CN114187660A - Infant care device and method based on artificial intelligence and infant behavior model - Google Patents
Infant care device and method based on artificial intelligence and infant behavior model Download PDFInfo
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Abstract
The invention provides a baby nursing device and a method thereof based on artificial intelligence and a baby behavior model, and the baby nursing device and the method thereof provide a caregiver to monitor the state of a baby in real time by monitoring baby sign information and baby explicit information; according to the infant behavior processing method and device, the infant sign information and the explicit information are compared with the infant problem processing knowledge map and the universal infant behavior model which are stored in the information analysis processing device, so that the infant behavior processing policy corresponding to a caregiver is provided; the infant care device also comprises a man-machine operation interface A-N arranged on the mobile terminal equipment, so that a caregiver can enter the information analysis processing equipment of the infant care device to modify the infant behavior model according to the difference between the infant state analysis result information provided by the infant care device and the actual infant state and requirements, the AI analysis module can self-learn and train the infant problem handling knowledge map unit, a personalized infant behavior model is formed, the requirements for accurately judging the infant are met, the operation is easy, and the infant care anxiety is effectively reduced.
Description
Technical Field
The invention relates to the technical field of intelligent monitoring, in particular to a child-care device and a method thereof based on artificial intelligence and an infant behavior model.
Background
From birth to death, humans experience an accumulation of experience, a precipitation of knowledge, and the inclusion of wisdom during each phase of life. In each stage of life, the infant stage is a special stage, the infant does not speak, the expression form is single, and the most effective behavior which can draw attention is crying and screaming. For most parents, especially parents of newborns, crying of children is unwarranted because of the lack of reason to correctly judge the crying of children. In this case, experienced grandparents' milk, or sisters-in-law, can give much help, and judge the current condition of children according to their education experience, to handle, thereby solving crying and screaming problems.
However, in the current era of China, the era of 90 was the main breeding target, most of the years after 90 were solitary children under the birth control policy, the children were not provided with experience of raising children, and parents also had not much experience with children. Nowadays, the country develops two tires and three tires in succession, and after 90 and 00, more problems are faced. At this time, a person who does not have a rich child-care experience at home easily judges the intention or the demand of the child by mistake, and may make a wrong behavior, eventually causing an injury to the child.
It should be noted that, although there is a monitoring system for infants in the market at present, the monitoring system can further compare the vital signs (breathing and body temperature) of the infant and the state of the environment where the infant is located with the built-in state of the infant, so as to send out a warning signal to notify the caregiver to eliminate the danger when the vital signs of the infant are abnormal or the environmental condition is abnormal, for example, it is sensed that the mouth and nose of the infant are covered, the breathing is abnormal, the body temperature is abnormal, and the infant is crying. However, the monitoring system is mainly used for monitoring the safety of the baby and cannot give effective suggestions for eliminating the crying and screaming reasons to parents of new hands.
Disclosure of Invention
In view of the above, the present invention provides a baby nursing device and method based on artificial intelligence and baby behavior model, which provides caregivers to monitor the state of the baby in real time by monitoring the physical sign information and the explicit information of the baby; according to the infant behavior processing method and device, the infant sign information and the infant explicit information are compared with the infant problem processing knowledge map and the universal infant behavior model which are stored in the information analysis processing device, so that the infant behavior processing policy corresponding to a caregiver is provided; the infant care device also comprises a man-machine operation interface A arranged on the mobile terminal equipment, so that a caregiver can enter the information analysis processing equipment of the infant care device to modify an infant behavior model according to the difference between the infant state analysis result information provided by the infant care device and the actual infant state and requirement, an AI analysis module can self-learn and train the infant problem processing knowledge map unit, and a personalized infant behavior model of a monitored infant is formed. Therefore, the baby monitoring system can accurately judge the behavior of the monitored baby, and has the effects of being easy to operate, effectively reducing anxiety of the baby during child rearing and the like.
