cosmetics plans and solutions that are more in line with actual needs, thereby improving the user's cosmetics use effect and avoiding unreasonable cosmetics. damage caused.
- the present invention also proposes a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the above-mentioned method for intelligently recommending cosmetics are realized.
- a computer-readable storage medium of the present invention has a one-to-one correspondence with the technical features of a method for intelligently recommending cosmetics and a system for intelligently recommending cosmetics of the present invention, and reference may be made to the aforementioned method for intelligently recommending cosmetics and a system for intelligently recommending cosmetics The description of the intelligent recommendation system will not be repeated here.
- the present invention provides a method, system and computer storage medium for intelligent recommendation of cosmetics.
- the method for intelligent recommendation of cosmetics includes: establishing a cosmetics database; The goal of cosmetics recommendation, the actual information of relevant elements of the user, and the relevant information and rules in the cosmetics database are analyzed and calculated, and the cosmetics suitable for the user are intelligently recommended.
- the cosmetics intelligent recommendation system includes: a database unit, a first information acquisition unit, a second information acquisition unit and an intelligent recommendation unit.
- the user's cosmetic needs and potential risks can be intelligently analyzed, and the user can be helped to formulate and choose cosmetics that are more in line with the user's actual needs, thereby improving the user's maintenance effect and health situation, to avoid damage to users caused by unreasonable cosmetics.
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Abstract
Disclosed are an intelligent cosmetics recommendation method and system and a computer storage medium. The intelligent cosmetics recommendation method comprises: establishing a cosmetics database; acquiring a target of user cosmetics recommendation; acquiring actual information of relevant elements of a user; performing analytical computation on the target of user cosmetics recommendation, the actual information of the relevant elements of the user, and relevant information and rules in the cosmetics database, and intelligently recommending a cosmetics solution suitable for the user. The intelligent cosmetics recommendation system comprises: a database unit, a first information acquisition unit, a second information acquisition unit, and an intelligent recommendation unit. By means of the intelligent cosmetics recommendation method and system and the computer storage medium of the present invention, the cosmetics needs and potential risks of a user are intelligently analyzed, which helps the user to formulate and select cosmetics that better meet his or her actual needs, thus improving the skincare results and health conditions of the user, and preventing harm to the user due to unsuitable cosmetics.
Description
本发明涉及智能化医疗信息处理的技术领域，特别是涉及一种化妆品智能推荐的方法、系统和计算机存储介质。The invention relates to the technical field of intelligent medical information processing, in particular to a method, system and computer storage medium for intelligent recommendation of cosmetics.
化妆品是保持皮肤/发质健康、增进美容的日常用品。化妆品使用得当，能增加皮肤/发质所需要的营养成分，使皮肤健美，延缓皮肤的衰老，如果使用不当则适得其反。化妆品是否选择合理直接关系到用户皮肤/发质的保养效果和健康等，还可以起到控制不合理费用、维护用户权益等作用。Cosmetics are everyday products that maintain skin/hair health and enhance beauty. Proper use of cosmetics can increase the nutrients needed by the skin/hair quality, make the skin healthy, and delay skin aging. If it is not used properly, it will be counterproductive. Whether the choice of cosmetics is reasonable is directly related to the maintenance effect and health of the user's skin/hair quality, etc., and can also play a role in controlling unreasonable costs and protecting the rights and interests of users.
用户根据各自身体的实际情况适合不同的化妆品，例如油性皮肤选用祛脂成分的化妆品，干性皮肤选用保湿成分的化妆品。用户在选择化妆品时，应该基于用户的实际需要，根据化妆品的适用对象、功效、适用范围选择适用的化妆品。同时还要结合用户的个体化信息，考虑化妆品的禁忌症、注意事项、警示/提示内容、潜在的安全危害及使用限制等因素，排除对用户有危害的化妆品，对用户存在潜在风险的化妆品需要充分评估风险并权衡必要性再使用。另外还应该考虑到用户的经济支付能力以及化妆品获得的便利性。只有综合考虑上述 与化妆品紧密相关的因素，才能达到最佳的目标，充分保障用户的利益。Users are suitable for different cosmetics according to their actual physical conditions. For example, oily skin can choose cosmetics with anti-fat ingredients, and dry skin can choose cosmetics with moisturizing ingredients. When users choose cosmetics, they should choose suitable cosmetics based on the actual needs of users, according to the applicable objects, efficacy and scope of application of cosmetics. At the same time, in combination with the user's individualized information, factors such as contraindications, precautions, warnings/reminders, potential safety hazards, and use restrictions of cosmetics should be considered to exclude cosmetics that are harmful to users and cosmetics that pose potential risks to users. Fully assess the risks and weigh the necessity before use. In addition, the user's economic ability to pay and the convenience of cosmetics should also be considered. Only by comprehensively considering the above-mentioned factors closely related to cosmetics can we achieve the best goal and fully protect the interests of users.
而实际决定化妆品的过程中，由于对化妆品的信息及知识不够了解，或对用户个体化信息掌握不足，可能造成化妆品选择不合理与不适宜的现象。因而迫切需要一种化妆品智能推荐的方法，以化妆品说明书等技术资料为基础对用户的化妆品的安全性、有效性、经济性和适宜性等方面进行全过程综合分析与推荐，是保障用户化妆品选择合理适宜性的重要方法。In the process of actually deciding on cosmetics, due to insufficient understanding of the information and knowledge of cosmetics, or insufficient grasp of user individualized information, it may result in unreasonable and inappropriate selection of cosmetics. Therefore, there is an urgent need for a cosmetics intelligent recommendation method. Based on technical information such as cosmetics instructions, the safety, effectiveness, economy and suitability of the user's cosmetics are comprehensively analyzed and recommended in the whole process, which is to ensure the user's cosmetics choice Important method of reasonable suitability.
发明内容Contents of the invention
本发明的主要目的是：针对为用户选择化妆品时，可能存在的化妆品的有效性、安全性、经济性、适宜性等方面不合理不适宜而造成的相关风险，提供一种化妆品智能推荐的方法、系统和计算机存储介质，智能分析用户的化妆品需求和潜在风险，帮助用户制定和选择更加符合用户自身实际需求的化妆品，从而提升用户的保养效果和健康状况，避免因不合理化妆品而造成对用户的损害。The main purpose of the present invention is to provide a method for intelligent recommendation of cosmetics for the related risks caused by unreasonable and unsuitable aspects such as effectiveness, safety, economy, and suitability of cosmetics that may exist when selecting cosmetics for users , system and computer storage media, intelligently analyze the cosmetics needs and potential risks of users, and help users formulate and choose cosmetics that are more in line with the actual needs of users, so as to improve the maintenance effect and health status of users, and avoid harm to users caused by unreasonable cosmetics. damage.
为实现上述目的，本发明提供了一种化妆品智能推荐的方法，包括：In order to achieve the above purpose, the present invention provides a method for intelligent recommendation of cosmetics, including:
建立化妆品数据库；Establish a cosmetics database;
获取用户化妆品推荐的目标；Obtain the goal of user cosmetic recommendation;
获取用户的相关要素实际信息；Obtain the actual information of relevant elements of the user;
将用户化妆品推荐的目标、用户的相关要素实际信息与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品方案。Analyze and calculate the goal of user cosmetics recommendation, the actual information of relevant elements of the user and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics solutions suitable for the user.
如上所述的一种化妆品智能推荐的方法，所述方法还包括从用户化妆品推荐的目标和用户的相关要素实际信息中分析出用户实际的化妆品需求。According to the above-mentioned method for intelligent recommendation of cosmetics, the method further includes analyzing the user's actual cosmetic demand from the target of the user's cosmetic recommendation and the actual information of the user's relevant elements.
如上所述的一种化妆品智能推荐的方法，所述化妆品包括肤用化妆品、发用化妆品、美容化妆品、功能化妆品中的至少一项。According to the above method for intelligently recommending cosmetics, the cosmetics include at least one of skin cosmetics, hair cosmetics, beauty cosmetics, and functional cosmetics.
如上所述的一种化妆品智能推荐的方法，所述化妆品数据库包括化妆品的相关信息、化妆品需求分析模板、化妆品合理及适宜性的相关信息和规则、化妆品的使用方法、对用户的影响和需要采取的相关措施中的至少一项。According to the above-mentioned method for intelligent recommendation of cosmetics, the cosmetics database includes relevant information of cosmetics, a cosmetic demand analysis template, information and rules related to the rationality and suitability of cosmetics, the use method of cosmetics, the impact on users and the required actions. at least one of the relevant measures.
如上所述的一种化妆品智能推荐的方法，所述化妆品合理性及适宜性的相关规则包括：品类/数量/偏好需求的相关规则、功能需求的相关规则、外观效果需求的相关规则、健康需求的相关规则、禁忌的相关规则、需要谨慎/注意的相关规则、相互作用的相关规则、过敏的相关规则、保质期的相关规则、时间的相关规则、使用量的相关规 则、不良反应的相关规则、使用前/中/后期的监测/评估措施的相关规则、医疗保险/福利的相关规则、经济性的相关规则、获得性的相关规则、文化性的相关规则、行政管理的相关规则中的至少一项。According to the above-mentioned method for intelligent recommendation of cosmetics, the relevant rules of rationality and suitability of cosmetics include: relevant rules of category/quantity/preference requirements, relevant rules of functional requirements, relevant rules of appearance effect requirements, health requirements related rules, related rules related to contraindications, related rules related to caution/attention, related rules related to interaction, related rules related to allergies, related rules related to shelf life, related rules related to time, related rules related to dosage, related rules related to adverse reactions, At least one of the relevant rules of monitoring/evaluation measures before/middle/late use, medical insurance/welfare related rules, economical related rules, acquisition related rules, cultural related rules, and administrative management related rules item.
如上所述的一种化妆品智能推荐的方法，所述方法还包括用户个人信息数据库，所述用户个人信息数据库中包括用户的相关信息，用于获取用户的相关要素实际信息及为用户推荐化妆品时提供或补充用户的相关信息。According to the method for intelligent recommendation of cosmetics as described above, the method further includes a user personal information database, which includes relevant information of the user, and is used to obtain the actual information of relevant elements of the user and recommend cosmetics for the user. Provide or supplement user-related information.
如上所述的一种化妆品智能推荐的方法，所述方法还包括根据用户的化妆品方案和用户实际信息推荐不同化妆品的使用方法。According to the method for intelligent recommendation of cosmetics as described above, the method further includes recommending the usage method of different cosmetics according to the user's cosmetic plan and the user's actual information.
如上所述的一种化妆品智能推荐的方法，所述方法还包括：对各化妆品或化妆品方案在各种条件下，根据化妆品数据库中的相关规则分析所得到的该化妆品或化妆品方案在各分析项目的分析结果，分别设定对应的级别/分值，并可以根据实际情况设定包括各分析项目与推荐结果关系的化妆品推荐模型，从而在进行化妆品智能推荐时，能够根据相关化妆品或化妆品方案在各分析项目所对应的级别/分值以及各分析项目的化妆品推荐模型，计算出相关化妆品或化妆品方案的综合级别/分值，以便于对化妆品或化妆品方案在该条件下的智能推荐给出综合推荐结果或综合优先级排序，包括相关化妆品或化妆品方案之间的比较。A method for intelligent recommendation of cosmetics as described above, the method further includes: for each cosmetic or cosmetic solution under various conditions, according to the relevant rules in the cosmetics database, analyze the results of the cosmetic or cosmetic solution in each analysis item The corresponding levels/scores can be set respectively, and the cosmetic recommendation model including the relationship between each analysis item and the recommendation result can be set according to the actual situation, so that when performing intelligent cosmetic recommendation, it can be based on the relevant cosmetics or cosmetic solutions. The level/score value corresponding to each analysis item and the cosmetic recommendation model of each analysis item are used to calculate the comprehensive level/score value of the relevant cosmetic or cosmetic solution, so as to provide comprehensive information for the intelligent recommendation of cosmetics or cosmetic solution under this condition. Recommendations or comprehensive prioritization, including comparisons between related cosmetics or cosmetic options.
本发明还提供一种计算机可读存储介质，所述计算机可读存储介 质存储有计算机程序，所述计算机程序被处理器执行时实现如上所述的化妆品智能推荐的方法的步骤。The present invention also provides a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the method for intelligent cosmetic recommendation as described above are realized.
本发明还提供一种化妆品智能推荐的系统，包括：The present invention also provides a cosmetics intelligent recommendation system, including:
数据库单元，用于存储化妆品数据库；The database unit is used to store the cosmetics database;
第一信息获取单元，用于获取用户化妆品推荐的目标；The first information acquisition unit is used to acquire the target of the user's cosmetic recommendation;
第二信息获取单元，用于获取用户的相关要素实际信息；The second information acquisition unit is used to acquire the actual information of the relevant elements of the user;
智能推荐单元，用于将用户化妆品推荐的目标、用户的相关要素实际信息与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品方案。The intelligent recommendation unit is used to analyze and calculate the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics solutions suitable for the user.
本发明的一种化妆品智能推荐的方法、系统和计算机存储介质，化妆品智能推荐的方法包括：建立化妆品数据库；获取用户化妆品推荐的目标；获取用户的相关要素实际信息；将用户化妆品推荐的目标、用户的相关要素实际信息与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品方案。化妆品智能推荐的系统包括：数据库单元、第一信息获取单元、第二信息获取单元和智能推荐单元。通过本发明的一种化妆品智能推荐的方法、系统和计算机存储介质，智能分析用户的化妆品需求和潜在风险，帮助用户制定和选择更加符合用户自身实际需求的化妆品，从而提升用户的保养效果和健康状况，避免因不合理化妆品而造成对用户的损害。A method, system and computer storage medium for intelligent recommendation of cosmetics according to the present invention. The method for intelligent recommendation of cosmetics includes: establishing a cosmetics database; obtaining the target of user cosmetic recommendation; obtaining the actual information of relevant elements of the user; The actual information of the user's relevant elements is analyzed and calculated with the relevant information and rules in the cosmetics database, and the cosmetics plan suitable for the user is intelligently recommended. The cosmetics intelligent recommendation system includes: a database unit, a first information acquisition unit, a second information acquisition unit and an intelligent recommendation unit. Through the method, system and computer storage medium for intelligent recommendation of cosmetics in the present invention, the user's cosmetic needs and potential risks can be intelligently analyzed, and the user can be helped to formulate and choose cosmetics that are more in line with the user's actual needs, thereby improving the user's maintenance effect and health situation, to avoid damage to users caused by unreasonable cosmetics.
