CN110503320A - Vaccine resource allocation method, device and storage medium - Google Patents
Vaccine resource allocation method, device and storage medium Download PDFInfo
- Publication number
- CN110503320A CN110503320A CN201910727529.6A CN201910727529A CN110503320A CN 110503320 A CN110503320 A CN 110503320A CN 201910727529 A CN201910727529 A CN 201910727529A CN 110503320 A CN110503320 A CN 110503320A
- Authority
- CN
- China
- Prior art keywords
- data
- vaccine
- unit
- source configuration
- attribute
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- 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
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0631—Resource planning, allocation, distributing or scheduling for enterprises or organisations
- G06Q10/06312—Adjustment or analysis of established resource schedule, e.g. resource or task levelling, or dynamic rescheduling
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- 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
- G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
- G06Q50/10—Services
- G06Q50/26—Government or public services
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
- G16H40/20—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A90/00—Technologies having an indirect contribution to adaptation to climate change
- Y02A90/10—Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation
Landscapes
- Business, Economics & Management (AREA)
- Human Resources & Organizations (AREA)
- Engineering & Computer Science (AREA)
- General Business, Economics & Management (AREA)
- Strategic Management (AREA)
- Health & Medical Sciences (AREA)
- Economics (AREA)
- Tourism & Hospitality (AREA)
- Entrepreneurship & Innovation (AREA)
- Development Economics (AREA)
- Primary Health Care (AREA)
- General Health & Medical Sciences (AREA)
- Marketing (AREA)
- Physics & Mathematics (AREA)
- Educational Administration (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Game Theory and Decision Science (AREA)
- Quality & Reliability (AREA)
- Operations Research (AREA)
- Biomedical Technology (AREA)
- Epidemiology (AREA)
- Medical Informatics (AREA)
- Public Health (AREA)
- Medicines Containing Antibodies Or Antigens For Use As Internal Diagnostic Agents (AREA)
Abstract
The embodiment of the invention discloses a kind of vaccine resource allocation method, device and storage mediums;Wherein, which comprises obtain the first data;First data include at least: all babies and the attribute data of child of vaccine inoculation recording are provided in unit to be configured;Using first data, the second data are determined;Second data include at least: unit to be configured needs to carry out within the period to be configured all babies and the attribute data of child of vaccine inoculation;Data based on second data and the first reference database determine first vaccine source configuration data of the unit to be configured within the period to be configured;First reference database stores the third data and history vaccine source configuration data of unit to be configured;The third data include at least: the history baby for having carried out vaccine inoculation and the attribute data of child;Vaccine resource distribution is carried out to the unit to be configured using the first vaccine source configuration data.
Description
Technical field
The present invention relates to data processing field more particularly to a kind of vaccine resource allocation methods, device and storage medium.
Background technique
The main purpose of vaccine inoculation is that body is enable to manufacture natural biological substance, to promoted organism to disease
Former identification and defense function.Due to the positive effect of vaccine inoculation, and the Best Times of most of vaccine inoculation are baby
With child's (rear abbreviation infant) period, therefore, the vaccine inoculation of infant is included in relevant regulations plan by country.As baby children
Youngster's vaccine resource distribution is improper, and the situation of vaccine shortage of resources or excess often occurs in vaccine inoculation unit.
Summary of the invention
In view of this, an embodiment of the present invention is intended to provide a kind of vaccine resource distribution, device and storage mediums, at least one
The problem for determining to alleviate vaccine inoculation unit infant's vaccine shortage of resources or excess in degree.
The technical solution of the embodiment of the present invention is achieved in that
The embodiment of the present invention provides a kind of vaccine resource allocation method, comprising:
Obtain the first data;First data include at least: being provided with vaccine inoculation recording in unit to be configured
The attribute data of all babies and child;
Using first data, the second data are determined;Second data include at least: unit to be configured is to be configured
All babies for needing to carry out vaccine inoculation in period and the attribute data of child;
Data based on second data and the first reference database determine the unit to be configured described to be configured
The first vaccine source configuration data in period;First reference database store the third data of unit to be configured with
History vaccine source configuration data;The third data include at least: the history baby for having carried out vaccine inoculation and the category of child
Property data;
Vaccine resource distribution is carried out to the unit to be configured using the first vaccine source configuration data.