In order to achieve the above object, the technical solution adopted by the present invention is to provide a child-care device based on artificial intelligence and an infant behavior model, which comprises a monitoring end device for monitoring the state of an infant, a mobile end device for a caregiver to monitor the state of the infant, and a control unit for connecting the monitoring end device and the mobile end device and transmitting and storing information between the monitoring end device and the mobile end device; wherein: the monitoring terminal equipment comprises information analysis processing equipment, information acquisition equipment and camera equipment; the information analysis and processing equipment comprises a central processing unit, and an AI analysis module and an infant behavior model module which are respectively connected with and associated with the central processing unit; the information acquisition equipment is used for detecting and acquiring baby sign information; the camera shooting equipment is used for shooting to obtain the explicit information of the baby; an infant problem processing knowledge map unit is stored in the AI analysis module; a universal infant behavior model is stored in the infant behavior model module; the central processing unit compares and analyzes the infant sign information and the infant explicit information according to the infant problem processing knowledge map unit and the universal infant behavior model, and then outputs infant state analysis result information to the mobile terminal device; the mobile terminal equipment is provided with a man-machine operation interface A-N element; the human-computer operation interface is used for displaying the infant state analysis result information; the human-computer operation interface is connected to the central processing unit through the cloud server for the caregiver to modify the baby state analysis result information; therefore, the modified infant state analysis result information is fed back to the AI analysis module through the central processing unit, and the AI analysis module carries out self-learning training on the infant problem processing knowledge map unit based on the modified infant state analysis result information to form a personalized infant behavior model of the monitored infant and store the personalized infant behavior model in the infant behavior model module.
The infant care apparatus of the present invention is further improved in that the AI analysis module further stores a natural language processing unit and a sound and emotion analysis unit, and the AI analysis module performs self-learning training of the infant problem processing knowledge map unit, the natural language processing unit and the sound and emotion analysis unit based on the modified infant status analysis result information, thereby forming a personalized infant behavior model of the monitored infant.
In a further improvement of the infant care apparatus of the present invention, the information collecting device is integrally provided with a wearing fixture for fixed mounting on the infant.
In a further improvement of the infant care apparatus of the present invention, the information analyzing and processing device and the information collecting device are integrally disposed on a wearable fixture for being fixedly mounted on the infant.
In a further improvement of the child-care device of the present invention, the wearing fixture is selected from a mounting bracelet, an adhesive patch or a safety pouch.
In a further improvement of the child-care apparatus of the present invention, the information collecting device includes a composite sensor and a microphone array.
In a further improvement of the child-care device of the present invention, the cpu is further connected to a first wireless communication module; the information acquisition equipment is also connected with a second wireless communication module; the camera shooting equipment is additionally connected with a third wireless communication module; therefore, the central processor transmits information with the information acquisition equipment through the first wireless communication module and the second wireless communication module; the central processor performs full transmission with the camera equipment through the first wireless communication module and the third wireless communication module; and the central processing unit is connected with the cloud server through the first wireless communication module.
The present invention also provides a child-rearing method based on artificial intelligence and an infant behavior model, the steps of the child-rearing method comprising:
a device providing step: providing a child care device based on artificial intelligence and an infant behavior model as described above; installing a generic infant behavioral model and infant problem management knowledge-graph in a software enabled form in the child care device; the information acquisition equipment is worn on the body of the baby, and the camera equipment is erected on the periphery of the baby;
a network connection step: connecting the infant care device with a network, so that the infant sign information measured by the information acquisition equipment and the infant explicit information obtained by the camera equipment are synchronized to the cloud server in real time, and a caregiver can enter the cloud server from the mobile terminal equipment through the network to check the infant sign information and the infant explicit information;
real-time analysis and comparison: transmitting the measured infant sign information and the infant explicit information to the central processing unit, and comparing and analyzing the infant sign information and the infant explicit information by the central processing unit according to the general infant behavior model and the infant problem processing knowledge map to form infant state analysis result information; the infant state analysis result information comprises real-time infant states and corresponding processing suggestions; the infant state analysis result information is transmitted to a human-computer operation interface A of the mobile terminal equipment through the cloud server to notify a caregiver;
a caregiver processing step: after the caretaker obtains the infant state analysis result information through the human-computer operation interface, the current behavior problem of the infant is processed according to the infant state analysis result information, and the actual state and the requirements of the infant are obtained in the actual processing process; comparing the difference between the infant state analysis result information and the actual state and demand of the infant;
and (3) behavior model correction: according to the difference, when the caretaker thinks that the difference needs to be corrected, the caretaker is connected to the central processing unit through the human-computer operation interface A to correct the baby state analysis result information; the modified infant state analysis result information is fed back to the AI analysis module through the central processing unit, and the AI analysis module carries out self-learning training on the infant problem processing knowledge map unit based on the modified infant state analysis result information to form an individualized infant behavior model of the monitored infant and store the individualized infant behavior model to the infant behavior model module.