图1为本发明第一实施例一种化妆品智能推荐的方法的流程图。Fig. 1 is a flowchart of a method for intelligent recommendation of cosmetics according to the first embodiment of the present invention.
图2为本发明第二实施例一种化妆品智能推荐的系统的框图。Fig. 2 is a block diagram of a cosmetics intelligent recommendation system according to the second embodiment of the present invention.
为进一步阐述本发明达成预定目的所采取的技术手段及功效，以下结合附图及实施例，对本发明的具体实施方式，详细说明如下。In order to further explain the technical means and effects adopted by the present invention to achieve the intended purpose, the specific implementation of the present invention will be described in detail below in conjunction with the accompanying drawings and examples.
本发明第一实施例参阅图1。图1为本发明第一实施例一种化妆品智能推荐的方法的流程图。如图所示，本发明一种化妆品智能推荐的方法包括：Refer to FIG. 1 for the first embodiment of the present invention. Fig. 1 is a flowchart of a method for intelligent recommendation of cosmetics according to the first embodiment of the present invention. As shown in the figure, a method for intelligent recommendation of cosmetics in the present invention includes:
步骤1：建立化妆品数据库。Step 1: Build a cosmetics database.
在本发明中，化妆品可以包括肤用化妆品、发用化妆品、美容化妆品、功能化妆品中的至少一项。具体可以包括：香水、洗面乳、化妆水、洁肤水、卸妆液/油、精华液/乳/霜、润面霜、润肤油、粉底霜、遮瑕膏、香粉、粉饼、腮红粉、口红、浴液、洗发液、护发乳、洗发膏、焗发膏、发蜡、润发油,各种蜜类/奶类化妆品等等。In the present invention, cosmetics may include at least one of skin cosmetics, hair cosmetics, beauty cosmetics, and functional cosmetics. Specifically, it can include: perfume, facial cleanser, lotion, cleansing water, makeup remover/oil, essence/milk/cream, moisturizer, body oil, foundation cream, concealer, face powder, pressed powder, blush powder, lipstick , Body wash, shampoo, hair conditioner, shampoo, hair cream, pomade, pomade, various honey/milk cosmetics, etc.
化妆品数据库可以包括化妆品的相关信息、化妆品需求分析模 板、化妆品合理及适宜性的相关信息和规则、对用户的影响和需要采取的相关措施。化妆品合理及适宜性的相关规则可以包括化妆品需求的相关规则和其他化妆品合理及适宜性的相关规则。具体包括各种化妆品相关要素属性及其各要素属性的值/范围/计算方法/来源/限制条件/排除条件，各种/各组/各类要素属性之间的相互关系/相互影响/相互转化/规则/计算方法。Cosmetics database can include relevant information of cosmetics, cosmetic demand analysis template, relevant information and rules on rationality and suitability of cosmetics, impact on users and relevant measures to be taken. The relevant rules on the reasonableness and suitability of cosmetics may include the relevant rules on cosmetic requirements and other relevant rules on the reasonableness and suitability of cosmetics. Specifically, it includes various cosmetic-related element attributes and their value/range/calculation method/source/limitation condition/exclusion condition, and the relationship/interaction/mutual transformation between various/each group/various element attributes /rule/calculation method.
化妆品相关信息可以包括：化妆品的品牌、原材料、原材料产地和等级规范、配方、主要成分/添加剂/辅料、生产工艺、产地/生产厂家、颜色、光泽、质感、触感、气味、效果、风格、使用条件、使用方法、使用部位、使用工具、产品系列、包装、价格、储存方法和储存时间、营养成分、获取途径等。Cosmetics-related information may include: brand of cosmetics, raw materials, origin and grade specifications of raw materials, formula, main ingredients/additives/excipients, production process, place of origin/manufacturer, color, luster, texture, touch, smell, effect, style, use Conditions, methods of use, parts of use, tools for use, product series, packaging, prices, storage methods and storage time, nutritional ingredients, access routes, etc.
在本发明中，根据化妆品需求的相关规则和不同用户群体的模型来建立化妆品需求分析的模板，需求模型是根据用户相关要素实际信息、化妆品需求分析的相关信息和规则、用户化妆品推荐的目标，对用户化妆品需求进行分析。用户相关要素实际信息是指从不同层次分析化妆品需求所需要的用户的实际信息，包括：用户基本信息、遗传相关信息、生理相关信息如发育/生育/哺乳/更年期等信息、肤质/发质的相关信息、场合、光线、位置、背景、风力、身分、活动/任务角色、对象/受众(对象的喜好、过敏、文化、民族、风俗)、化妆师/自己的化妆水平和风格、与服装的搭配(帽、衣、鞋、道具等)、与首饰/配饰的搭配(首饰、配饰、手表、装饰品等)、与发型的搭 配、就餐情况(饮食、菜品)、环境相关信息如区域/气候/流行病、活动相关信息如工作/学习/运动/娱乐/家务/其他等信息、休息相关信息如作息/睡眠等信息、疾病相关信息如疾病/治疗方案/手术/药物/医疗器械/检查/理疗/康复等信息、个体化相关信息如化妆品偏好/经济条件等信息中的至少一项信息。In the present invention, the cosmetic demand analysis template is established according to the relevant rules of cosmetic demand and the models of different user groups. The demand model is based on the actual information of user-related elements, relevant information and rules of cosmetic demand analysis, and the target of user cosmetic recommendation. Analyze user needs for cosmetics. The actual information of user-related elements refers to the actual information of users needed to analyze the needs of cosmetics from different levels, including: basic user information, genetic related information, physiological related information such as development/birth/breastfeeding/menopausal information, skin quality/hair quality Relevant information, occasion, light, location, background, wind power, identity, activity/task role, object/audience (subject's preferences, allergies, culture, ethnicity, customs), makeup artist/own makeup level and style, and clothing matching (hats, clothes, shoes, props, etc.), matching with jewelry/accessories (jewelry, accessories, watches, decorations, etc.), matching with hairstyles, dining conditions (diet, dishes), environmental information such as area/ Climate/epidemic, activity-related information such as work/study/sports/entertainment/housework/other information, rest-related information such as work and rest/sleep information, disease-related information such as disease/treatment plan/surgery/drug/medical equipment/examination At least one item of information such as/physiotherapy/rehabilitation, and individualized information such as cosmetic preferences/economic conditions.
化妆品需求分析模板用于分析用户实际的化妆品需求。通过将用户化妆品推荐的目标和用户的相关要素实际信息与化妆品需求的相关规则进行分析计算，得出用户实际的化妆品需求。具体方法可以是从化妆品需求分析模板中找到最适合用户实际情况的需求模板，再结合用户的实际情况进行相应的调整，得到用户实际的化妆品需求。化妆品的需求是与多种因素相关的，包括：身体相关因素如肤质、发质、身高、体重、形体等；偏好相关因素如品牌、产地、宗教、民族、品类等；环境相关因素如光线、气候、温度、湿度、紫外线、风力等；场所相关因素如场合、位置、背景、身分、活动(任务)角色、对象/受众；功效相关因素如美白、美颜、保湿、抗衰老、祛皱、发育、防晒、除臭、清洁等；健康相关因素如健康状况、疾病影响、治疗需求等；活动相关因素如工作、学习、运动、娱乐、家务等；作息相关因素如起床、睡眠等。The cosmetic demand analysis template is used to analyze the actual cosmetic demand of users. By analyzing and calculating the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant rules of the cosmetics demand, the actual cosmetics demand of the user is obtained. The specific method may be to find the most suitable demand template from the cosmetic demand analysis template, and then make corresponding adjustments according to the actual situation of the user, so as to obtain the actual cosmetic demand of the user. The demand for cosmetics is related to many factors, including: body-related factors such as skin quality, hair quality, height, weight, body shape, etc.; preference-related factors such as brand, place of origin, religion, ethnicity, category, etc.; environment-related factors such as light , climate, temperature, humidity, ultraviolet light, wind, etc.; site-related factors such as occasion, location, background, identity, activity (task) role, object/audience; efficacy-related factors such as whitening, beautifying, moisturizing, anti-aging, anti-wrinkle , development, sun protection, deodorization, cleaning, etc.; health-related factors such as health status, disease impact, treatment needs, etc.; activity-related factors such as work, study, exercise, entertainment, housework, etc.; work-related factors such as getting up, sleeping, etc.
化妆品需求分析模板可以包括：各类不同人群各项要素组合的多层次多维度的化妆品需求，如25-30岁干性皮肤女性的化妆品需求、40-45岁女性在热带气候区域的化妆品需求等。还可以是面向特定人 群的化妆品需求，如儿童化妆品需求、孕妇化妆品需求、空姐化妆品需求等；还可以是面向特定个体的化妆品需求。The cosmetics demand analysis template can include: multi-level and multi-dimensional cosmetic needs of various groups of people and combinations of elements, such as the cosmetic needs of 25-30-year-old women with dry skin, and the cosmetic needs of 40-45-year-old women in tropical climate regions, etc. . It can also be the cosmetic demand for specific groups of people, such as children's cosmetic demand, pregnant woman cosmetic demand, stewardess cosmetic demand, etc.; it can also be cosmetic demand for specific individuals.
模板可以是具体的模板集合也可以是由图计算/人工智能计算的方法随时生成的。模板的建立可以先对已有数据基于不同用户群体来分类，建立一类用户的模板，再慢慢细化，使用户群体分类越来越细化，最终，建立针对每个个人用户的模板。化妆品需求分析模板的建立和分类可以是基于专业性/权威性的研究结果、文献、资料、经验建立，也可以基于信息重整/信息分析/大数据分析建立，也可以通过人工智能深度学习建立，还可以通过数据挖据分析后建立，各种模板也可以在使用过程中不断调整及完善。A template can be a specific set of templates or can be generated at any time by means of graph computing/artificial intelligence computing. The establishment of the template can first classify the existing data based on different user groups, establish a template for one type of user, and then gradually refine it, so that the user group classification becomes more and more refined, and finally, establish a template for each individual user. The establishment and classification of cosmetic demand analysis templates can be established based on professional/authoritative research results, literature, data, experience, information reorganization/information analysis/big data analysis, or artificial intelligence deep learning , can also be established through data mining and analysis, and various templates can also be continuously adjusted and improved during use.
化妆品需求的相关规则可以包括：品类/数量/偏好需求的相关规则、功效需求的相关规则、健康需求的相关规则。Relevant rules for cosmetic requirements may include: relevant rules for category/quantity/preference requirements, relevant rules for efficacy requirements, and relevant rules for health requirements.
品类/数量/偏好需求的相关规则及其要素可以包括：化妆品的原材料、成分、产地、品牌、加工方法、数目/重量、个人喜好、使用习惯、经济性、民族/宗教信仰/工作/学习/运动/休闲/睡眠/休息/节日/季节/气候/环境相关需求等等，还可以包括：需求的程度、排序、有效性、用户/化妆师/专家的评价，影响需求的各因素及其对需求影响的程度等。Relevant rules and elements of category/quantity/preference requirements may include: cosmetic raw materials, ingredients, origin, brand, processing method, quantity/weight, personal preference, usage habits, economy, ethnicity/religious belief/work/study/ Sports/leisure/sleep/rest/festival/season/climate/environment-related needs, etc., can also include: the degree, order, effectiveness, evaluation of users/makeup artists/experts, factors that affect demand and their impact on The degree of demand impact, etc.
功能需求的相关规则及其要素可以包括：用户的保湿、抗衰老、祛皱、发育、防晒、除臭、清洁等需求对于化妆品的要求，用户的身 体相关因素如肤质、发质、身高、体重、形体等对于化妆品的影响，还可以包括：需求的程度、排序、有效性、用户/化妆师/专家的评价，影响需求的各因素及其对需求影响的程度等。Relevant rules and elements of functional requirements may include: user’s requirements for moisturizing, anti-aging, wrinkle removal, development, sun protection, deodorant, cleaning and other requirements for cosmetics, user’s physical factors such as skin quality, hair quality, height, The impact of body weight and body shape on cosmetics may also include: the degree of demand, ranking, effectiveness, user/makeup artist/expert evaluation, factors that affect demand and the degree of impact on demand, etc.
外观效果需求的相关规则及其要素可以包括：用户的美白、美颜、浓妆、淡妆、颜色、外表仪态等需求对于化妆品的要求，用户的身体相关因素如肤质、发质、身高、体重、形体等对于化妆品的影响，还可以包括：需求的程度、排序、有效性、用户/化妆师/专家的评价，影响需求的各因素及其对需求影响的程度等。Relevant rules and elements of appearance effect requirements may include: user’s requirements for cosmetics such as whitening, beauty, heavy makeup, light makeup, color, appearance, etc., user’s physical factors such as skin quality, hair quality, height, weight , shape, etc. on cosmetics may also include: the degree of demand, ranking, effectiveness, user/makeup artist/expert evaluation, various factors that affect demand and the degree of impact on demand, etc.
健康需求的相关规则及其要素可以包括：用户的健康状况/疾病/治疗方案/手术/药物/医疗器械/检查/理疗/康复/养生/锻练等需求对于化妆品的要求，还可以包括：需求的程度、排序、有效性、用户/化妆师/专家的评价，影响需求的各因素及其对需求影响的程度等。Relevant rules and elements of health needs may include: user’s health status/disease/treatment plan/surgery/drug/medical device/checkup/physiotherapy/rehabilitation/health care/exercise, etc. Requirements for cosmetics may also include: requirements The degree, sorting, effectiveness, evaluation of users/makeup artists/experts, factors affecting demand and the degree of impact on demand, etc.
化妆品数据库还可以包括影响化妆品需求的相关因素对化妆品需求的影响，对应的关系，以及影响化妆品需求的相关因素发生变化后对化妆品需求相应调整的方法。The cosmetics database may also include the influence of relevant factors affecting the demand for cosmetics on the demand for cosmetics, the corresponding relationship, and a method for adjusting the demand for cosmetics after the relevant factors affecting the demand for cosmetics change.