In above scheme, the data based on second data and the first reference database are determined described to be configured
First vaccine source configuration data of the unit within the period to be configured, comprising:
The first model is established using the third data and the history vaccine source configuration data;
Second data are inputted into first model, obtain the first vaccine source configuration data.
It is described to utilize first data in above scheme, determine the second data, comprising:
Obtain the attribute data of the pregnant woman of the unit affiliated area to be configured;
Based on the attribute data of the pregnant woman, determine that unit to be configured increases the attribute number of baby newly within the period to be configured
According to;
According to the attribute data of the newly-increased baby and first data, the second data are determined.
In above scheme, in the data based on second data and the first reference database, determine described wait match
After setting the first vaccine source configuration data of the unit within the period to be configured, the method also includes:
Obtain the family of all babies and child in the address information data and second data of the unit to be configured
Certificate address information data;
Utilize the family of all babies and child in the address information data of the unit to be configured and second data
Certificate address information data are modified the first vaccine source configuration data, obtain the second vaccine source configuration data;
Vaccine resource distribution is carried out to the unit to be configured using the second vaccine source configuration data.
In above scheme, the method also includes:
The first vaccine source configuration data is presented in table form.
The embodiment of the present invention also provides a kind of vaccine device for allocating resources, comprising:
Acquiring unit, for obtaining the first data;First data include at least: being provided with epidemic disease in unit to be configured
All babies of seedling inoculation record and the attribute data of child;
First determination unit determines the second data for utilizing first data;Second data include at least:
Unit to be configured needs to carry out within the period to be configured all babies and the attribute data of child of vaccine inoculation;
Second determination unit determines described wait match for the data based on second data and the first reference database
Set first vaccine source configuration data of the unit within the period to be configured;First reference database is stored wait match
Set the third data and history vaccine source configuration data of unit;The third data include at least: having carried out vaccine inoculation
The attribute data of history baby and child;
Configuration unit, for carrying out vaccine resource to the unit to be configured using the first vaccine source configuration data
Configuration.
In above scheme, second determination unit is used for:
The first model is established using the third data and the history vaccine source configuration data;
Second data are inputted into first model, obtain the first vaccine source configuration data.
In above scheme, first determination unit is used for:
Obtain the attribute data of the pregnant woman of the unit affiliated area to be configured;
Based on the attribute data of the pregnant woman, determine that unit to be configured increases the attribute number of baby newly within the period to be configured
According to;
According to the attribute data of the newly-increased baby and first data, the second data are determined.
The embodiment of the present invention provides a kind of vaccine device for allocating resources again, comprising: processor and for store can locate
The memory of the executable instruction run on reason device, wherein when the processor is used to run the executable instruction, in execution
State the either step of method.
The embodiment of the present invention also provides a kind of computer readable storage medium, is stored thereon with executable instruction, it is described can
Execute instruction the either step that the above method is realized when being executed by processor.
The embodiment of the invention discloses a kind of vaccine resource allocation method, device and storage mediums;Wherein, the method packet
It includes: obtaining the first data;First data include at least: all babies of vaccine inoculation recording are provided in unit to be configured
The attribute data of youngster and child;Using first data, the second data are determined;Second data include at least: to be configured
Unit needs to carry out within the period to be configured all babies and the attribute data of child of vaccine inoculation;Based on second number
According to and the first reference database data, determine first vaccine resource of the unit to be configured within the period to be configured
Configuration data;First reference database stores the third data and history vaccine source configuration data of unit to be configured;
The third data include at least: the history baby for having carried out vaccine inoculation and the attribute data of child;Utilize first epidemic disease
Seedling source configuration data carries out vaccine resource distribution to the unit to be configured.In the embodiment of the present invention, the time to be configured is utilized
The infant and history vaccine demand infant for having vaccine demand in section predict future with history vaccine source configuration data
Vaccine resource distribution situation in period to be configured, can be realized and baby children's vaccine resource requirement is effectively predicted, in order to
Reasonable infant's vaccine resource distribution is carried out, so that it is short to alleviate vaccine inoculation unit infant vaccine resource to a certain extent
Scarce or excessive problem.
Detailed description of the invention
Fig. 1 is a kind of implementation process schematic diagram one of vaccine resource allocation method provided in an embodiment of the present invention;
Fig. 2 is a kind of implementation process schematic diagram two of vaccine resource allocation method provided in an embodiment of the present invention;
Fig. 3 is a kind of structural schematic diagram of vaccine device for allocating resources provided in an embodiment of the present invention;
Fig. 4 is a kind of composed structure schematic diagram of vaccine device for allocating resources provided in an embodiment of the present invention.