The infant care method is further improved in that the universal infant behavior model is a database formed by analyzing, judging and labeling common problems or behaviors of infants and corresponding reasons and treatment schemes based on infant care experience and common pediatric medical knowledge.
The infant care method is further improved in that the infant problem processing knowledge graph is generated by processing and analyzing data by using artificial intelligence big data mining training and clustering analysis technology and combining with infant behavior universal model training.
Due to the adoption of the technical scheme, the invention has the following beneficial effects:
(1) according to the infant care device and the method based on artificial intelligence and the infant behavior model, the central processing unit analyzes and compares the monitored infant sign information and the infant explicit information based on the AI analysis module and the infant behavior model module, and the obtained infant state analysis result information enables a caregiver to quickly know the infant condition and possible needs, so that the infant care device can be used for processing pertinently and effectively solving the infant behavior problem.
(2) The infant care device and the method based on artificial intelligence and the infant behavior model can monitor and analyze the state of the infant in real time, can discover and process the infant as early as possible under abnormal conditions, effectively improve the safety of the infant and reduce the potential risk of injury of the infant.
(3) The infant care device and the method based on artificial intelligence and the infant behavior model provide that a caregiver corrects the infant behavior model from a man-machine operation interface of mobile terminal equipment of the caregiver, so that the AI analysis module can self-learn and train the infant problem handling knowledge map unit, a personalized infant behavior model of a monitored infant is formed, and the behavior of the monitored infant can be accurately judged.
These and other objects, features and advantages of the present invention will become more fully apparent from the following detailed description and appended claims, and may be realized by means of the instrumentalities, devices and combinations particularly pointed out in the appended claims.
Drawings
FIG. 1 is a schematic diagram of the architecture of a child-care device based on artificial intelligence and infant behavioral models in accordance with the present invention.
FIG. 2 is a diagram of a wireless communication architecture of the apparatus of the present invention.
Fig. 3 is a schematic view of the device of the present invention with the wearing fixture as a mounting bracelet.
Figure 4 is a schematic view of the wearing fixture of the device of the present invention as an adhesive patch.
Fig. 5 is a schematic view of the device of the present invention in the form of a safety clip bag.
The correspondence of reference numerals to components is as follows:
a monitoring end device 10; the information analysis processing apparatus 110; a central processing unit 11; a first wireless communication module 111; an information acquisition device 12; a composite sensor 121; a microphone array 122; a second wireless communication module 123; an image pickup apparatus 13; a third wireless communication module 131; an AI analysis module 14; an infant issue processing knowledge graph unit 141; a natural language processing unit 142; a sound and emotion analyzing unit 143; an infant behavior model module 15; a power supply module 16; a mobile terminal device 20; a human-machine interface n 21; fitting the fixture 40; installing a bracelet 41; an adhesive patch 42; a safety clip 43.
Detailed Description
Detailed embodiments of the present invention will be disclosed herein. It is to be understood, however, that the disclosed embodiments are merely exemplary of the invention and that the invention may be embodied in various and alternative forms. Therefore, specific structural and functional details disclosed herein are not to be interpreted as limiting, but merely as a representative basis for teaching one skilled in the art to variously employ the present invention.
To facilitate an understanding of the present invention, reference is made to the following description taken in conjunction with the accompanying drawings and examples.
Referring to fig. 1, the present invention provides a child-care apparatus based on artificial intelligence and infant behavior model, the child-care apparatus includes a monitoring-end device 10 and a mobile-end device 20, and the monitoring-end device 10 and the mobile-end device 20 are connected to a cloud server 30 through a network for information transmission and storage.