化妆品数据库中的化妆品合理及适宜性的相关规则可以包括化妆品需求的相关规则和其他化妆品合理及适宜性的相关规则。即化妆品合理及适宜性的相关规则可以包括：品类/数量/偏好需求的相关规则、功效需求的相关规则、健康需求的相关规则、禁忌的相关规则、需要谨慎/注意的相关规则、相互作用的相关规则、过敏的相关规则、 保质期的相关规则、时间的相关规则、使用量的相关规则、不良反应的相关规则、使用前/中/后期的监测/评估措施的相关规则、医疗保险/福利的相关规则、经济性的相关规则、获得性的相关规则、文化性的相关规则、行政管理的相关规则中的至少一项，还可以包括其他与化妆品合理及适宜性相关的规则。The relevant rules on the rationality and suitability of cosmetics in the cosmetics database may include the relevant rules on cosmetic requirements and other relevant rules on the reasonableness and suitability of cosmetics. That is, the relevant rules for the rationality and suitability of cosmetics may include: relevant rules for category/quantity/preference requirements, relevant rules for efficacy requirements, relevant rules for health requirements, relevant rules for contraindications, relevant rules for caution/attention, interactive Relevant rules, related rules of allergy, related rules of shelf life, related rules of time, related rules of dosage, related rules of adverse reactions, related rules of monitoring/evaluation measures before/middle/late use, medical insurance/welfare At least one of relevant rules, economical related rules, acquisition related rules, cultural related rules, and administrative management related rules may also include other rules related to the rationality and suitability of cosmetics.
化妆品数据库中的化妆品合理及适宜性的相关信息和规则所涉及的要素包括：化妆品的相关信息/条件/要求/属性/数值，如化妆品产品的原材料、成分、产地、厂家、加工方法、品牌、使用方法和条件、化妆时间、补妆时间、维持时间、储存、含量、包装、价格、微量元素含量、矿物质含量、保质期、日频率、时间间隔、次/日用量、次/日极量等。化妆品的使用方法具体可以包括：手法、工具、部位、分布、顺序、层次、轻重、厚薄、间隔时间等。The relevant information and rules related to the rationality and suitability of cosmetics in the cosmetics database include: relevant information/conditions/requirements/attributes/values of cosmetics, such as raw materials, ingredients, origin, manufacturers, processing methods, brands, Usage method and condition, makeup time, makeup time, maintenance time, storage, content, packaging, price, trace element content, mineral content, shelf life, daily frequency, time interval, time/daily dosage, time/day extreme amount, etc. . The method of using cosmetics can specifically include: techniques, tools, parts, distribution, sequence, level, weight, thickness, interval time, etc.
还可以包括：用户的基本信息、肤质、发质、人群信息、人群分类、不同人群的化妆品模板、宗教信仰信息、化妆品使用习惯、遗传相关信息、疾病信息、病史信息、过敏史信息、症状、指标、代谢信息、生理发育信息、婚育信息、生理状况、心理/智力状况、生活/工作/学习/运动/娱乐信息、环境信息、季节/气候信息、药物/医疗器械/保健品/化妆品使用相关信息、保险相关信息、费用支付能力/意愿、风险评估、感染预防、急救措施、指标控制、准备和要求、禁忌症、相关防护、营养支持等各项要素信息，还可以包括化妆品对于场合、光线、位置、背景、风力、身分、活动(任务)角色、服装、 配饰、对象/受众、化妆师/自己的化妆水平和风格的适应性及要求。It can also include: basic user information, skin quality, hair quality, group information, group classification, cosmetic templates for different groups of people, religious belief information, cosmetic usage habits, genetic related information, disease information, medical history information, allergy history information, symptoms , indicators, metabolic information, physiological development information, marriage and childbirth information, physiological status, psychological/intellectual status, life/work/study/sports/entertainment information, environmental information, season/climate information, drugs/medical equipment/health care products/cosmetics Use-related information, insurance-related information, ability/willingness to pay, risk assessment, infection prevention, first-aid measures, index control, preparation and requirements, contraindications, related protection, nutritional support and other elements, and can also include cosmetics for occasions , light, location, background, wind, identity, activity (task) role, clothing, accessories, object/audience, make-up artist/your own make-up level and style adaptability and requirements.
在本发明中，人群信息可以包括特定年龄、性别、发育状况、婚姻状况、生育状况、工作状况、学习状况、运动状况、生活状况、生理状况、心理状况、遗传学状况、经济状况、民族/宗教/籍贯/生活地区等特定人群信息。遗传相关信息包括：遗传信息、遗传信息变异/改变信息、遗传缺陷信息、遗传病史、家族病史等信息。疾病信息包括：疾病、诊断、症状、症型、症候、指标、脉象、舌诊、气色等信息。病史信息包括病史、手术史、放疗史、化疗史、心理治疗史、理疗史、免疫治疗史、基因治疗史等等信息。生理发育信息包括：生长发育情况、生理阶段、生育能力等信息。婚育信息包括婚史、生育史、性生活等信息。生理状况包括：体能、营养状况、听力、视力、味觉、嗅觉、触觉、呼吸、运动协调、消化、吸收、排泄、性功能等状况和相关能力的水平。心理/智力状况包括：心理疾病、情绪、感受、智力、注意力、记忆力、感知力、沟通能力、表达能力等等。生活/工作/学习/运动/娱乐信息包括：作息、睡眠、工作、学习、娱乐、运动等相关信息。环境信息包括：温度、湿度、气压、季节、海拔、空气质量、地形、地貌、含氧量、光照、紫外线、辐射、电磁波、噪音、流行病、植物等信息。保险相关信息包括医疗福利、医疗保险、商业保险等。营养支持包括：水分、热量、蛋白质、微量元素、糖、盐、脂肪、碳水化合物、矿物质、氨基酸、维生素的检测、含量标准、补充剂量等。不同人群的化妆品模板包括：不同年龄/性别/肤质/发质/人种/民族/地域/宗教/国家/籍贯/季节/气候/工作/学习/运动/ 休闲/睡眠/休息等人群的化妆品需求/偏好等信息。In the present invention, group information may include specific age, gender, development status, marital status, childbearing status, work status, study status, exercise status, living status, physiological status, psychological status, genetic status, economic status, ethnicity/ Specific group information such as religion/native place/living area. Genetic related information includes: genetic information, genetic information variation/change information, genetic defect information, genetic medical history, family medical history and other information. Disease information includes: disease, diagnosis, symptom, symptom type, symptom, indicator, pulse condition, tongue diagnosis, complexion and other information. Medical history information includes medical history, surgical history, radiotherapy history, chemotherapy history, psychotherapy history, physical therapy history, immunotherapy history, gene therapy history, and other information. Physiological development information includes: growth and development, physiological stage, fertility and other information. Marriage information includes marriage history, birth history, sex life and other information. Physiological conditions include: physical fitness, nutritional status, hearing, vision, taste, smell, touch, breathing, motor coordination, digestion, absorption, excretion, sexual function, etc. and the level of related abilities. Mental/intellectual conditions include: mental illness, emotions, feelings, intelligence, attention, memory, perception, communication skills, expressive skills, etc. Life/work/study/sports/entertainment information includes: work and rest, sleep, work, study, entertainment, sports and other related information. Environmental information includes: temperature, humidity, air pressure, season, altitude, air quality, terrain, landform, oxygen content, light, ultraviolet rays, radiation, electromagnetic waves, noise, epidemics, plants and other information. Insurance-related information includes medical benefits, medical insurance, commercial insurance, etc. Nutritional support includes: water, calories, protein, trace elements, sugar, salt, fat, carbohydrates, minerals, amino acids, vitamin testing, content standards, supplementary dosage, etc. Cosmetic templates for different groups of people include: cosmetics for people of different ages/genders/skin types/hair types/races/ethnicities/regions/religions/countries/places of origin/seasons/climates/work/study/sports/leisure/sleep/rest etc. needs/preferences etc.
在本发明中，时间信息包括：化妆时间、补妆时间、维持时间；与自然节律相关时间要素属性如：年、月、日、日间/夜间、早晨/上午/中午/下午/晚间/夜间、季节、节气、阴历年/月/日等；与时辰相关时间要素属性如：小时、分钟、时辰等；与个人作息生活规律相关时间要素属性如：起床、餐前/餐中/餐后、睡前；与特定病情/症状/指标/心理状态/生理状态/感受相关时间要素属性如：体温超过某值时、疼痛时、疲倦时、眩晕时、心慌时、恶心时、肌酐清除率超过某值时、血压低于某值时、心率超过某值时、情绪低落时、感觉恐惧、亢奋时等；与治疗方法相关的时间要素属性如：某检查前一天、某手术后3小时、换某药时、某理疗项目后等；与患者年龄/发育阶段相关的时间要素属性如：出生后2周、乳牙萌出后、青春期发育后、停经后半年、更年期等；与患者生理周期相关的时间要素属性如：月经第一天等；与患者生育/性生活相关的时间要素属性如：夫妻同房后24小时、准备怀孕前3月、怀孕24周、生产后3天等；与患者工作/活动/运动/学习相关时间要素属性如：坐车前、坐船前、高空操作前、长时间阅读后等。In the present invention, time information includes: makeup time, makeup time, maintenance time; time element attributes related to natural rhythms such as: year, month, day, day/night, morning/morning/noon/afternoon/evening/night , seasons, solar terms, lunar year/month/day, etc.; attributes of time elements related to time such as: hour, minute, hour, etc.; attributes of time elements related to personal routines such as: getting up, before/during meals/after meals, Before going to bed; attributes of time elements related to specific diseases/symptoms/indicators/mental state/physiological state/feelings, such as: when body temperature exceeds a certain value, when pain, when tired, when dizzy, when flustered, when nausea, when creatinine clearance rate exceeds a certain value Time value, when blood pressure is lower than a certain value, when heart rate exceeds a certain value, when depressed, when feeling fearful, when excited, etc.; time element attributes related to treatment methods such as: the day before a certain examination, 3 hours after a certain operation, changing a certain Medication time, after a certain physiotherapy project, etc.; time element attributes related to the patient's age/development stage, such as: 2 weeks after birth, after the eruption of deciduous teeth, after puberty, half a year after menopause, menopause, etc.; time elements related to the patient's physiological cycle Attributes such as: the first day of menstruation, etc.; time element attributes related to the patient’s fertility/sex life, such as: 24 hours after the husband and wife intercourse, 3 months before pregnancy, 24 weeks of pregnancy, 3 days after delivery, etc.; work/activity/ Sports/learning-related time element attributes such as: before riding a car, before riding a boat, before operating at high altitude, after reading for a long time, etc.
化妆品数据库中的各项规则还包括各要素需要组合生效的情况，相关规则可由多要素之间按照多层次的与/或/非关系以及由相关公式定义的关系组合之后的综合条件定义，还可以包括相关规则与时间维度有关的情况。Each rule in the cosmetics database also includes the situation that each element needs to be combined to take effect. The relevant rules can be defined by the comprehensive conditions after the combination of multiple elements according to the multi-level and/or/non relationship and the relationship defined by the relevant formula. Including the case where the correlation rule is related to the time dimension.
本发明的化妆品数据库是基于各种化妆品说明书、化妆品使用指南、美妆杂志、化妆品的营养成分构成、原材料产地和等级规范、加工方法指南和书籍、营养学指南和书籍、行业规范、教材、专家共识、相关会议纪要、论文、专著、发明、科学推论、实验报告、试验报告、分析报告、测试报告、报告/报道、用户评分、检测报告、审批文件、相关法规、相关宗教信仰、相关习俗、相关指导意见、相关政策、相关制度、相关目录、相关文献资料、相关物价政策、相关保险支付协议、其他文献资料、其他具有专业性/权威性的研究结果，还可以基于循证医学/营养学的方法，或基于现有数据的概率推测，还可以包括需要人工设定的各种权重/各种等级/各种排序等来源建立的数据库，也可以包括基于信息重整/信息分析/大数据分析建立的数据库，也可以包括通过人工智能深度学习建立的数据库，也可以包括通过数据挖掘分析后得出的数据库，也可以包括通过数据统计分析/人工智能深度学习后得经过人工设定出的规则和指标，也可以是在通过专家、化妆师在工作过程中不断积累和细化的相关信息和规则。化妆品数据库也可以是通过上述方法组合建立的数据库。数据库可以是按版本更新，也可以是根据实际数据实时更新。化妆品数据库可以是关系型数据库，也可以是非关系型数据库；可以是表数据库，也可以是图数据库,还可以是知识图谱数据库；相关数据可以是结构化数据，也可以是非结构化数据。The cosmetics database of the present invention is based on various cosmetic instructions, cosmetics use guides, beauty magazines, nutritional composition of cosmetics, raw material origin and grade specifications, processing method guides and books, nutrition guides and books, industry norms, teaching materials, experts Consensus, relevant meeting minutes, papers, monographs, inventions, scientific inferences, experimental reports, test reports, analysis reports, test reports, reports/reports, user ratings, test reports, approval documents, relevant regulations, relevant religious beliefs, relevant customs, Relevant guidance, relevant policies, relevant systems, relevant catalogs, relevant literature, relevant price policies, relevant insurance payment agreements, other literature, and other professional/authoritative research results can also be based on evidence-based medicine/nutrition methods, or probabilistic speculation based on existing data, may also include databases established from sources such as various weights/various levels/various sorts that need to be manually set, and may also include data based on information reorganization/information analysis/big data The database established by analysis can also include the database established through artificial intelligence deep learning, the database obtained through data mining analysis, or the database that has been manually set through data statistical analysis/artificial intelligence deep learning Rules and indicators can also be related information and rules that are continuously accumulated and refined by experts and makeup artists in the work process. The cosmetics database can also be a database established by combining the above methods. The database can be updated by version, or it can be updated in real time based on actual data. The cosmetic database can be a relational database or a non-relational database; it can be a table database, a graph database, or a knowledge graph database; related data can be structured data or unstructured data.
步骤2：获取用户化妆品推荐的目标。Step 2: Obtain the goal of user cosmetic recommendation.