Specific embodiment
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is
A part of the embodiment of the present invention, instead of all the embodiments.
Child younger ones in an age group that the age is in 0-1 years old is generally known as baby;Child younger ones in an age group that age is in 1-3 years old is known as children
Youngster.Since in practical application, the inoculation time of most of vaccine is infant period, the vaccine resource in various embodiments of the present invention
The object of configuration is infant.
The embodiment of the present invention provides a kind of vaccine resource allocation method, and Fig. 1 is vaccine of embodiment of the present invention resource distribution side
The implementation process schematic diagram of method.As shown in Figure 1, the described method comprises the following steps:
Step 101: obtaining the first data;First data include at least: being provided with vaccine in unit to be configured and connect
All babies of kind record and the attribute data of child;
Step 102: utilizing first data, determine the second data;Second data include at least: unit to be configured
All babies for needing to carry out vaccine inoculation within the period to be configured and the attribute data of child;
Step 103: the data based on second data and the first reference database determine the unit to be configured in institute
State the first vaccine source configuration data in the period to be configured;First reference database stores the of unit to be configured
Three data and history vaccine source configuration data;The third data include at least: the history baby that has carried out vaccine inoculation and
The attribute data of child;
Step 104: vaccine resource distribution being carried out to the unit to be configured using the first vaccine source configuration data.
In a step 101, it mainly obtains in unit to be configured currently with infant's data of vaccine demand.Described
One data include at least: all babies and the attribute data of child of vaccine inoculation recording are provided in unit to be configured.Institute
Stating unit to be configured is the vaccine inoculation unit with vaccine inoculation qualification, such as the hospital of various grades.Here, in list to be configured
All babies of vaccine inoculation recording are provided in position and child refers to and carried out vaccine inoculation and current year in unit to be configured
Age is in all children younger ones in an age group of babies.The attribute data of the baby and child include at least: the quantity of infant
Information and the age information of infant.
For example for, it is assumed that it is currently in July, 2019, then, the child being born after in August, 2016 is relative to current
For be in babies, at this point, the first data are to carry out vaccine inoculation and in August, 2016 in unit to be configured
The quantity for all infants being born afterwards and date of birth.
When practical application, the first data can be from the Relational database for preserving vaccine inoculation recording of unit to be configured
Screening obtains.
In a step 102, mainly determine that unit to be configured needs to carry out within the period to be configured the institute of vaccine inoculation
There are the attribute data of baby and child.
The period to be configured includes: the duration that plan carries out resource distribution, and such as plan carries out 1 month following, future 3
Vaccine resource distribution between a month or 3 months to 6 months future.
For example for, it is assumed that currently be in July, 2019, then, the period to be configured can in August, 2019,
In August, 2019 in October, -2019, in January, -2019 in December, 2019 etc..
It should be noted that since there is certain time interval requirement in the vaccine inoculation time, such as at least two week.Therefore,
Here the period to be configured when being configured, carries out usually as unit of the moon.In addition, the period to be configured can refer to epidemic disease
The arrival period of seedling is configured, and the period to be configured is arranged too long will lead to and needs to carry out in the period to be configured determined
The accuracy of infant's data of vaccine inoculation declines.
When practical application, it is contemplated that monthly age smaller infant's feature higher to the demand density of vaccine resource, only with
There may be larger for the demand that currently there are infant's data of vaccine demand to determine future vaccines resource in unit to be configured
Error, at this point it is possible to further predict unit to be configured according to the attribute data of the pregnant woman of unit affiliated area to be configured
All babies for needing to carry out vaccine inoculation within the period to be configured and the attribute data of child.
It is in one embodiment, described to utilize first data based on this, determine the second data, comprising:
Obtain the attribute data of the pregnant woman of the unit affiliated area to be configured;
Based on the attribute data of the pregnant woman, determine that unit to be configured increases the attribute number of baby newly within the period to be configured
According to;
According to the attribute data of the newly-increased baby and first data, the second data are determined.
Here, the unit affiliated area to be configured refers to divided social region, unit institute to be configured.Such as when described
Unit to be configured is certain so-and-so community hospital, then unit affiliated area to be configured refers to all small of the specified covering of the community hospital
Area.The attribute data of the pregnant woman includes at least: the quantity information of pregnant woman and the pregnant week information of pregnant woman.