As shown in fig. 1, the monitoring end device 10 is used for monitoring the status of an infant. The monitoring terminal device 10 comprises an information analysis processing device 110, an information acquisition device 12, a camera device 13 and a power module 16; wherein the information analysis processing device 110 comprises a central processor 11, and an AI analysis module 14 and an infant behavior model module 15 respectively connected and associated with the central processor 11; the power module 16 is connected to the CPU 11 to supply power to the child-care apparatus of the present invention. The information acquisition device 12 is used for detecting and obtaining baby sign information; the camera device 13 is used for shooting to obtain the explicit information of the baby; the AI analysis module 14 stores an infant problem processing knowledge graph unit 141; the infant behavior model module 15 stores a general infant behavior model; the central processor 11 compares and analyzes the infant sign information and the infant explicit information according to the infant problem processing knowledge graph unit 141 and the general infant behavior model, and then outputs infant state analysis result information to the mobile terminal device 20.
In the embodiment of the present invention, the information collecting device 12 at least includes a composite sensor 121 and a microphone array 122. The composite sensor 121 is used for detecting baby signs including but not limited to body temperature, heartbeat, sweating, sleep quality, and the like. The microphone array 122 is used for picking up the sound of the baby and/or its surroundings.
In the embodiment of the present invention, the AI analysis module 14 further stores a natural language processing unit 142 and a sound and emotion analysis unit 143. Thereby, the AI analysis module 14 self-learning trains the infant problem processing knowledge graph unit 141, the natural language processing unit 142 and the sound and emotion analysis unit 143 based on the modified infant status analysis result information, thereby forming a personalized infant behavior model of the monitored infant.
In the embodiment of the present invention, the central processing unit 11 is configured to schedule the modules to work cooperatively. The AI analysis module 14 carries AI techniques and capabilities including Natural Language Processing (NLP) techniques, knowledge-graph techniques, and voice and emotion analysis techniques, which may be self-learning based on feedback. The infant behavior model module 15 is associated with the AI analysis module 14, and can generate a general infant behavior model through marking of a large number of infant behaviors based on the existing knowledge and experience of infant care, so as to be used as a comparison basis for judging and detecting the infant behavior information by the central processing unit 11, and perform self-learning with the AI analysis module 14, so as to achieve personalized optimization and self-training, and form a behavior model specific to the monitored infant. The power module 16 preferably includes a built-in lithium battery and an external power charging port. The information acquisition equipment 12 is used for shooting baby behaviors, and the information acquisition equipment 12 comprises at least one camera which can be arranged beside a baby crib or dispersedly arranged in a family space so as to effectively shoot a baby.
As shown in FIG. 2, the childcare apparatus of the present invention preferably uses wireless communication for information transmission, but is not limited thereto, and may use wired communication or partially wired/partially wireless communication. Specifically, the central processing unit 11 is connected to a first wireless communication module 111; the information acquisition device 12 is connected with a second wireless communication module 123; the camera device 13 is connected with a third wireless communication module 131; therefore, the central processing unit 11 performs information transmission with the information acquisition device 12 through the first wireless communication module 111 and the second wireless communication module 123; the central processing unit 11 performs full transmission with the image capturing device 13 through the first wireless communication module 111 and the third wireless communication module 131; and the central processing unit 11 is connected to the cloud server 30 through the first wireless communication module 111. Specifically, in the embodiment of the present invention, the first wireless communication module 111, the third wireless communication module 131 and the second wireless communication module 123 are wifi modules.
In an embodiment of the present invention, the information collecting apparatus 12 may be integrally disposed on a wearing fixture 40 as shown in fig. 3 to 5, and the wearing fixture 40 is configured to be fixedly mounted on the infant. The information analysis processing device 110 may be optionally integrated with the information acquisition device 12 on the wearing fixture 40, or integrated with the image capturing device 13 in a housing, and installed in the surrounding environment of the infant via a mounting rack (not shown).