用户化妆品推荐的目标是用户希望通过化妆品来达到的目的。用户化妆品推荐的目标可以包括：美白、美颜、保湿、抗衰老、祛皱、发育、防晒、除臭、清洁等，对某种角色/形象/任务的塑造或扮演，服装/饰品的搭配、对辐射危害有辅助保护功能、改善生长发育、祛痤疮、祛黄褐斑、改善皮肤水份、改善皮肤油份等。还可以包括化妆品使用的场合、光线、位置、背景、风力、身分、服装、饰品、活动/任务角色、对象/受众、化妆师/自己的化妆水平和风格。The goal of user cosmetic recommendation is the purpose that the user hopes to achieve through cosmetics. The goals recommended by users for cosmetics can include: whitening, beauty, moisturizing, anti-aging, wrinkle removal, development, sun protection, deodorant, cleaning, etc., shaping or playing a certain role/image/task, matching of clothing/accessories, It has auxiliary protective functions against radiation hazards, improves growth and development, removes acne, removes chloasma, improves skin moisture, improves skin oil, etc. It can also include the occasion, lighting, location, background, wind, identity, clothing, accessories, activity/task role, object/audience, makeup artist/own makeup level and style of makeup application.
获取用户化妆品推荐的目标的来源可以是：用户的目标自述或事先设定；用户的医嘱、病历/电子病历、诊断报告、检查/检验结果、监测结果、营养评估报告；用户相关化妆品喜好、状态、生理、信仰；事先设定的时间、季节、时辰、间隔、周期等信息；事先设定的监测各项生理指标的变化等途径。The source of the target for obtaining the user’s cosmetic recommendation can be: the user’s self-reported or pre-set target; the user’s doctor’s order, medical record/electronic medical record, diagnosis report, inspection/test results, monitoring results, nutritional assessment report; user-related cosmetic preferences, status , physiology, beliefs; pre-set time, season, hour, interval, cycle and other information; pre-set ways to monitor changes in various physiological indicators.
步骤3：获取用户的相关要素实际信息Step 3: Obtain the actual information of the relevant elements of the user
获取用户的相关要素实际信息是指根据化妆品数据库中相关规则所获取的用户的相关要素实际信息。用户的相关要素实际信息是与化妆品数据库中规则相关要素有关的用户实际信息，包括但不限于：用户的基本信息、经济状况、作息时间等、疾病、用药、手术、环境、气候、情绪、宗教信仰信息、化妆品习惯、过敏史信息、代谢信息、生理发育信息、婚育信息、生理状况、心理/智力状况、生活/工作/学习/运动/娱乐信息、保险相关信息、费用支付能力/意愿等。还可以包括：场合、光线、位置、背景、风力、湿度、身分、活动/任务/ 角色、服装、饰品、对象/受众、化妆师/自己的化妆水平和风格等信息。例如某化妆品的禁忌规则是孕妇慎用，那么用户是否怀孕或准备怀孕就是用户的相关要素实际信息。此外，在推荐化妆品方案时，化妆品方案中包含的各种化妆品的搭配也是用户的相关要素实际信息。Acquiring the actual information of the user's relevant elements refers to the actual information of the user's relevant elements obtained according to the relevant rules in the cosmetics database. The actual information of the relevant elements of the user is the actual information of the user related to the relevant elements of the rules in the cosmetics database, including but not limited to: basic information of the user, economic status, work and rest time, disease, medication, operation, environment, climate, emotion, religion Belief information, cosmetic habits, allergy history information, metabolism information, physiological development information, marriage and childbirth information, physiological status, psychological/intellectual status, life/work/study/sports/entertainment information, insurance-related information, ability/willingness to pay, etc. . It can also include information such as occasion, light, location, background, wind, humidity, identity, activity/task/role, clothing, accessories, object/audience, makeup artist/own makeup level and style. For example, the taboo rule of a certain cosmetic is that pregnant women should use it with caution, so whether the user is pregnant or planning to become pregnant is the actual information of the relevant elements of the user. In addition, when recommending a cosmetic plan, the collocation of various cosmetics included in the cosmetic plan is also relevant element actual information of the user.
在本发明中，获取用户的相关要素实际信息的来源可以是用户个人信息数据库、健康档案、家庭或家族成员健康记录、医嘱、病历、药历、处方、电子病历、医疗机构信息系统、药店/药妆店信息系统、就医记录、治疗记录、评估报告、咨询记录、调查记录、作息记录/计划、化妆品记录/计划、购物记录/计划、用药记录/计划、治疗记录/计划、运动记录/计划、工作记录/计划、学习记录/计划、康复记录/计划、保健记录/计划、检验/检查单、手术计划/记录、健康管理计划、收费单、临床治疗路径、检查/检验结果、手术设定/记录、基因检测结果，也可以从用户/医生/护士/看护人的使用/处方/推荐记录获得，也可以是由各种穿戴设备、传感器、电子设备、电子定位系统、天气预报系统、电子温湿度/气压检测设备、智能音箱、智能家居系统、智能监视/监测系统、智能眼镜、智能马桶、智能地面、智能秤、智能检测/分析设备、电子输液系统、手术机器人、人脸识别分析、指纹识别、语音识别、步态识别、定位系统、社交平台等设备或系统提供，也可以是由用户生活、学习、工作、运动、出行、社交、购物、化妆品、作息、娱乐等信息通过大数据分析得到，也可由用户的人种/家族/区域/年龄/婚姻/生育等相关信息分析得到。缺失信息也可以由用户提供或完善相关信息，也可以是将相关性高的信息主动 提示用户/化妆师去观察、监测、检查、问询、分析、确认、记录是否出现相关情况或获取相关指标/表现/感受/症状/生理改变，相关性是由设定或通过数据分析的把各项相关要素按照对化妆品合理及适宜性在有效性、安全性、经济性、适宜性/便利性/依从性等方面的重要性进行分级或排序，对重要性较高的可以设定为必须完善否则不能进行下一步的信息。评估报告包括生理、心理、经济等。智能检测/分析设备包括：气味、图像、声音、脉象、X光片、CT、核磁、超声波检查、脑电波、质谱分析仪、舌诊分析、眼底检查、胃镜、肠镜、导管、微创镜、心率、血氧量、血压、血糖、血脂、体温、血液检查、尿液检查、粪便检查、脉博测量/分析设备、体重/体脂称等。In the present invention, the source of obtaining the actual information of the user's relevant elements may be the user's personal information database, health records, family or family member health records, doctor's orders, medical records, drug records, prescriptions, electronic medical records, medical institution information systems, pharmacies/ Drug store information system, medical records, treatment records, evaluation reports, consultation records, investigation records, work and rest records/plans, cosmetic records/plans, shopping records/plans, medication records/plans, treatment records/plans, exercise records/plans , work records/plans, study records/plans, rehabilitation records/plans, health care records/plans, inspections/checklists, surgery plans/records, health management plans, bills of charge, clinical treatment paths, inspection/test results, operation settings /records, genetic testing results, can also be obtained from user/doctor/nurse/caregiver usage/prescription/recommendation records, and can also be obtained from various wearable devices, sensors, electronic devices, electronic positioning systems, weather forecast systems, electronic Temperature and humidity/air pressure detection equipment, smart speakers, smart home systems, smart monitoring/monitoring systems, smart glasses, smart toilets, smart floors, smart scales, smart detection/analysis equipment, electronic infusion systems, surgical robots, face recognition analysis, Fingerprint recognition, speech recognition, gait recognition, positioning system, social platform and other devices or systems, or information from users’ life, study, work, sports, travel, social networking, shopping, cosmetics, work and rest, entertainment, etc. through big data The analysis can also be obtained by analyzing the user's race/family/region/age/marriage/birth and other related information. Missing information can also be provided or improved by the user, or the highly relevant information can be actively prompted to the user/makeup artist to observe, monitor, check, inquire, analyze, confirm, record whether there is a relevant situation or obtain relevant indicators /Performance/feeling/symptoms/physiological changes, the correlation is set or through data analysis to put all relevant elements according to the rationality and suitability of cosmetics in terms of effectiveness, safety, economy, suitability/convenience/compliance The importance of gender and other aspects can be graded or sorted, and the information with higher importance can be set as the information that must be completed or the next step cannot be carried out. Evaluation reports include physical, psychological, economic and so on. Intelligent detection/analysis equipment includes: smell, image, sound, pulse condition, X-ray film, CT, nuclear magnetic resonance, ultrasonic examination, brain wave, mass spectrometer, tongue analysis, fundus examination, gastroscope, colonoscopy, catheter, minimally invasive mirror , heart rate, blood oxygen level, blood pressure, blood sugar, blood lipid, body temperature, blood test, urine test, stool test, pulse measurement/analysis equipment, weight/body fat scale, etc.
步骤4：将用户化妆品推荐的目标、用户的相关要素实际信息与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品方案。Step 4: Analyze and calculate the target of the user's cosmetic recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend a cosmetic solution suitable for the user.
本发明的化妆品方案可以包括：选择的化妆品或化妆品组合，化妆品或化妆品组合的使用方法，化妆品的采购价格/购买途径/配送途径，储存方法，适合的化妆师等信息至少一项。The cosmetic scheme of the present invention may include: the selected cosmetic or cosmetic combination, the method of using the cosmetic or cosmetic combination, the purchase price/purchase route/delivery route of the cosmetic, storage method, suitable makeup artist and other information at least one item.
首先，获取用户化妆品推荐的目标和用户的相关要素实际信息之后，还需要从中分析得出用户实际的化妆品需求。本发明的化妆品智能推荐的方法还包括从用户化妆品推荐的目标和用户的相关要素实际信息中分析出用户实际的化妆品需求。分析用户实际的化妆品需求，是根据用户化妆品推荐的目标和用户的相关要素实际信息中与化 妆品需求有关的各因素，通过化妆品需求的相关规则分析计算找到最适合用户实际情况的化妆品需求。可以是通过从化妆品需求分析模板中找到最适合用户实际情况的需求模板，再结合用户的实际情况，对需求进行相应的调整，得到用户实际的化妆品需求。First of all, after obtaining the target of the user's cosmetic recommendation and the actual information of the user's relevant elements, it is necessary to analyze the user's actual cosmetic demand from it. The cosmetics intelligent recommendation method of the present invention also includes analyzing the user's actual cosmetics demand from the target of the user's cosmetics recommendation and the actual information of the user's relevant elements. Analyzing the user’s actual cosmetic demand is to find the most suitable cosmetic demand for the user’s actual situation through the analysis and calculation of the relevant rules of cosmetic demand based on the target of the user’s cosmetic recommendation and the factors related to the cosmetic demand in the actual information of the relevant elements of the user. It may be by finding the most suitable demand template from the cosmetic demand analysis template, and then adjusting the demand according to the actual situation of the user, so as to obtain the actual cosmetic demand of the user.
调整包括根据肤质、发质、基础代谢、运动、疾病、手术、康复、学习、工作、休息、情绪、药物、理疗、环境、季节、气候等因素的差异，对需求进行适当的调整。Adjustment includes making appropriate adjustments to needs based on differences in factors such as skin quality, hair quality, basal metabolism, exercise, disease, surgery, rehabilitation, study, work, rest, emotion, medicine, physical therapy, environment, season, and climate.
影响需求的要素可以包括：区域、气候、季节、环境、人种、遗传信息、性别、民族、年龄、发育阶段、发育情况、生育情况、运动、学习、工作、作息、精神状况、疾病状况、指标、参数、症状、、系统/器官/组织、营养物质/能量/水分等的状况。Factors that affect demand can include: region, climate, season, environment, race, genetic information, gender, ethnicity, age, developmental stage, developmental status, birth status, sports, study, work, work and rest, mental status, disease status, Indicators, parameters, symptoms, conditions of systems/organs/tissues, nutrients/energy/water, etc.
用户实际的化妆品需求是指基于用户化妆品推荐的目标和用户的相关要素实际信息，结合用户的身体情况及化妆品使用偏好等，分析得出用户对化妆品的实际需求。实际需求是基于用户化妆品推荐的目标，在用户化妆品推荐的目标没有具体要求的方面，可以默认最适宜用户实际情况或对用户最有利的需求。用户对化妆品的实际需求具体可以包括：化妆品的种类、品牌、各种物质成分、水分、方便性、及时性、价格、风格、外形、制作方法、产地、原材料、经济成本、用户感受等各方面的需求，还可以包括具体的需求量。The user's actual demand for cosmetics refers to the analysis of the user's actual demand for cosmetics based on the user's cosmetic recommendation goals and the user's actual information on relevant elements, combined with the user's physical condition and cosmetic use preferences, etc. The actual demand is based on the goal of the user's cosmetics recommendation. If there is no specific requirement for the goal of the user's cosmetics recommendation, the most suitable user's actual situation or the most beneficial demand for the user can be defaulted. The actual needs of users for cosmetics can include: the type of cosmetics, brand, various material components, moisture, convenience, timeliness, price, style, shape, production method, origin, raw materials, economic cost, user experience, etc. The demand can also include the specific demand quantity.
之后，再将用户实际的化妆品需求、用户的相关要素实际信息与 化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品。具体的方法可以是根据相关信息和规则，从化妆品数据库中筛选出符合条件的化妆品或者化妆品组合。也可以是在化妆品数据库中建立化妆品选择模板，根据用户需求和相关要素实际信息筛选匹配的模板，并按照匹配模板中的化妆品或化妆品组合推荐给用户。其中的化妆品选择模板可以是人工设置，计算机设置，人工结合计算机设置等多种方法完成。After that, the user's actual cosmetic needs, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database are analyzed and calculated, and the cosmetics suitable for the user are intelligently recommended. The specific method can be to screen out qualified cosmetics or cosmetic combinations from the cosmetics database according to relevant information and rules. It is also possible to establish a cosmetics selection template in the cosmetics database, filter the matching templates according to the user's needs and the actual information of relevant elements, and recommend them to the user according to the cosmetics or cosmetics combinations in the matching templates. The cosmetic selection template can be completed by manual setting, computer setting, manual combination of computer setting and other methods.
本发明的化妆品智能推荐的方法，用户化妆品推荐的目标和用户实际的化妆品需求可以是多层次相互对应的。例如：用户化妆品推荐的目标是抗衰老，用户实际的化妆品需求就可以根据用户自身状况等实际信息，结合补水、补充营养、清洁去杂质等综合分析得出用户实际的化妆品需求，然后再给出化妆品方案推荐，可以是多个不同类型化妆品组成的化妆品方案，综合起到抗衰老的作用。In the cosmetics intelligent recommendation method of the present invention, the goal of the user's cosmetics recommendation and the user's actual cosmetics demand can be multi-level corresponding to each other. For example, if the user’s cosmetic recommendation goal is anti-aging, the user’s actual cosmetic demand can be based on the actual information of the user’s own condition, combined with comprehensive analysis such as hydration, nutrition supplementation, cleaning and impurity removal, etc. to obtain the user’s actual cosmetic demand, and then give The recommended cosmetic solution can be a cosmetic solution composed of multiple different types of cosmetics, which can comprehensively play an anti-aging effect.