When practicing, after the attribute data of the pregnant woman determines, so that it may obtain increasing newly within the period to be configured
The attribute data of baby.Here, the attribute data of the newly-increased baby includes at least: the quantity information of newly-increased baby and newly-increased baby
The age information of youngster.It can determine according to the pregnant week information of the quantity and pregnant woman of period to be configured and pregnant woman in configuration
The quantity of the baby newly increased in length, while can also determine the monthly age for the baby that these are newly increased.It is described when practical application
The attribute data of the pregnant woman of unit affiliated area to be configured can preserve what Antenatal Examination of Pregnant Women recorded from unit to be configured
It screens and obtains in Relational database, tissue can also be managed from the related mother and child care of unit affiliated area to be configured and obtained.
When practical application, it is contemplated that it is also possible that it is trans-regional production (here, production refer to pregnant woman produce baby) can
Can, that is, breeding for other regions is produced to one's respective area due to various reasons, therefore can by the attribute data of newly-increased baby into
The a degree of correcting process of row, such as registers the pregnant woman's quantity and history of antenatal exaination according to unit affiliated area history to be configured
The statistical value of actual baby due ratio is adjusted.
The attribute data of the newly-increased baby and first data, which are counted, which can obtain unit to be configured, exists
Need to carry out all babies and the attribute data of child of vaccine inoculation in configuration duration.
When practical application, the attribute data of all babies and child that need to carry out vaccine inoculation in configuration duration can be with
It is presented respectively as unit of the moon.Such as, it is assumed that the period to be configured can be in August, 2019 in October, -2019, then when configuring
The attribute data of all babies and child that need to carry out vaccine inoculation in length can respectively by August, 2019, in September, 2019,
In October, 2019 needs the baby for carrying out vaccine inoculation and child to present.
In step 103, first vaccine source configuration data of the unit to be configured in configuration duration is mainly predicted.
Here, the first reference database described in first reference database stores the third data of unit to be configured
With history vaccine source configuration data.The third data are the history baby and child that unit to be configured has carried out vaccine inoculation
Attribute data (can e.g. be counted by unit of the moon) in past 5 years, unit to be configured carried out vaccine inoculation and
Quantity and the date of birth of all infants of babies are at the age at that time.The history vaccine resource distribution number
It (can e.g. unite by unit of the moon in past 5 years according to for the actual vaccine source configuration data of unit history to be configured
Meter), in the vaccine resource actual disposition data of unit to be configured.The vaccine source configuration data includes at least: the kind of vaccine
The usage quantity of category information and vaccine, e.g., vaccine 1,180;Vaccine 2,200 etc..
When practical application, the third data and the history vaccine source configuration data can be from units to be configured
The Relational database for preserving vaccine inoculation recording in screen obtain.
In one embodiment, the data based on second data and the first reference database determine described wait match
Set first vaccine source configuration data of the unit within the period to be configured, comprising:
The first model is established using the third data and the history vaccine source configuration data;
Second data are inputted into first model, obtain the first vaccine source configuration data.
It is many in the way of the third data and corresponding history vaccine source configuration data modeling, actually answer
Used time can filter out all babies and child that unit history to be configured needs to carry out vaccine inoculation from first database
Attribute data is modeled with the actual vaccine source configuration data of corresponding history, to realize that crowd predicts epidemic disease according to demand
Seedling source configuration data.
In order to make it easy to understand, below to construct backpropagation (BP, Back-ProPagation Network) neural network
Prediction model illustrates.There are certain to be associated with infant's monthly age for various vaccine demands, as shown in table 1.It can be with when modeling
Realize every month to vaccine source configuration data using this incidence relation existing for various vaccine demands and infant's monthly age
Prediction, it is then real using the data and history of prediction to obtain the prediction in the period to be configured to vaccine source configuration data
Difference between the vaccine source configuration data on border determines loss function, and continuous correction model parameter makes predicted value and actual value
Between error decline along negative gradient direction, final prediction output approaches reality output.