As shown in fig. 3 to 5, in the embodiment of the present invention, the wearing fixture 40 may be an installation bracelet 41 as shown in fig. 3, an adhesive patch 42 as shown in fig. 4, or a safety clip 43 as shown in fig. 5. The adhesive sheet 42 is preferably a member fixed by a sticker or a hook-and-loop fastener. The safety clip 43 preferably includes a bag body for mounting the information acquisition device 12 and a clip disposed outside the bag body, so that the baby can be fixed on the baby through the clip.
As shown in fig. 1 and 2, the mobile terminal apparatus 20 of the present invention is used for the operation of the caregiver. The mobile terminal equipment 20 is provided with a man-machine operation interface n 21; the human-computer operation interface n 21 is used for displaying the infant state analysis result information; and the human-computer interface into the computer-network 21 is used for the caregiver to connect to the central processing unit 11 through the cloud server 30 to modify the infant status analysis result information. Therefore, the modified infant status analysis result information is fed back to the AI analysis module 14 through the central processing unit 11, and the AI analysis module 14 performs self-learning training on the infant problem processing knowledge graph unit 141 based on the modified infant status analysis result information to form a personalized infant behavior model of the monitored infant and store the personalized infant behavior model in the infant behavior model module 15.
Having described the infant-raising apparatus based on artificial intelligence and infant behavioral models in accordance with the present invention, reference is now made to FIGS. 1 to 5, which illustrate the steps of the method of the infant-raising apparatus in accordance with the present invention.
The steps of the present method of nursing a child include:
a device providing step: providing a child care device based on artificial intelligence and an infant behavior model as described above; installing a generic infant behavioral model and infant problem management knowledge-graph in a software enabled form in the child care device; the information acquisition equipment 12 is worn on the body of the infant, and the camera equipment 13 is erected on the periphery of the infant;
a network connection step: the infant care apparatus is connected to a network, so that the infant sign information measured by the information acquisition device 12 and the infant explicit information obtained by the camera device 13 are synchronized to the cloud server 30 in real time, and a caregiver can enter the cloud server 30 from the mobile terminal device 20 through the network to view the infant sign information;
real-time analysis and comparison: transmitting the measured infant sign information and the infant explicit information to the central processing unit 11, wherein the central processing unit 11 compares and analyzes the infant sign information and the infant explicit information according to the general infant behavior model and the infant problem processing knowledge map to form infant state analysis result information; the infant state analysis result information comprises real-time infant states and corresponding processing suggestions; the infant status analysis result information is transmitted to the human-machine interface into the mechanical-electrical interface of the mobile terminal device 20 via the cloud server 30 to notify the caregiver;
a caregiver processing step: after obtaining the infant state analysis result information through the man-machine operation interface v 21, the caretaker processes the current behavior problem of the infant according to the infant state analysis result information, and obtains the actual state and the requirement of the infant in the actual processing process; comparing the difference between the infant state analysis result information and the actual state and demand of the infant;
and (3) behavior model correction: according to the difference, when the caregiver deems that the difference needs to be corrected, the caregiver connects the human-computer interface into the central processing unit 11 through the human-computer interface into the v 21 to correct the infant state analysis result information; the modified infant status analysis result information is fed back to the AI analysis module 14 through the central processing unit 11, and the AI analysis module 14 performs self-learning training on the infant problem handling knowledge graph unit 141 based on the modified infant status analysis result information to form a personalized infant behavior model of the monitored infant and store the personalized infant behavior model in the infant behavior model module 15.
In the embodiment of the present invention, the information collection device 12 and the camera device 13 can be operated in real time or set information collection and recording frequency and time by the caregiver connecting the human-machine interface into the central processing unit 11 of the information analysis processing device 110 through the cloud server 30 from the human-machine interface into the virtual machine 21; therefore, real-time baby sign detection and recording are achieved, analysis results of baby states are obtained timely or immediately, and baby behavior problem processing policy suggestions corresponding to the real-time baby states are obtained.
In the embodiment of the invention, the universal infant behavior model is a database formed by analyzing, judging and labeling common problems or behaviors of infants, corresponding reasons and treatment schemes based on infant care experience and common pediatric medical knowledge.
In the embodiment of the invention, the infant problem processing knowledge graph is a knowledge graph related to infant problem processing and generated by training an infant behavior general model by utilizing artificial intelligence big data mining training and clustering analysis technologies to process and analyze data.