本发明的一种化妆品智能推荐的方法，可以根据用户不同的化妆品推荐的目标推荐适合用户的化妆品建议或化妆品方案。可以给出化妆品建议如使用或不使用某类/某种化妆品等，或者推荐一段时间的化妆品方案，如伤病恢复期间的化妆品方案推荐/孕妇怀孕期间的化妆品方案推荐等等，也可以推荐单次化妆品方案，如节日晚宴的化妆品方案推荐等。The cosmetics intelligent recommendation method of the present invention can recommend cosmetics suggestions or cosmetics solutions suitable for users according to different cosmetics recommendation goals of users. Cosmetic suggestions can be given, such as using or not using a certain type of cosmetics, etc., or recommend a cosmetic solution for a period of time, such as cosmetic solution recommendations during injury recovery/cosmetic solution recommendations for pregnant women, etc., can also recommend a single Cosmetic solutions, such as recommendations for cosmetic solutions for festive dinners, etc.
本发明的一种化妆品智能推荐的方法，还可以包括根据为用户推荐的化妆品方案和用户使用化妆品的目的来推荐不同化妆品的使用 方法。例如：可以根据化妆品方案和用户使用目的推荐适合用户的使用方法，包括针对不同的化妆品或化妆品组合，给出具体的使用步骤和每一步的操作方法，包括：手法、工具、部位、分布、顺序、层次、轻重、厚薄、间隔时间等。通过推荐适合的化妆品/组合的具体使用方法，可以避免由于用户使用不当而造成化妆效果不佳从而未能达到化妆品推荐的目标。A cosmetics intelligent recommendation method of the present invention may also include recommending different cosmetics usage methods according to the recommended cosmetics plan for the user and the user's purpose of using the cosmetics. For example: According to the cosmetic scheme and the user’s purpose of use, it is possible to recommend a suitable method for the user, including specific use steps and operation methods for each step for different cosmetics or cosmetic combinations, including: techniques, tools, parts, distribution, and order , level, weight, thickness, interval time, etc. By recommending specific usage methods of suitable cosmetics/combinations, it is possible to avoid failure to achieve the goal of cosmetic recommendations due to poor makeup effects caused by improper use by users.
本发明的一种化妆品智能推荐的方法，既可以为单人用户进行化妆品推荐，也可以为群体用户进行化妆品推荐，如：根据群体用户的人群、年龄、性别、目的、偏好、宗教、民族、籍贯、预算、兴趣、健康状况等推荐演出团队的化妆品方案，或推荐航空公司的化妆品方案等。The cosmetics intelligent recommendation method of the present invention can not only recommend cosmetics for a single user, but also recommend cosmetics for a group of users, such as: according to the group of users, age, gender, purpose, preference, religion, ethnicity, Place of origin, budget, interests, health status, etc. Recommend the cosmetic plan of the performance team, or recommend the cosmetic plan of the airline, etc.
例如：化妆师为用户制定化妆品方案时，可以经过本发明化妆品智能推荐的方法进行化妆品的智能推荐。从智能医疗系统或其他信息来源处获取用户化妆品推荐的目标、用户的相关要素实际信息并与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品。这就避免了制定化妆品的过程中，可能存在的化妆品需求信息掌握不完整，或者用户的个体化信息不易获取，以及出现人为失误等原因而造成的化妆品不合理不适宜的问题，从而有效降低化妆品的有效性、安全性、经济性、适宜性等方面相关风险。For example, when a makeup artist formulates a cosmetic plan for a user, the cosmetic intelligent recommendation method of the present invention can be used to perform intelligent recommendation of cosmetics. Obtain the user's cosmetic recommendation target, the user's actual information on relevant elements from the intelligent medical system or other information sources, analyze and calculate it with the relevant information and rules in the cosmetic database, and intelligently recommend cosmetics suitable for the user. This avoids the problem of unreasonable and inappropriate cosmetics caused by possible cosmetic demand information in the process of formulating cosmetics, or the difficulty of obtaining individualized information of users, and human errors, thereby effectively reducing the cost of cosmetics. Risks related to effectiveness, safety, economy, suitability, etc.
本发明的一种化妆品智能推荐的方法，在进行化妆品及使用方法推荐的同时，还可以推荐：化妆品的采购价格/购买途径/配送途径、 储存方法，以及在化妆品使用超出用户的化妆水平或追求更好的化妆效果或更舒适的化妆体验时，为用户推荐适合的化妆师，包括化妆师的等级/价格/工作场所/服务时间/化妆所需时间等。A cosmetics intelligent recommendation method of the present invention, while recommending cosmetics and usage methods, can also recommend: the purchase price/purchase route/delivery route, storage method of cosmetics, and the makeup level or pursuit of the user when the cosmetics are used For a better makeup effect or a more comfortable makeup experience, recommend suitable makeup artists for users, including makeup artist grades/prices/workplaces/service hours/time required for makeup, etc.
化妆品数据库中的化妆品合理及适宜性的相关规则中的禁忌的相关规则及其要素可以包括：区域/气候/季节/环境/遗传信息/性别/民族/年龄/发育阶段/发育情况/生育情况/精神状况/疾病状况/指标/参数/症状/运动/怀孕/时间/作息/职业/驾驶等相关禁忌、健康相关禁忌、宗教信仰相关禁忌、个人爱好相关禁忌、风俗相关禁忌、口味相关禁忌、法规相关禁忌，还可以包括化妆品存在禁忌的原因，可能影响禁忌的各因素与禁忌的关系，相关用户/化妆师/专家的指导和提示/警示信息，上述情况存在禁忌的后果，相应禁忌的级别、程度、排序、发生率，用户/化妆师/专家的禁忌相关评价，以及上述情况存在禁忌的发现及补救措施等内容。The relevant rules of contraindications and their elements in the relevant rules of rationality and suitability of cosmetics in the cosmetics database can include: region/climate/season/environment/genetic information/gender/ethnicity/age/development stage/development status/birth status/ Mental status/disease status/indicator/parameter/symptom/exercise/pregnancy/time/schedule/occupation/driving, etc. taboos, health-related taboos, religious belief-related taboos, personal hobbies-related taboos, customs-related taboos, taste-related taboos, laws and regulations Relevant taboos can also include the reasons for the taboos in cosmetics, the relationship between various factors that may affect the taboos and the taboos, the guidance and reminders/warning information of relevant users/makeup artists/experts, the consequences of the taboos in the above situations, the level of the corresponding taboos, The degree, ranking, incidence rate, users/makeup artists/experts’ contraindication-related evaluations, and the discovery and remedial measures of contraindications in the above situations.
需要谨慎/注意的相关规则及其要素可以包括：疾病/运动/怀孕/发育/季节/气候/环境/时间/作息/职业/驾驶等对于化妆品存在需要谨慎或注意的原因，可能影响谨慎或注意的各因素与谨慎或注意的关系，相关用户/化妆师/专家的指导/警示信息，谨慎/注意的级别、程度、排序、出现几率、危险程度、上述情况可能出现的后果，用户/化妆师/专家的对谨慎或注意的评价，上述情况出现相关后果的发现及补救措施等相关内容。Relevant rules and elements that require caution/attention may include: disease/sports/pregnancy/development/season/climate/environment/time/work and rest/occupation/driving, etc. There are reasons that require caution or attention for cosmetics, which may affect caution or attention The relationship between each factor and caution or attention, the guidance/warning information of relevant users/makeup artists/experts, the level, degree, order, probability of occurrence, degree of danger, and possible consequences of the above situations of caution/attention, users/makeup artists /Expert's evaluation of prudence or attention, discovery of relevant consequences of the above-mentioned situations and remedial measures, etc.
相互作用的相关规则是指化妆品之间对吸收、使用效果、代谢的 影响，包括成分、元素之间的相互影响等的相关规则，即化妆品如果存在相互作用/相互影响，则应该避免或谨慎使用并在过程中应该特别注意监护和做好防护准备。Interaction-related rules refer to the influence of cosmetics on absorption, use effect, and metabolism, including the relevant rules on the interaction between ingredients and elements, that is, if there is interaction/interaction between cosmetics, it should be avoided or used with caution And in the process, we should pay special attention to monitoring and make protective preparations.
相互作用的相关规则及其要素可以包括：化妆品与吸收、使用效果、代谢、消耗、储存等因素的影响，以及化妆品与其他化妆品之间在使用量/途径/方法/相互间隔时间/次数等因素对上述相互作用/相互影响的影响，以及可能对上述相互作用/相互影响产生影响的其他因素对相互作用可能造成的影响。The relevant rules and elements of the interaction may include: the influence of cosmetics and absorption, use effect, metabolism, consumption, storage and other factors, as well as factors such as the amount/way/method/interval time/frequency between cosmetics and other cosmetics The impact on the above-mentioned interactions/interactions, and the possible impact on the interactions by other factors that may have an impact on the above-mentioned interactions/interactions.
可能对上述相互作用/相互影响产生影响的其他因素包括：用户遗传相关因素、生活作息相关因素、营养相关因素、疾病/治疗史相关因素、家族病史、过敏因素、工作/学习/运动/活动相关因素、环境相关因素、生理/心理/学习/睡眠/运动/情绪/代谢/视力/听力/智力/注意力/食欲/免疫/生长发育/记忆力/生育能力等状态/状况/水平因素、年龄相关因素、生理机能相关因素、生育状况相关因素、性生活状况相关因素，以及其他可能增强/减少/改变上述相互作用/相互影响的其他因素和项目，以及这些因素和项目对相关相互作用/相互影响所产生的具体影响方式、影响结果和影响程度等等。Other factors that may have an impact on the above interactions/interactions include: user genetics related factors, life and work related factors, nutrition related factors, disease/treatment history related factors, family medical history, allergic factors, work/study/sports/activity related factors Factors, environment-related factors, physiological/psychological/learning/sleep/exercise/emotional/metabolism/vision/hearing/intelligence/attention/appetite/immunity/growth/development/memory/fertility and other state/status/level factors, age-related factors, factors related to physiological functions, factors related to reproductive status, factors related to sexual life status, and other factors and items that may enhance/decrease/change the above-mentioned interactions/interactions, and the impact of these factors and items on the relevant interactions/interactions The specific impact mode, impact result and impact degree and so on.
相互作用的相关规则还可以包括：化妆品存在相互作用/相互影响的原因，相关用户/化妆师/专家的指导/警示信息，上述情况可能出现相互作用/相互影响的后果，相互作用/相互影响的级别、程度、排序、出现概率、危险/有益程度、用户/化妆师/专家对相关相互作 用/相互影响的评价、以及上述情况相互作用/相互影响的发现及补救措施等内容。Interaction-related rules may also include: reasons for the existence of interaction/interaction in cosmetics, guidance/warning information for relevant users/makeup artists/experts, consequences of interaction/interaction that may occur in the above situations, reasons for interaction/interaction Level, degree, ranking, probability of occurrence, degree of danger/benefit, user/makeup artist/expert's evaluation of the relevant interaction/interaction, and the discovery and remedial measures of the above-mentioned interaction/interaction, etc.
过敏的相关规则及其要素可以包括可能引起过敏反应的化妆品的成分构成以及作用原理/机制，具体要素包括：成分、营养构成、加工方法、原材料、刺激性、尺寸、重量、重金属含量、毒性、气味、形状、规格、包装、材质、添加剂、防腐剂等及其相关浓度、含量等相关信息。Allergy-related rules and its elements may include the composition and action principles/mechanisms of cosmetics that may cause allergic reactions. Specific elements include: ingredients, nutritional composition, processing methods, raw materials, irritation, size, weight, heavy metal content, toxicity, Odor, shape, specification, packaging, material, additives, preservatives, etc. and their relevant concentration, content and other related information.
过敏的相关规则还可以包括：用户的体质、年龄、性别、身高、体重、发育相关信息、生育相关信息、性生活相关信息、遗传相关信息，所处环境的气候/空气质量/湿度/季节/温度，用户疾病/症状/指标/感受/情绪，用户工作状况/学习状况/休息状况/运动状况/营养状况/化妆品状况/作息时间/免疫力状况，用户的药物/手术/化疗/放疗/光疗/热疗/磁疗/电疗/电磁疗/声疗/免疫治疗/基因治疗等方法的治疗史或治疗中或计划治疗，用户的家族病史/疾病史/过敏史/遗传病史/区域流行病史/吸烟史等可能与过敏有关的信息。Allergy-related rules may also include: the user's physique, age, gender, height, weight, development-related information, fertility-related information, sexual life-related information, genetic-related information, climate/air quality/humidity/season/ Temperature, user's disease/symptoms/indicators/feelings/emotions, user's work status/study status/rest status/exercise status/nutrition status/cosmetic status/work and rest time/immunity status, user's drugs/surgery/chemotherapy/radiotherapy/phototherapy /Hypertherapy/Magnetic Therapy/Electrotherapy/Electromagnetic Therapy/Sound Therapy/Immunotherapy/Gene Therapy and other methods of treatment history or treatment or planned treatment, the user's family medical history/disease history/allergy history/genetic disease history/regional epidemic history/ Smoking history and other information that may be related to allergies.
过敏的相关规则还可以包括：不同条件下出现过敏反应可能的表现和后果，出现过敏的原因和机制，可能影响过敏的各因素与过敏的关系，相关用户/化妆师/专家的指导/警示信息，过敏反应的级别、严重程度、排序、出现几率，用户/化妆师/专家对相关过敏反应的评价，上述情况出现相关过敏反应的发现及补救措施等内容。还可以设定需要做过敏试验的条件，如果用户的情况符合相关条件，则需要先 经过过敏试验且结果为阴性才能通过。Allergy related rules may also include: possible manifestations and consequences of allergic reactions under different conditions, causes and mechanisms of allergies, relationship between factors that may affect allergies and allergies, guidance/warning information for relevant users/makeup artists/experts , the level, severity, sorting, occurrence probability of allergic reactions, users/makeup artists/experts' evaluation of related allergic reactions, discovery of related allergic reactions and remedial measures in the above situations, etc. You can also set the conditions for allergy testing. If the user's condition meets the relevant conditions, you need to pass the allergy test and the result is negative.