1st dose | 2nd dose | 3rd dose | 4th dose | |
0 monthly age | BCG vaccine & hepatitis B | |||
1 monthly age | Hepatitis B | |||
2 monthly ages | Ridge ash | |||
3 monthly ages | One hundred days are broken | Ridge ash | ||
4 monthly ages | One hundred days are broken | Ridge ash | ||
5 monthly ages | One hundred days are broken | |||
6 monthly ages | Hepatitis B | |||
August age | Leprosy & encephalitis attenuation | |||
The 6-18 monthly age | A groups of epidemic meningitis | A groups of epidemic meningitis | ||
18 monthly ages | Hepatitis A attenuation | |||
The 18-24 monthly age | Numb cheek wind | One hundred days are broken | ||
24 monthly ages | Encephalitis attenuation | |||
36 monthly ages | A groups C groups |
Table 1
When practical application, all infants for needing to carry out vaccine inoculation of some month of history can be divided by the monthly age
Class quantity statistics such as use X=(x0, x1, x2, x3... xm) (m be >=1 positive integer) indicate that some month of history needs to carry out epidemic disease
Classification quantity of all infants of seedling inoculation from 0 monthly age to the m monthly age.Meanwhile it being screened from history vaccine source configuration data
Quantity system is carried out according to Vaccines classes to history vaccine source configuration data corresponding with above-mentioned history some month, and by the data
Meter such as uses Y=(y0, y1, y2, y3... yn) (positive integer that n is >=1) expression history vaccine corresponding with above-mentioned history some month
In source configuration data all vaccines according to Vaccines classes classification quantity (e.g., y0Indicate the quantity of BCG vaccine, y1Indicate hepatitis B
Quantity etc.).What some month of the available history of relationship deposited at the monthly age using vaccine demand in X and table 1 and infant was predicted
Vaccine source configuration data Y'=(y'0, y'1, y'2, y'3... y'n).Specific method of determination can be with are as follows: assuming that x0, x1, x6Respectively
The quantity of the baby at 0 monthly age for needing to carry out vaccine inoculation of expression some month of history, 1 monthly age and 6 monthly ages;y'0Indicate history
The predicted quantity of some month BCG vaccine, y'1Indicate the predicted quantity of some month hepatitis B of history;Then by the corresponding relationship of table 1 it is found that
y'0=x0, y'1=x0+x1+x6, and so on, available Y'.Here it is possible to be interpreted as, using the number in first database
According to the sample data as the first model, and utilize the training of sample data the first model of progress.
When practical application, vaccine there is also rank (e.g., a kind of vaccine is the vaccine that free and national regulation must be inoculated with,
And two class vaccines be at one's own expense and may be selected inoculation vaccine), (e.g., there may be attenuated vaccine classes for the vaccine of same effect for type
Type, inactivated vaccine type) and the difference such as the place of production (e.g., there may be domestic vaccines, import vaccine for the vaccine of same effect).It is right
It, can be from going through in the vaccine that may choose whether to be inoculated with or there are the vaccine of different selection situations (e.g., type or the place of production etc.)
The ratio of selection is counted in history vaccine configuration data or the ratio of certain specific selection situation, the history for obtaining ratio here are same
Than, ring than data, and using the history of ratio here on year-on-year basis, ring than data to some month prediction data of history above-mentioned carry out into
Step refining.
After obtaining the prediction data of history, provided using the practical vaccine source configuration data Y of history and historical forecast vaccine
The difference of source configuration data Y' determines loss function, and continuous correction model parameter makes the error edge between predicted value and actual value
The decline of negative gradient direction, finally makes predicted value approach actual value.
After the completion of above-mentioned steps, the foundation of the first model is just completed.
After the completion of model foundation, the second data, which are inputted the first model, can be obtained unit to be configured in configuration duration
Vaccine source configuration data.
It should be noted that the first model can be predicted monthly for unit when practical application.When the time to be configured
When section is greater than 1 month, all vaccine demand infants in the second data can be counted as unit of the moon, and pass through the
One model respectively obtains the prediction vaccine source configuration data of every month, to obtain the vaccine resource distribution number in configuration duration
According to.
At step 104, the vaccine resource of the unit to be configured is matched using prediction vaccine source configuration data realization
It sets.
For easy reference, in one embodiment, the first vaccine source configuration data is presented in table form.