The following provides embodiments of the present invention of artificial intelligence and infant behavior model based infant care methods. The method comprises the following steps:
the first step is as follows: the design of the universal behavior model of the infant analyzes, judges and labels the behaviors of common problems or behaviors of the infant (such as crying and screaming, milk spitting, body movement, body temperature change, sweating condition, sounding, sleeping and other conditions in different time periods and different environments respectively possibly represent the reasons) through medical knowledge of common scenes of people and pediatrics with rich child-raising experience and the labeling of behavior cases of the infant, and provides a corresponding processing scheme according to the reasons.
The second step is that: the method comprises the steps of processing and analyzing data by utilizing artificial intelligence big data mining training and clustering analysis technologies, generating a baby behavior general model by combining training, and building a knowledge graph for processing related baby problems based on the baby behavior model.
The third step: the infant model and the knowledge map are put into a device in a software-enabled mode to be worn by the infant.
The fourth step: the device is connected with the network, the information detected by the sensor and the information judged based on the infant model are synchronized at the cloud end in real time, and the information can be checked when being connected to the mobile terminal device of a parent through the network.
The fifth step: the sensors and microphones monitor the sound and physical condition of the infant in real time and pass the information to the infant model module, the AI analysis module and the knowledge graph. Comprehensively judging the current infant state and giving feedback information. Such as: the camera shoots that the baby sucks, licks the lips, the microphone collects crying, the heartbeat monitoring is quick, the eating time is reached, the baby model and the baby knowledge map are integrated for judgment, the baby possibly hungry, and the judgment result can be transmitted to the mobile phone through the network. Parents can directly judge that the baby is hungry. For the same reason, if the baby is sick and crying, parents can directly receive the meaning reminding message of the sick baby at the mobile phone end and effectively process the message as soon as possible.
And a sixth step: because the baby has some special habits, if the device judges inaccurately, the head of a family can carry out the correction of action at the removal end. If the information indicates that the baby is hungry and does not actually want to eat, the parents find that the baby is actually urine. And at this time, the type of the early warning problem is modified at the mobile phone end. After many times, the knowledge map, the infant model and the like of the AI module can be learned and trained by themselves to form an individual baby model.
While the invention has been described in detail and with reference to the drawings and examples, it will be apparent to one skilled in the art that various changes and modifications can be made therein. Therefore, certain details of the embodiments are not to be interpreted as limiting, and the scope of the invention is to be determined by the appended claims.
Claims (10)
1. A child-care device based on artificial intelligence and an infant behavior model comprises a monitoring end device for monitoring the state of an infant, a mobile end device for a caregiver to monitor the state of the infant, and a control end device and a mobile end device which are connected and used for transmitting and storing information between the monitoring end device and the mobile end device; the method is characterized in that:
the monitoring terminal equipment comprises information analysis processing equipment, information acquisition equipment and camera equipment; the information analysis and processing equipment comprises a central processing unit, and an AI analysis module and an infant behavior model module which are respectively connected with and associated with the central processing unit; the information acquisition equipment is used for detecting and acquiring baby sign information; the camera shooting equipment is used for shooting to obtain the explicit information of the baby; an infant problem processing knowledge map unit is stored in the AI analysis module; a universal infant behavior model is stored in the infant behavior model module; the central processing unit compares and analyzes the infant sign information and the infant explicit information according to the infant problem processing knowledge map unit and the universal infant behavior model, and then outputs infant state analysis result information to the mobile terminal device;
the mobile terminal equipment is provided with a man-machine operation interface A-N element; the human-computer operation interface is used for displaying the infant state analysis result information; the human-computer operation interface is connected to the central processing unit through the cloud server for the caregiver to modify the baby state analysis result information;
therefore, the modified infant state analysis result information is fed back to the AI analysis module through the central processing unit, and the AI analysis module carries out self-learning training on the infant problem processing knowledge map unit based on the modified infant state analysis result information to form a personalized infant behavior model of the monitored infant and store the personalized infant behavior model in the infant behavior model module.