保质期的相关规则及其要素可以包括：化妆品的生产日期、加工时间、保质期、储存方法、储藏要求、化妆品超出保质期的外观变化及判断方法等，相关用户/化妆师/专家的指导/警示信息，使用超出保质期的化妆品可能导致的情况、严重程度、出现几率及补救措施等内容。The relevant rules and elements of the shelf life may include: the production date, processing time, shelf life, storage method, storage requirements, appearance changes and judgment methods of cosmetics beyond the shelf life, etc., guidance/warning information for relevant users/makeup artists/experts, The situation, severity, probability of occurrence and remedial measures that may be caused by the use of cosmetics beyond the shelf life.
时间的相关规则及其要素可以包括：化妆品使用的最佳时间、化妆时间、补妆时间、持续时间、间歇时间、间断时间、使用周期、使用频率、起效时间、失效时间、结束时间等。时间的相关规则可以以不同的时间属性类型定义及存储，时间相关要素属性类型包括与自然节律相关时间要素属性如：年、月、日、日间/夜间、早晨/上午/中午/下午/晚间/夜间、季节、节气、阴历年/月/日等；与时辰相关时间要素属性如：小时、分钟、时辰等；与个人作息生活规律相关时间要素属性如：起床、餐前/餐中/餐后、睡前；与特定病情/症状/指标/心理状态/生理状态/感受相关时间要素属性如：体温超过某值时、疼痛时、疲倦时、眩晕时、心慌时、恶心时、肌酐清除率超过某值时、血压低于某值时、心率超过某值时、情绪低落时、感觉恐惧、亢奋时等；与化妆品相关的时间要素属性如：某节日前一天、某比赛后3小时、换某药时、某理疗项目后等；与用户年龄/发育阶段相关的时间要素属性如：出生后2周、乳牙萌出后、青春期发育后、停经后半年、更年期等；与用户生理周期相关的时间要素属性如：月经第一天等； 与用户生育/性生活相关的时间要素属性如：夫妻同房后24小时、准备怀孕前3月、怀孕24周、生产后3天等；与用户工作/活动/运动/学习相关时间要素属性如：开车前、坐船前、高空操作前、长时间阅读后等。Time-related rules and their elements may include: the best time to use cosmetics, makeup time, makeup time, duration, intermittent time, intermittent time, use cycle, use frequency, onset time, expiration time, end time, etc. Time-related rules can be defined and stored in different time attribute types. Time-related element attribute types include time element attributes related to natural rhythms, such as: year, month, day, day/night, morning/morning/noon/afternoon/evening /Night, season, solar term, lunar year/month/day, etc.; attributes of time elements related to time such as: hour, minute, hour, etc.; attributes of time elements related to personal routine and life rules such as: getting up, before meal/during meal/meal After, before going to bed; attributes of time elements related to specific diseases/symptoms/indicators/mental state/physiological state/feelings, such as: when body temperature exceeds a certain value, when pain, when tired, when dizzy, when flustered, when nausea, when creatinine clearance rate When exceeding a certain value, when blood pressure is lower than a certain value, when heart rate exceeds a certain value, when feeling depressed, feeling fearful, excited, etc.; time element attributes related to cosmetics such as: the day before a festival, 3 hours after a game, changing When a certain medicine is taken, after a certain physiotherapy item, etc.; time element attributes related to the user's age/development stage, such as: 2 weeks after birth, after the eruption of deciduous teeth, after puberty, half a year after menopause, menopause, etc.; time related to the user's physiological cycle Element attributes such as: the first day of menstruation, etc.; time element attributes related to the user's fertility/sex life, such as: 24 hours after the husband and wife intercourse, 3 months before pregnancy, 24 weeks of pregnancy, 3 days after delivery, etc.; work/activity with the user /Sports/Learning-related time element attributes such as: before driving, before taking a boat, before operating at high altitude, after reading for a long time, etc.
时间的相关规则还可以包括：可能影响时间的各因素及其与化妆品的时间的关系，还可以包括未按照相关规则中合理的时间使用化妆品时可能出现的后果以及相关补救措施，还可以包括的时间与用户的相关要素实际信息之间需要做不同时间属性类型相互转换时的相互转化关系以及与国际标准时间以及各时区时间之间的计算和相互转换关系。The relevant rules of time may also include: various factors that may affect time and their relationship with the time of cosmetics, and may also include possible consequences and related remedial measures when cosmetics are not used in accordance with the reasonable time in relevant rules, and may also include Between time and the actual information of the relevant elements of the user, the mutual conversion relationship between different time attribute types and the calculation and mutual conversion relationship with the international standard time and the time of each time zone are required.
使用量的相关规则及其要素可以包括：化妆品的规格、成分构成、包装、剂量、数量、大小、使用频率、浓度、方法、范围、各成分的量等，包括需要进行单位/数据转化的项目信息，还可以包括：使用量可能受到使用目的、适用人群、对应适应症/适应征、对应健康状态评价项目、对应环境、功效、用法、用户药物/医疗器械/保健品/化妆品/化妆品/医疗检查及检验、用户工作/学习/运动相关信息、用户性生活/作息时间/遗传信息等因素的影响及其影响结果。还可以包括：单次使用量/极量、单日使用次数/频率、单日使用量/极量、总量、极量等信息。还可以包括未按照正确的使用量使用化妆品时可能出现的后果以及相关补救措施。The relevant rules and elements of usage amount may include: cosmetic specifications, ingredient composition, packaging, dosage, quantity, size, frequency of use, concentration, method, scope, amount of each ingredient, etc., including items that require unit/data conversion The information may also include: the amount of use may be affected by the purpose of use, applicable population, corresponding indications/indications, corresponding health status evaluation items, corresponding environment, efficacy, usage, user drugs/medical devices/health products/cosmetics/cosmetics/medical Inspection and testing, user work/study/sports related information, user sex life/work and rest time/genetic information and other factors and their impact results. It can also include information such as single usage/extreme amount, single-day usage times/frequency, single-day usage/extreme amount, total amount, and extreme amount. It may also include possible consequences and remedies that may occur when cosmetic products are not used in the correct amount.
不良反应的相关规则及其要素可以包括：化妆品的加工方法/成 分/使用量/时间/频率/间隔/防护措施等与可能出现的不良反应的关系，以及可能影响不良反应的各因素与不良反应的关系，还可以包括：不良反应的症状/指标信号/表现/感受/严重程度/危害、不良反应的处理、不良反应的预防方法、不良反应出现后的补救措施等。Relevant rules and elements of adverse reactions may include: the relationship between cosmetic processing methods/ingredients/dosage/time/frequency/interval/protective measures and possible adverse reactions, as well as factors that may affect adverse reactions and adverse reactions It can also include: symptoms/indicator signals/manifestations/feelings/severity/harm of adverse reactions, treatment of adverse reactions, prevention methods of adverse reactions, remedial measures after adverse reactions occur, etc.
使用前/中/后期的监测/评估措施的相关规则及其要素可以包括：用户使用化妆品的前/中/后期以及其中的各个阶段的症状、指标、感受、情绪、生理机能、运动能力、学习能力、工作技能等可能需要监测/评估的项目，以及各项目监测/评估结果的不同值/区间对应的化妆品的有效性、安全性、经济性、适宜性/便利性/依从性方面的意义，还可以包括对不同阶段需要开展的监测/评估项目的提醒级别设定，各项目监测/评估结果需要达到的目标范围的设定,目标可以设定提醒分级，以及各项目监测/评估的结果未达到目标范围时需要进行的调整方法/使用量/时间等。还可以包括各项目监测/评估结果未达到目标范围时可能出现的后果以及相关补救措施。The relevant rules and elements of the monitoring/evaluation measures before/middle/late use may include: symptoms, indicators, feelings, emotions, physiological functions, motor abilities, learning Ability, work skills and other items that may need to be monitored/evaluated, and the significance of the effectiveness, safety, economy, suitability/convenience/compliance of the cosmetics corresponding to the different values/ranges of the monitoring/evaluation results of each item, It can also include the setting of reminder levels for the monitoring/evaluation projects that need to be carried out at different stages, the setting of the target range that needs to be achieved by the monitoring/evaluation results of each project, the goal can be set and the reminder grading, and the monitoring/evaluation results of each project. Adjustment method/usage/time etc. needed to reach the target range. It may also include possible consequences and related remedial measures when the monitoring/evaluation results of each project do not meet the target range.
医疗保险/福利的相关规则及其要素可以包括：化妆品是否属于医疗福利/医保或商业保险范围及条件、对象、比率、计算方法、金额等，也可包括相关约束条款的限制，也可以包括价格、单次费用、单日费用、单疗程费用、总费用等信息。Relevant rules and elements of medical insurance/benefits may include: whether cosmetics belong to medical benefits/medical insurance or commercial insurance coverage and conditions, objects, ratios, calculation methods, amounts, etc., may also include restrictions on relevant constraints, and may also include prices , single cost, single day cost, single course cost, total cost and other information.
经济性的规则及其要素可以包括：化妆品的消费/成本、单次费用、单日费用、单疗程费用、总费用、次均、人均、日均、月均上的费用限制，在不同化妆品/不同项目/用户的费用限制等，还可以包括 根据用户实际经济能力和预算预先设定化妆品的经济性相关指标。Economic rules and their elements can include: consumption/cost of cosmetics, single fee, single day fee, single course fee, total fee, average per time, per capita, daily average, monthly average fee limit, in different cosmetics/ Expense restrictions for different items/users, etc. may also include pre-setting economic indicators related to cosmetics according to the actual economic capacity and budget of the user.
获得性的规则及其要素可以包括：化妆品的产量、运输的距离、运输的及时性要求、加工/制作的难度、化妆品的稀缺性/季节性/地域性、供应商数量、预定的资格/费用要求、预定的等待时间、以及可能与获得性相关的其他因素等。The rules of availability and its elements may include: the output of cosmetics, the distance of transportation, the timeliness requirements of transportation, the difficulty of processing/production, the scarcity/seasonality/regionality of cosmetics, the number of suppliers, and the qualification/fee of reservation requirements, scheduled wait times, and other factors that may be relevant to availability.
文化性的相关规则及其要素可以包括：化妆品在国家、地域、民族、宗教、风俗、季节、节日等方面的要求与限制、以及可能与文化性相关的其他因素等。Relevant cultural rules and their elements may include: requirements and restrictions on cosmetics in terms of countries, regions, ethnic groups, religions, customs, seasons, festivals, etc., as well as other factors that may be related to culture.
行政管理的相关规则及其要素可以包括：化妆品的原材料相关规定/要求、地域相关规定/要求、化妆师相关规定/要求、用户相关规定/要求、卫生条件相关规定/要求、从业人员卫生许可/执业资格的相关规定/要求、重点监控的相关规定/要求、超常预警的相关规定/要求、物价政策相关规定/要求、天数相关规定/要求、金额相关规定/要求等。Relevant rules and elements of administrative management may include: relevant regulations/requirements for raw materials of cosmetics, relevant regional regulations/requirements, relevant regulations/requirements for makeup artists, relevant regulations/requirements for users, relevant regulations/requirements for hygienic conditions, hygienic licenses for practitioners/ Relevant regulations/requirements for practicing qualifications, relevant regulations/requirements for key monitoring, relevant regulations/requirements for abnormal early warning, relevant regulations/requirements for price policies, relevant regulations/requirements for the number of days, relevant regulations/requirements for the amount, etc.
本发明的化妆品智能推荐的方法还包括提醒用户/化妆师/专家，用户使用相关化妆品时/后可能出现的各种状况、风险及其检测/发现的方法，以及相关需准备和应对方法，以及当发现状况时，发出警示、提示或启动补救措施。The cosmetics intelligent recommendation method of the present invention also includes reminding the user/makeup artist/expert of various situations, risks and detection/discovery methods that may occur when/after the user uses the relevant cosmetics, as well as related preparation and response methods, and Issue alerts, prompts, or initiate remedial actions when conditions are found.
本发明的化妆品智能推荐的方法既可以推荐单种化妆品，也可以是化妆品方案、组合。可以推荐单次的化妆品，也可以推荐一段时间 内的化妆品。化妆品推荐可以是静止不变的也可以是根据需求变化或化妆品的效果进行动态的调整。The cosmetic intelligent recommendation method of the present invention can recommend either a single cosmetic, or a cosmetic scheme or combination. You can recommend cosmetics for a single time, or recommend cosmetics for a period of time. Cosmetic recommendations can be static or dynamically adjusted according to changes in demand or the effects of cosmetics.
本发明的化妆品智能推荐的方法还可以包括：对各化妆品或化妆品方案在各种条件下，根据化妆品数据库中的相关规则分析计算所得到的该化妆品或化妆品方案在各分析项目的分析结果，分别设定对应的级别/分值，并可以根据实际情况设定各分析项目的相对权重，从而在进行化妆品智能推荐时，能够根据相关化妆品或化妆品方案在各分析项目所对应的级别/分值以及各分析项目的相对权重，计算出相关化妆品或化妆品方案的综合级别/分值，以便于对化妆品或化妆品方案在该条件下的智能推荐给出综合推荐结果或综合优先级排序，包括相关化妆品或化妆品方案之间的比较。The cosmetic intelligent recommendation method of the present invention may also include: for each cosmetic or cosmetic solution under various conditions, analyze and calculate the analysis results of the cosmetic or cosmetic solution in each analysis item according to the relevant rules in the cosmetic database, respectively Set the corresponding level/score value, and set the relative weight of each analysis item according to the actual situation, so that when making cosmetics intelligent recommendation, the corresponding level/score value and The relative weight of each analysis item is used to calculate the comprehensive level/score of relevant cosmetics or cosmetic solutions, so as to provide comprehensive recommendation results or comprehensive priority ranking for intelligent recommendations of cosmetics or cosmetic solutions under this condition, including relevant cosmetics or cosmetic solutions. Comparison between cosmetic regimens.