The embodiment of the invention discloses a kind of vaccine resource allocation methods, by obtaining the first data;First data
It includes at least: being provided with all babies and the attribute data of child of vaccine inoculation recording in unit to be configured;Using described
First data determine the second data;Second data include at least: unit to be configured needed to carry out within the period to be configured
All babies of vaccine inoculation and the attribute data of child;Data based on second data and the first reference database, really
Fixed first vaccine source configuration data of the unit to be configured within the period to be configured;First reference database
Store the third data and history vaccine source configuration data of unit to be configured;The third data include at least: carrying out
The history baby of vaccine inoculation and the attribute data of child;Using the first vaccine source configuration data to the list to be configured
Position carries out vaccine resource distribution.In the embodiment of the present invention, using having the infant of vaccine demand in the period to be configured and go through
History vaccine demand infant predicts the vaccine resource distribution in the following period to be configured with history vaccine source configuration data
Situation, so, it is possible to realize baby children's vaccine resource requirement is effectively predicted, in order to carry out reasonable infant's vaccine resource
Configuration, to alleviate the problem of current vaccines inoculation unit infant vaccine shortage of resources or excess to a certain extent.
Geography in practical application, where needing to carry out the home address of infant of vaccine inoculation and unit to be configured
Position relatively far apart when, the needs carry out vaccine inoculation infant there may be unstability, i.e., the needs carry out vaccine connect
It may be only single behavior that the infant of kind, which carries out vaccine inoculation in unit to be configured, at this time, it may be necessary to the vaccine predicted before
Source configuration data is modified.
Based on this, the embodiment of the present invention provides a kind of vaccine resource allocation method again, and Fig. 2 is vaccine of embodiment of the present invention money
The implementation process schematic diagram of source configuration method.As shown in Fig. 2, the described method comprises the following steps:
Step 201: obtaining the first data;First data include at least: being provided with vaccine in unit to be configured and connect
All babies of kind record and the attribute data of child;
Step 202: utilizing first data, determine the second data;Second data include at least: unit to be configured
All babies for needing to carry out vaccine inoculation within the period to be configured and the attribute data of child;
Step 203: the data based on second data and the first reference database determine the unit to be configured in institute
State the first vaccine source configuration data in the period to be configured;First reference database stores the of unit to be configured
Three data and history vaccine source configuration data;The third data include at least: the history baby that has carried out vaccine inoculation and
The attribute data of child;
Step 204: obtaining all babies and children in the address information data and second data of the unit to be configured
The home address information data of youngster;
Step 205: utilizing all babies and children in the address information data of the unit to be configured and second data
The home address information data of youngster is modified the first vaccine source configuration data, obtains the second vaccine resource distribution number
According to;
Step 206: vaccine resource distribution being carried out to the unit to be configured using the second vaccine source configuration data.
Step 201~203 are identical as step 101~103 implementations, and which is not described herein again.
In step 204, when practical application, the address information data of the unit to be configured can be by receiving input
Mode obtains, and such as receives the address information data for the unit to be configured being manually entered by related personnel;Institute in second data
There are the home address information data of baby and child can be from the related data for preserving vaccine inoculation recording of unit to be configured
It screens and obtains in library.
It should be noted that the home address information data for increasing baby in second data newly can be according to newly-increased baby
The home address information data of corresponding pregnant woman determines.
In step 205, all babies in the address information data of the unit to be configured and second data are utilized
And the home address information data of child determine to need to carry out the infant of vaccine inoculation stable factor (e.g., using 0-1 it
Between numerical value specifically measured), using the stable factor the first vaccine source configuration data is modified.
When practical application, it is first determined range difference threshold value (here, range difference threshold value can with reference to unit to be configured with
Its adjacent distance with vaccine inoculation qualification unit is set, such as 5km).Then determination needs to carry out vaccine inoculation
The stable factor of infant.
Determine that the concrete mode of stable factor may is that the address information data and the second data of the unit to be configured
In the home address information data of all babies and child make poor, and these differences are compared with range difference threshold value,
When difference is less than range difference threshold value, determine that the needs carry out the high stability of the infant of vaccine inoculation, this can be needed
The stable factor for carrying out the infant of vaccine inoculation is set as 1;When difference is greater than range difference threshold value, determine that the needs carry out
The stability of the infant of vaccine inoculation is not high, carries out at this point, these infants can also further be obtained in unit to be configured
The number of vaccine inoculation, and the number of vaccine inoculation is carried out these infants are arranged in unit to be configured according to these infants
Stable factor (e.g., when number >=3, stable factor is set as 0.9;When number=2, stable factor is set as 0.8;When
When number=1,0.5) stable factor is set as.Determining stable factor is recycled to repair the first vaccine source configuration data
Just.