2. A child-care device based on artificial intelligence and an infant behavioral model according to claim 1, characterized in that:
the AI analysis module is also internally stored with a natural language processing unit and a sound and emotion analysis unit, and self-learning training is carried out on the infant problem processing knowledge map unit, the natural language processing unit and the sound and emotion analysis unit by the AI analysis module based on the modified infant state analysis result information, so that a personalized infant behavior model of the monitored infant is formed.
3. A child-care device based on artificial intelligence and an infant behavioral model according to claim 1, characterized in that:
the information acquisition equipment integration sets up in wearing the mounting, wear the mounting and supply fixed mounting on the baby body.
4. A child-care device based on artificial intelligence and an infant behavioral model according to claim 1, characterized in that:
the information analysis processing equipment and the information acquisition equipment are integrated and arranged on a wearing fixing piece, and the wearing fixing piece is fixedly arranged on the body of the baby.
5. A child care device based on artificial intelligence and an infant behavioral model according to claim 3 or 4, characterized in that:
the wearing fixing piece is selected from a mounting bracelet, an adhesive sticker or a safety bag.
6. A child care device based on artificial intelligence and an infant behavioral model according to claim 3 or 4, characterized in that:
the information acquisition device comprises a composite sensor and a microphone array.
7. A child-care device based on artificial intelligence and an infant behavioral model according to claim 1, characterized in that:
the central processor is also connected with a first wireless communication module;
the information acquisition equipment is also connected with a second wireless communication module;
the camera shooting equipment is additionally connected with a third wireless communication module;
therefore, the central processor transmits information with the information acquisition equipment through the first wireless communication module and the second wireless communication module; the central processor performs full transmission with the camera equipment through the first wireless communication module and the third wireless communication module; and the central processing unit is connected with the cloud server through the first wireless communication module.
8. A method for raising a child based on artificial intelligence and an infant behavior model, the method comprising the steps of:
a device providing step: providing an artificial intelligence and infant behavior model based childcare apparatus according to any one of claims 1-4 and 7; installing a generic infant behavioral model and infant problem management knowledge-graph in a software enabled form in the child care device; the information acquisition equipment is worn on the body of the baby, and the camera equipment is erected on the periphery of the baby;
a network connection step: connecting the infant care device with a network, so that the infant sign information measured by the information acquisition equipment and the infant explicit information obtained by the camera equipment are synchronized to the cloud server in real time, and a caregiver can enter the cloud server from the mobile terminal equipment through the network to check the infant sign information and the infant explicit information;
real-time analysis and comparison: transmitting the measured infant sign information and the infant explicit information to the central processing unit, and comparing and analyzing the infant sign information and the infant explicit information by the central processing unit according to the general infant behavior model and the infant problem processing knowledge map to form infant state analysis result information; the infant state analysis result information comprises real-time infant states and corresponding processing suggestions; the infant state analysis result information is transmitted to a human-computer operation interface A of the mobile terminal equipment through the cloud server to notify a caregiver;
a caregiver processing step: after the caretaker obtains the infant state analysis result information through the human-computer operation interface, the current behavior problem of the infant is processed according to the infant state analysis result information, and the actual state and the requirements of the infant are obtained in the actual processing process; comparing the difference between the infant state analysis result information and the actual state and demand of the infant;
and (3) behavior model correction: according to the difference, when the caretaker thinks that the difference needs to be corrected, the caretaker is connected to the central processing unit through the human-computer operation interface A to correct the baby state analysis result information; the modified infant state analysis result information is fed back to the AI analysis module through the central processing unit, and the AI analysis module carries out self-learning training on the infant problem processing knowledge map unit based on the modified infant state analysis result information to form an individualized infant behavior model of the monitored infant and store the individualized infant behavior model to the infant behavior model module.
9. The artificial intelligence and infant behavior model based infant care method of claim 8, wherein:
the general infant behavior model is a database formed by analyzing, judging and labeling common problems or behaviors of infants, corresponding reasons and treatment schemes based on infant care experience and common pediatric medical knowledge.
10. The artificial intelligence and infant behavior model based infant care method of claim 8, wherein:
the infant problem processing knowledge graph is generated by processing and analyzing data by utilizing artificial intelligence big data mining training and clustering analysis technology and combining with training of an infant behavior universal model.
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