具体的综合级别/分值的计算方法如下：The calculation method of the specific comprehensive level/score is as follows:
化妆品合理及适宜性的相关规则R包括m个分项，如需求的相关规则、禁忌的相关规则等项目。The relevant rules R of the rationality and suitability of cosmetics include m sub-items, such as the relevant rules of requirements, the relevant rules of contraindications and other items.
R＝r
1+…+r
m
R＝r 1 +…+r m
g
j(X)表示化妆品或化妆品方案X在分项规则r
j的分析项目的结果所对应的级别/分值，化妆品或化妆品方案X在分项规则r
j中分析计算可能得到k种结果，pr
j1(X)表示化妆品或化妆品方案X在分项规则r
j中分析计算得到第一种分析结果所对应的实际情况的集合，pr
jk(X表示化妆品或化妆品方案X在分项规则r
j中分析计算得到第k种分析结果所对应的实际情况的集合。第一种分析结果所对应的级别/分值 设定为V
j1，第k种分析结果所对应的级别/分值设定为V
jk。P表示实际情况，P属于哪种结果所对应的集合，g
j(X)就等于对应设定的级别/分值。
g j (X) represents the grade/score corresponding to the results of the analysis items of the cosmetic or cosmetic scheme X in the sub-rule r j , and the analysis and calculation of the cosmetic or cosmetic scheme X in the sub-rule r j may obtain k kinds of results, pr j1 (X) means that cosmetics or cosmetic scheme X is analyzed and calculated in sub-item rule r j to obtain the set of actual conditions corresponding to the first analysis result, pr jk (X means that cosmetic or cosmetic scheme X is analyzed and calculated in sub-item rule r j The set of the actual situation corresponding to the kth analysis result is obtained through analysis and calculation in the middle. The level/score value corresponding to the first analysis result is set as V j1 , and the level/score value corresponding to the kth analysis result is set as V jk . P represents the actual situation, the set corresponding to which result P belongs to, and g j (X) is equal to the corresponding set level/score.
G(X)表示化妆品或化妆品方案X的综合级别/分值。T
j表示分项规则r
j的分析项目的相对权重。
G(X) represents the overall grade/score of cosmetic or cosmetic regimen X. T j represents the relative weight of the analysis item of sub-item rule r j .
智能推荐化妆品的条件是化妆品的综合级别/分值高于设定的级别/分值。级别/分值的设定可以在使用过程中不断进行优化和调整。本发明的化妆品智能推荐的方法的推荐结果可以是一种最适合用户的化妆品或化妆品方案，也可以是一个满足用户需求的推荐列表，按照事先设定的推荐数量优先推荐综合级别/分值排名靠前的几种化妆品或化妆品方案。The condition for intelligently recommending cosmetics is that the comprehensive level/score of the cosmetic is higher than the set level/score. The level/score setting can be continuously optimized and adjusted during use. The recommendation result of the cosmetic intelligent recommendation method of the present invention can be a cosmetic or cosmetic solution that is most suitable for the user, or a recommendation list that meets the needs of the user, and the comprehensive level/score ranking is recommended according to the number of recommendations set in advance Top few cosmetics or cosmetic regimens.
针对用户的不同情况，各分析项目的级别/分值或多个分析项目的级别/分值组合还可以设定为必须项，如果必须项不通过，则该化妆品不能推荐。例如：可以将化妆品的禁忌规则设定为必须项，如果化妆品存在禁忌，该化妆品推荐结果为不推荐。According to different situations of users, the level/score value of each analysis item or the level/score value combination of multiple analysis items can also be set as a mandatory item. If the required item fails, the cosmetic cannot be recommended. For example: the contraindication rule of cosmetics can be set as a mandatory item, if there are contraindications in cosmetics, the recommendation result of the cosmetics is not recommended.
权重是根据各分析项目的重要性来设定的。如果某个分析项目重要，可以将该分析项目的权重设高；如果某个分析项目不重要，可以 将该分析项目的权重设低；如果在计算化妆品的综合级别/分值的时候完全不需要考虑某个分析项目，则该分析项目的权重可以设定为0。The weight is set according to the importance of each analysis item. If an analysis item is important, the weight of the analysis item can be set high; if an analysis item is not important, the weight of the analysis item can be set low; if it is not required at all when calculating the comprehensive level/score of cosmetics Considering a certain analysis item, the weight of the analysis item can be set to 0.
还可以将在各种条件下相关化妆品或化妆品方案根据各分析项目的分析结果所设定的级别/分值、各分析项目权重，对应生成不同的智能推荐模型，以便在相同/相似的条件下能够使用/借鉴相关的智能推荐模型，并且智能推荐模型的设定可以在使用过程中不断进行优化和调整。It is also possible to generate different intelligent recommendation models corresponding to the levels/scores and weights of each analysis item set by relevant cosmetics or cosmetic solutions under various conditions according to the analysis results of each analysis item, so that under the same/similar conditions Able to use/refer to relevant intelligent recommendation models, and the settings of the intelligent recommendation models can be continuously optimized and adjusted during use.
本发明的化妆品智能推荐的方法，所推荐的化妆品方案还可以对不同目标需求实现优化。例如：用户目标可以对应的多个实际需求，需求之间可能会相互影响，无法全部满足，则推荐的化妆品方案需要对不同的需求进行优化，得到最优的化妆品方案。或者提供一定数量的优选化妆品方案供用户选择。In the cosmetics intelligent recommendation method of the present invention, the recommended cosmetics scheme can also be optimized for different target requirements. For example, user goals can correspond to multiple actual needs, and the needs may affect each other and cannot be fully satisfied. The recommended cosmetic solution needs to be optimized for different needs to obtain the optimal cosmetic solution. Or provide a certain number of optimal cosmetic solutions for the user to choose.
本发明的化妆品智能推荐的方法，还可以对不同用户使用化妆品/方案推荐的实际效果的进行评估，评估可以是一次性评估和/或长期使用效果评估，根据评估的效果对化妆品方案的进行优化。还可以对大量使用效果评估的数据，进行人工智能深度学习/大数据分析，对化妆品推荐的相关规则进行优化，提升化妆品推荐的实际效果。The cosmetics intelligent recommendation method of the present invention can also evaluate the actual effect of cosmetics/scheme recommendations for different users. The evaluation can be one-time evaluation and/or long-term use effect evaluation, and the cosmetics regimen can be optimized according to the evaluated effect . It is also possible to conduct artificial intelligence deep learning/big data analysis on a large amount of use effect evaluation data, optimize the relevant rules of cosmetics recommendation, and improve the actual effect of cosmetics recommendation.
本发明的化妆品智能推荐的方法所获取的各种数据，可以是全部的数据，也可以根据需要设定某些条件的数据，例如：某个时间段内的数据、用户在某个医院/科室/医生的数据等。The various data acquired by the cosmetic intelligent recommendation method of the present invention can be all data, or data with certain conditions can be set according to needs, for example: data within a certain period of time, the user's status in a certain hospital/department /doctor's data etc.
在本发明中，化妆品智能推荐的方法还包括使用化妆品多维度要素属性字典处理用户化妆品推荐的目标、用户的相关要素实际信息等来自不同来源、不同数据结构、不同描述、不同数据标准的数据与化妆品数据库中的相关信息和规则的匹配/比对，含模糊匹配算法。化妆品多维度要素属性字典其中包含化妆品相关各要素属性的标准字典、异名对应字典、模糊匹配字典中的至少一个，包括上述各项涉及的各维度要素属性的异名、结构、组合以及相互对应关系等数据。将获取的信息与化妆品数据库中的相关信息和规则进行比对可以是使用获取的原始信息与化妆品数据库中化妆品多维度属性字典所带的各项目异名对应字典进行对照，也可是首先将获取的原始信息转换对应各标准字典后再与化妆品数据库进行对照，或者将获取的原始信息与化妆品数据库各字典进行模糊匹配对照使用，或者是上述方法的组合。化妆品多维度要素属性字典可以单独建立，也可以包括在化妆品数据库中。In the present invention, the cosmetics intelligent recommendation method also includes using the cosmetics multi-dimensional element attribute dictionary to process data and Matching/comparison of related information and rules in the cosmetics database, including fuzzy matching algorithm. The multi-dimensional element attribute dictionary of cosmetics contains at least one of the standard dictionary, corresponding dictionary of different names, and fuzzy matching dictionary of the attributes of various elements related to cosmetics, including the different names, structures, combinations and mutual correspondences of the attributes of each dimension element involved in the above items relationship data. Comparing the obtained information with the relevant information and rules in the cosmetics database can be by comparing the obtained original information with the dictionary corresponding to the different names of each item carried in the cosmetics multi-dimensional attribute dictionary in the cosmetics database, or by first comparing the obtained The original information is converted to each standard dictionary and then compared with the cosmetics database, or the obtained original information is fuzzy matched with each dictionary of the cosmetics database, or a combination of the above methods is used. The cosmetic multi-dimensional feature attribute dictionary can be established separately or included in the cosmetic database.
在本发明中，除了采用化妆品多维度要素属性字典进行匹配，还可以通过语音识别技术、语义识别技术、不同语言的翻译、OCR识别技术、虚拟现实技术、增强现实技术、手势识别技术等方法处理获取的信息与化妆品数据库中相关信息和规则的匹配/比对。In the present invention, in addition to using the cosmetic multi-dimensional element attribute dictionary for matching, it can also be processed by voice recognition technology, semantic recognition technology, translation of different languages, OCR recognition technology, virtual reality technology, augmented reality technology, gesture recognition technology, etc. Matching/comparison of the acquired information with relevant information and rules in the cosmetics database.
在本发明中，化妆品智能推荐的方法还可以包括用户个人信息数据库，用于获取用户的相关要素实际信息及为用户推荐化妆品时提供或补充用户的相关信息。用户个人信息数据库中包括用户的相关信 息，其内容包括：用户基本信息、肤质、发质、化妆品喜好、宗教信仰、遗传相关信息、家族健康相关信息如家族病史、病史、过敏史、区域流行病史、用药史、手术史、学习情况、工作情况、运动情况、家庭情况、生活环境、兴趣爱好、依从性情况、耐受情况、医疗保险情况，以及生理/心理/学习/工作/体能/睡眠/运动/情绪/代谢/视力/听力/智力/注意力/化妆品/免疫/生长发育/记忆力/生育能力状况和作息时间等信息。In the present invention, the cosmetics intelligent recommendation method may also include a user personal information database, which is used to obtain the actual information of the user's relevant elements and provide or supplement the user's relevant information when recommending cosmetics for the user. The user's personal information database includes user-related information, including: user basic information, skin quality, hair quality, cosmetic preferences, religious beliefs, genetic related information, and family health-related information such as family medical history, medical history, allergy history, and regional epidemics. Medical history, medication history, operation history, study status, work status, exercise status, family status, living environment, hobbies, compliance status, tolerance status, medical insurance status, and physiology/psychology/study/work/physical fitness/sleep /sports/emotions/metabolism/vision/hearing/intelligence/attention/cosmetics/immunity/growth and development/memory/fertility status and schedule and other information.
用户个人信息数据库的数据获取方法包括从其他信息系统、设备或者数据库中获取或接入后分析得到，或由手工录入，或者是在数据库相关信息使用过程中不断的获取和分析出的新的数据，也可以是上述方法的组合。The data acquisition method of the user personal information database includes acquisition or analysis after access from other information systems, equipment or databases, or manual entry, or new data that is continuously acquired and analyzed during the use of database-related information , or a combination of the above methods.
在本发明中，化妆品智能推荐的方法对用户的化妆品的推荐结果，可以用于提醒、警告、限制、禁止、协助、指导用户/化妆师/专家选择或推荐化妆品。也可以用于用户/化妆师/专家与推荐/管理/指导/咨询岗位或二级推荐/管理/指导/咨询中心讨论化妆品的使用/推荐/购买/支付/保险推荐优化方案的数据基础以及高级岗位回复/自动回复的数据基础。也可以事后作为化妆师/专家等人员专业水平评价/专业规范性评价/绩效评价/绩效考核的依据。对各分析项目的合理性分析的应用可以是事前/事中推荐的模式，也可以是事后点评的模式。In the present invention, the recommendation results of the cosmetics intelligent recommendation method for the user can be used to remind, warn, limit, prohibit, assist, guide the user/makeup artist/expert to choose or recommend cosmetics. It can also be used for users/makeup artists/experts and recommendation/management/guidance/consultation positions or second-level recommendation/management/guidance/consultation centers to discuss the data basis and advanced of cosmetic use/recommendation/purchase/payment/insurance recommendation optimization programs Data base for post replies/auto-responders. It can also be used as the basis for professional level evaluation/professional normative evaluation/performance evaluation/performance appraisal of makeup artists/experts and other personnel afterwards. The application of the rationality analysis of each analysis item may be a pre-event/during-event recommendation mode, or an after-event evaluation mode.
在本发明中，化妆品智能推荐的方法的各项推荐以及评估、报告 以及其他输出信息，可以由专业人员根据化妆品数据库以及各项数据人工完成，或者在系统的支持下人工完成，也可以让系统自动完成，也可以由人工智能自动完成，也可以系统/人工智能完成部分与手工完成部分结合的方式完成。相关化妆品推荐结果应用/输出的形式可以是提醒、通知、报表、报告、系统权限限制、系统流程限制、相关系统/设备/文件/权限的控制等功能实现；也可以是提供相关接口，与其他管理系统对接实现；也可以是提供推荐结果，由用户手工实现相关推荐结果的应用。In the present invention, the various recommendations, assessments, reports and other output information of the cosmetics intelligent recommendation method can be completed manually by professionals according to the cosmetics database and various data, or manually with the support of the system, or the system can Automatic completion can also be completed automatically by artificial intelligence, or it can be completed in a combination of system/artificial intelligence completion part and manual completion part. The form of application/output of relevant cosmetic recommendation results can be reminders, notifications, reports, reports, system authority restrictions, system process restrictions, control of related systems/equipment/files/authorities, etc.; it can also provide relevant interfaces to communicate with other Management system docking implementation; it can also be an application that provides recommendation results and the user manually implements the relevant recommendation results.