Wherein, modified concrete mode may is that can need to carry out vaccine within the period to be configured to connect by all
The stable factor of all infants of kind is averaged, then using the average value as correction factor, with the first vaccine resource
Configuration data is multiplied to obtain revised vaccine source configuration data.Modified concrete mode may also is that for stabilization
Vaccines classes required for the not high infant of the factor are modified, all babies children that such as will first determine that stable factor is 0.5
The monthly age of youngster is distributed, and is then distributed according to the monthly age, determines all infants that stable factor is 0.5 within the period to be configured
Specific Vaccines classes need, and to determining that the quantity of specific Vaccines classes is modified, obtain revised vaccine resource and match
Set data.
In step 206, vaccine resource is carried out to the unit to be configured using revised vaccine source configuration data
Configuration.
When practical application, when (upper limit can be with here beyond the upper limit of unit to be configured for the vaccine source configuration data of prediction
Determined according to the specific works time of unit to be configured and average reception number situation) when, message can be given a warning, in order to
The related personnel of unit to be configured formulates corresponding counter-measure in advance.
In the embodiment of the present invention, home address and the unit to be configured place of the infant of vaccine inoculation are carried out as needed
Geographical location judge the stability of the infant for needing to carry out vaccine inoculation, and according to the stability of judge to the epidemic disease of prediction
Seedling source configuration data is modified.In this way, can be further improved the accuracy of prediction.
Method in order to realize the embodiment of the present invention, the embodiment of the present invention also provide a kind of vaccine device for allocating resources 300,
Fig. 3 is the configuration diagram of the device of that embodiment of the invention, as shown in figure 3, described device 300 includes:
Acquiring unit 301, for obtaining the first data;First data include at least: being arranged in unit to be configured
There are all babies and the attribute data of child of vaccine inoculation recording;
First determination unit 302 determines the second data for utilizing first data;Second data are at least wrapped
Include: unit to be configured needs to carry out within the period to be configured all babies and the attribute data of child of vaccine inoculation;
Second determination unit 303, for the data based on second data and the first reference database, determine it is described to
First vaccine source configuration data of the allocation unit within the period to be configured;First reference database store to
The third data and history vaccine source configuration data of allocation unit;The third data include at least: having carried out vaccine inoculation
History baby and child attribute data;
Configuration unit 304, for carrying out vaccine to the unit to be configured using the first vaccine source configuration data
Resource distribution.
In one embodiment, second determination unit 303, is used for:
The first model is established using the third data and the history vaccine source configuration data;
Second data are inputted into first model, obtain the first vaccine source configuration data.
In one embodiment, first determination unit 302, is used for:
Obtain the attribute data of the pregnant woman of the unit affiliated area to be configured;
Based on the attribute data of the pregnant woman, determine that unit to be configured increases the attribute number of baby newly within the period to be configured
According to;
According to the attribute data of the newly-increased baby and first data, the second data are determined.
In one embodiment, described device 300 further includes amending unit, and the amending unit is used for:
Obtain the family of all babies and child in the address information data and second data of the unit to be configured
Certificate address information data;
Utilize the family of all babies and child in the address information data of the unit to be configured and second data
Certificate address information data are modified the first vaccine source configuration data, obtain the second vaccine source configuration data;
Vaccine resource distribution is carried out to the unit to be configured using the second vaccine source configuration data.
In one embodiment, described device 300 further includes display unit, and the display unit is used for:
The first vaccine source configuration data is presented in table form.
When practical application, acquiring unit 301, the second determination unit 303, configuration unit 304, is repaired at first determination unit 302
Positive unit and display unit can be realized by the processor in vaccine device for allocating resources 300.
It should be understood that vaccine device for allocating resources provided by the above embodiment is when carrying out vaccine resource distribution, only
With the division progress of above-mentioned each program module for example, in practical application, can according to need and by above-mentioned processing distribution by
Different program modules is completed, i.e., the internal structure of device is divided into different program modules, described above complete to complete
Portion or part are handled.In addition, vaccine device for allocating resources provided by the above embodiment and vaccine resource allocation method embodiment
Belong to same design, specific implementation process is detailed in embodiment of the method, and which is not described herein again.
Based on the hardware realization of above procedure module, and the method in order to realize the embodiment of the present invention, the embodiment of the present invention
A kind of vaccine device for allocating resources 400 is also provided, described device 400 includes:
Memory 401, for storing executable instruction;
Processor 402 when for executing the executable instruction stored in the memory, realizes that the embodiment of the present invention provides
Vaccine resource allocation method.