在本发明中，化妆品智能推荐的方法的用户、专家以及相关角色的身份识别、确认、登录、电子签章，以及个人信息、医嘱信息和各项分析结果的储存、传输和应用，可以通过各种方法进行加密，防止相关身份/权限被盗用或者信息泄露。其中加密算法包括对称加密算法和/或非对称加密算法，例如：大整数分解问题类加密算法、离散对数问题类加密算法、椭圆曲线类加密算法，具体如区块链技术等，加密硬件可以采用密钥、加密狗、加密硬盘等，还可以结合用户设备硬件、网络地址等进行加密，还可以是上述方法相互结合进行加密。In the present invention, the identification, confirmation, login, and electronic signature of users, experts, and related roles of the cosmetic intelligent recommendation method, as well as the storage, transmission, and application of personal information, doctor's order information, and various analysis results, can be achieved through various This method is used for encryption to prevent related identities/permissions from being stolen or information leaked. The encryption algorithms include symmetric encryption algorithms and/or asymmetric encryption algorithms, such as: encryption algorithms for large integer decomposition problems, encryption algorithms for discrete logarithm problems, and elliptic curve encryption algorithms, such as blockchain technology, etc. The encryption hardware can Using keys, dongles, encrypted hard disks, etc., can also be combined with user equipment hardware, network addresses, etc. for encryption, and the above methods can also be combined for encryption.
在本发明中，化妆品智能推荐的方法的数据传输方式可以是数据线方式、有线网络、无线传输方式、射频识别方式、磁卡读写方式、移动硬盘方式、NFC方式、条形码方式、二维码方式等。无线传输方式包括：红外、蓝牙、wifi、微波、可见光波、电信无线网络、超声波/声波、无线电等方式。In the present invention, the data transmission method of the cosmetic intelligent recommendation method can be a data line method, a wired network, a wireless transmission method, a radio frequency identification method, a magnetic card reading and writing method, a mobile hard disk method, an NFC method, a bar code method, and a two-dimensional code method. wait. Wireless transmission methods include: infrared, bluetooth, wifi, microwave, visible light wave, telecommunications wireless network, ultrasonic/sound wave, radio and other methods.
在本发明中，化妆品智能推荐的方法可以以单机使用，也可以是以移动硬盘、盒子、卡等接入式外部硬件供用户使用，也可以安装在本地服务器支持本地用户使用，也可以安装在私有云服务器支持私有云用户使用，也可以安装在互联网面向互联网用户提供服务。In the present invention, the cosmetic intelligent recommendation method can be used on a stand-alone machine, or can be used by users with access-type external hardware such as mobile hard disks, boxes, cards, etc., or can be installed on a local server to support local users, or can be installed on a The private cloud server supports the use of private cloud users, and can also be installed on the Internet to provide services to Internet users.
如图2为本发明第二实施例一种化妆品智能推荐的系统的框图。如图所示，化妆品智能推荐的系统包括：FIG. 2 is a block diagram of a cosmetics intelligent recommendation system according to the second embodiment of the present invention. As shown in the figure, the cosmetic intelligent recommendation system includes:
数据库单元11，用于存储化妆品数据库； Database unit 11, for storing the cosmetics database;
第一信息获取单元12，用于获取用户化妆品推荐的目标；The first information acquisition unit 12 is used to acquire the target of the user's cosmetic recommendation;
第二信息获取单元13，用于获取用户的相关要素实际信息；The second information acquisition unit 13 is used to acquire the actual information of the relevant elements of the user;
智能推荐单元14，用于将用户化妆品推荐的目标、用户的相关要素实际信息与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品。The intelligent recommendation unit 14 is used to analyze and calculate the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics suitable for the user.
本发明的一种化妆品智能推荐的系统是采用本发明的一种化妆品智能推荐的方法构成的，结构特征一一对应，可以参照前述一种化妆品智能推荐的方法的说明，在此不再赘述。The cosmetic intelligent recommendation system of the present invention is formed by using the cosmetic intelligent recommendation method of the present invention, and the structural features are one-to-one correspondence. You can refer to the description of the aforementioned cosmetic intelligent recommendation method, which will not be repeated here.
本发明的一种化妆品智能推荐的系统可以智能分析用户的化妆品需求和潜在风险，帮助用户制定和选择更加符合实际需求的化妆品计划和方案，从而提升用户的化妆品使用效果，避免因不合理化妆品而造成的损害。The cosmetics intelligent recommendation system of the present invention can intelligently analyze the cosmetics needs and potential risks of users, and help users formulate and choose cosmetics plans and solutions that are more in line with actual needs, thereby improving the user's cosmetics use effect and avoiding unreasonable cosmetics. damage caused.
本发明还提出一种计算机可读存储介质，所述计算机可读存储介质存储有计算机程序，所述计算机程序被处理器执行时实现如上所述的化妆品智能推荐的方法的步骤。The present invention also proposes a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the above-mentioned method for intelligently recommending cosmetics are realized.
本发明的一种计算机可读存储介质与本发明的一种化妆品智能推荐的方法及一种化妆品智能推荐的系统的技术特征一一对应，可以参照前述一种化妆品智能推荐的方法及一种化妆品智能推荐的系统的说明，在此不再赘述。A computer-readable storage medium of the present invention has a one-to-one correspondence with the technical features of a method for intelligently recommending cosmetics and a system for intelligently recommending cosmetics of the present invention, and reference may be made to the aforementioned method for intelligently recommending cosmetics and a system for intelligently recommending cosmetics The description of the intelligent recommendation system will not be repeated here.
综上所述，本发明的一种化妆品智能推荐的方法、系统和计算机存储介质，化妆品智能推荐的方法包括：建立化妆品数据库；获取用户化妆品推荐的目标；获取用户的相关要素实际信息；将用户化妆品推荐的目标、用户的相关要素实际信息与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品。化妆品智能推荐的系统包括：数据库单元、第一信息获取单元、第二信息获取单元和智能推荐单元。通过本发明的一种化妆品智能推荐的方法、系统和计算机存储介质，智能分析用户的化妆品需求和潜在风险，帮助用户制定和选择更加符合用户自身实际需求的化妆品，从而提升用户的保养效果和健康状况，避免因不合理化妆品而造成对用户的损害。To sum up, the present invention provides a method, system and computer storage medium for intelligent recommendation of cosmetics. The method for intelligent recommendation of cosmetics includes: establishing a cosmetics database; The goal of cosmetics recommendation, the actual information of relevant elements of the user, and the relevant information and rules in the cosmetics database are analyzed and calculated, and the cosmetics suitable for the user are intelligently recommended. The cosmetics intelligent recommendation system includes: a database unit, a first information acquisition unit, a second information acquisition unit and an intelligent recommendation unit. Through the method, system and computer storage medium for intelligent recommendation of cosmetics in the present invention, the user's cosmetic needs and potential risks can be intelligently analyzed, and the user can be helped to formulate and choose cosmetics that are more in line with the user's actual needs, thereby improving the user's maintenance effect and health situation, to avoid damage to users caused by unreasonable cosmetics.
以上所述的具体实施方式，对本发明的目的、技术方案和有益效果进行了进一步详细说明，所应理解的是，以上所述仅为本发明的具体实施方式而已，并不用于限定本发明的保护范围，凡在本发明的精神和原则之内，所做的任何修改、等同替换、改进等，均应包含在本 发明的保护范围之内。The specific embodiments described above have further described the purpose, technical solutions and beneficial effects of the present invention in detail. It should be understood that the above descriptions are only specific embodiments of the present invention and are not intended to limit the scope of the present invention. Protection scope, within the spirit and principles of the present invention, any modification, equivalent replacement, improvement, etc., shall be included in the protection scope of the present invention.
Claims (10)
- 一种化妆品智能推荐的方法，其特征在于，包括：A method for intelligent recommendation of cosmetics, characterized by comprising:建立化妆品数据库；Establish a cosmetics database;获取用户化妆品推荐的目标；Obtain the goal of user cosmetic recommendation;获取用户的相关要素实际信息；Obtain the actual information of relevant elements of the user;将用户化妆品推荐的目标、用户的相关要素实际信息与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品方案。Analyze and calculate the goal of user cosmetics recommendation, the actual information of relevant elements of the user and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics solutions suitable for the user.
- 根据权利要求1所述的一种化妆品智能推荐的方法，其特征在于：所述方法还包括从用户化妆品推荐的目标和用户的相关要素实际信息中分析出用户实际的化妆品需求。The method for intelligent recommendation of cosmetics according to claim 1, characterized in that the method further includes analyzing the user's actual cosmetic demand from the target of the user's cosmetic recommendation and the actual information of the user's relevant elements.
- 根据权利要求1所述的一种化妆品智能推荐的方法，其特征在于：所述化妆品包括肤用化妆品、发用化妆品、美容化妆品、功能化妆品中的至少一项。The method for intelligently recommending cosmetics according to claim 1, wherein the cosmetics include at least one of skin cosmetics, hair cosmetics, beauty cosmetics, and functional cosmetics.
- 根据权利要求1-3中任一权利要求所述的一种化妆品智能推荐的方法，其特征在于：所述化妆品数据库包括化妆品的相关信息、化妆品需求分析模板、化妆品合理及适宜性的相关信息和规则、对用户的影响和需要采取的相关措施中的至少一项。A method for intelligent recommendation of cosmetics according to any one of claims 1-3, characterized in that: the cosmetics database includes relevant information of cosmetics, a cosmetic demand analysis template, relevant information on rationality and suitability of cosmetics, and At least one of the rules, impact on users, and related actions that need to be taken.
- 根据权利要求4所述的一种化妆品智能推荐的方法，其特征在于：所述化妆品合理性及适宜性的相关规则包括：品类/数量/偏好需求的相关规则、功能需求的相关规则、外观效果需求的相关规则、健康需求的相关规则、禁忌的相关规则、需要谨慎/注意的相关规则、相互作用的相关规则、过敏的相关规则、保质期的相关规则、时间的相关规则、使用量的相关规则、不良反应的相关规则、使用前/中/后期的监测/评估措施的相关规则、医疗保险/福利的相关规则、经济性的相关规则、获得性的相关规则、文化性的相关规则、行政管理的相关规则中的至少一项。A method for intelligent recommendation of cosmetics according to claim 4, characterized in that: the relevant rules of cosmetic rationality and suitability include: relevant rules of category/quantity/preference requirements, relevant rules of functional requirements, appearance effects Rules about needs, rules about health needs, rules about contraindications, rules about needing caution/attention, rules about interactions, rules about allergies, rules about shelf life, rules about time, rules about usage , Relevant rules of adverse reactions, Relevant rules of monitoring/evaluation measures before/middle/late use, Relevant rules of medical insurance/welfare, Relevant rules of economy, Relevant rules of acquisition, Relevant rules of culture, Administrative management At least one of the relevant rules of .
- 根据权利要求1所述的一种化妆品智能推荐的方法，其特征在于：所述方法还包括用户个人信息数据库，所述用户个人信息数据库中包括用户的相关信息，用于获取用户的相关要素实际信息及为用户推荐化妆品时提供或补充用户的相关信息。A method for intelligent recommendation of cosmetics according to claim 1, characterized in that: the method also includes a user personal information database, the user personal information database includes relevant information of the user, and is used to obtain relevant elements of the user. information and provide or supplement relevant information for users when recommending cosmetics for users.
- 根据权利要求1所述的一种化妆品智能推荐的方法，其特征在于：所述方法还包括根据为用户推荐的化妆品方案和用户实际信息推荐不同化妆品的使用方法。The method for intelligently recommending cosmetics according to claim 1, characterized in that the method further includes recommending the usage methods of different cosmetics according to the recommended cosmetic scheme for the user and the actual information of the user.
- 根据权利要求4或5所述的一种化妆品智能推荐的方法，其特征在于：所述方法还包括：对各化妆品或化妆品方案在各种条件下，根据化妆品数据库中的相关规则分析所得到的该化妆品或化妆品方案在各分析项目的分析结果，分别设定对应的级别/分值，并可以根据实际情况设定各分析项目的相对权重，从而在进行化妆品智能推荐时，能够根据相关化妆品或化妆品方案在各分析项目所 对应的级别/分值以及各分析项目的相对权重，计算出相关化妆品或化妆品方案的综合级别/分值，以便于对化妆品或化妆品方案在该条件下的智能推荐给出综合推荐结果或综合优先级排序，包括相关化妆品或化妆品方案之间的比较。A method for intelligently recommending cosmetics according to claim 4 or 5, characterized in that: the method also includes: analyzing the results obtained according to the relevant rules in the cosmetics database under various conditions for each cosmetic or cosmetic plan For the analysis results of each analysis item of the cosmetic or cosmetic solution, the corresponding levels/scores are respectively set, and the relative weight of each analysis item can be set according to the actual situation, so that when making intelligent cosmetic recommendations, it can be based on relevant cosmetics or The level/score corresponding to each analysis item of the cosmetic solution and the relative weight of each analysis item are used to calculate the comprehensive level/score of the relevant cosmetic or cosmetic solution, so as to facilitate the intelligent recommendation of the cosmetic or cosmetic solution under this condition. Comprehensive recommendation results or comprehensive prioritization, including comparisons between related cosmetics or cosmetic solutions.
- 一种计算机可读存储介质，其特征在于：所述计算机可读存储介质存储有计算机程序，所述计算机程序被处理器执行时实现如权利要求1-9中任一权利要求所述的化妆品智能推荐的方法的步骤。A computer-readable storage medium, characterized in that: the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the cosmetic intelligence according to any one of claims 1-9 is realized. The steps of the recommended method.
- 一种化妆品智能推荐的系统，其特征在于，包括：A system for intelligent recommendation of cosmetics, characterized by comprising:数据库单元，用于存储化妆品数据库；The database unit is used to store the cosmetics database;第一信息获取单元，用于获取用户化妆品推荐的目标；The first information acquisition unit is used to acquire the target of the user's cosmetic recommendation;第二信息获取单元，用于获取用户的相关要素实际信息；The second information acquisition unit is used to acquire the actual information of the relevant elements of the user;智能推荐单元，用于将用户化妆品推荐的目标、用户的相关要素实际信息与化妆品数据库中的相关信息和规则进行分析计算，智能推荐适合用户的化妆品。The intelligent recommendation unit is used to analyze and calculate the target of the user's cosmetics recommendation, the actual information of the user's relevant elements, and the relevant information and rules in the cosmetics database, and intelligently recommend cosmetics suitable for the user.
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| CN202180002107.8A CN113795835A (en) | 2021-08-08 | 2021-08-08 | Method and system for intelligently recommending cosmetics and computer storage medium |
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