When practical application, as shown in figure 4, the various components in described device 400 are coupled in one by bus system 403
It rises.It is understood that bus system 403 is for realizing the connection communication between these components.It includes data/address bus that bus system 403, which is removed,
Except, it further include power bus, control bus and status signal bus in addition.It, will be various in Fig. 4 but for the sake of clear explanation
Bus is all designated as bus system 403.
The embodiment of the present invention also provides a kind of storage medium, and the storage medium is stored with executable instruction, when it is described can
When executing instruction by the execution of at least one processor, vaccine resource allocation method provided in an embodiment of the present invention is realized.
In some embodiments, storage medium can be magnetic RAM (FRAM, ferromagnetic
Random access memory), read-only memory (ROM, Read Only Memory), programmable read only memory (PROM,
Programmable Read-Only Memory), Erasable Programmable Read Only Memory EPROM (EPROM, Erasable
Programmable Read-Only Memory), electrically erasable programmable read-only memory (EEPROM, Electrically
Erasable Programmable Read-Only Memory), flash memory (Flash Memory), magnetic surface storage
The memories such as device, CD or CD-ROM (CD-ROM, Compact Disc Read-Only Memory);Be also possible to include
The various equipment of one of above-mentioned memory or any combination.
In some embodiments, executable instruction can use program, software, software module, the form of script or code,
By any form of programming language (including compiling or interpretative code, or declaratively or process programming language) write, and its
It can be disposed by arbitrary form, including be deployed as independent program or be deployed as module, component, subroutine or be suitble to
Calculate other units used in environment.
As an example, executable instruction can with but not necessarily correspond to the file in file system, can be stored in
A part of the file of other programs or data is saved, for example, being stored in hypertext markup language (HTML, Hyper Text
Markup Language) in one or more scripts in document, it is stored in the single file for being exclusively used in discussed program
In, alternatively, being stored in multiple coordinated files (for example, the file for storing one or more modules, subprogram or code section).
As an example, executable instruction can be deployed as executing in a calculating equipment, or it is being located at one place
Multiple calculating equipment on execute, or, be distributed in multiple places and by multiple calculating equipment of interconnection of telecommunication network
Upper execution.
It should be understood that it should be understood that " first ", " second " etc. are to be used to distinguish similar objects, without
It is used to describe a particular order or precedence order.
In addition, between technical solution documented by the embodiment of the present invention, it in the absence of conflict, can be in any combination.
The foregoing is only a preferred embodiment of the present invention, is not intended to limit the scope of the present invention.
Claims (10)
1. a kind of configuration method of vaccine resource, which is characterized in that the described method includes:
Obtain the first data;First data include at least: all of vaccine inoculation recording are provided in unit to be configured
The attribute data of baby and child;
Using first data, the second data are determined;Second data include at least: unit to be configured is in the time to be configured
Need to carry out all babies and the attribute data of child of vaccine inoculation in section;
Data based on second data and the first reference database determine the unit to be configured in the time to be configured
The first vaccine source configuration data in section;First reference database stores the third data and history of unit to be configured
Vaccine source configuration data;The third data include at least: the history baby for having carried out vaccine inoculation and the attribute number of child
According to;
Vaccine resource distribution is carried out to the unit to be configured using the first vaccine source configuration data.
2. the method according to claim 1, wherein described be based on second data and the first reference database
Data, determine first vaccine source configuration data of the unit to be configured within the period to be configured, comprising:
The first model is established using the third data and the history vaccine source configuration data;
Second data are inputted into first model, obtain the first vaccine source configuration data.
3. determining the second data the method according to claim 1, wherein described utilize first data, wrap
It includes:
Obtain the attribute data of the pregnant woman of the unit affiliated area to be configured;
Based on the attribute data of the pregnant woman, determine that unit to be configured increases the attribute data of baby newly within the period to be configured;
According to the attribute data of the newly-increased baby and first data, the second data are determined.
4. the method according to claim 1, wherein being based on second data and the first reference data described
The data in library, after determining the first vaccine source configuration data of the unit to be configured within the period to be configured, institute
State method further include:
Obtain the home address of all babies and child in the address information data and second data of the unit to be configured
Information data;
Utilize the home address of all babies and child in the address information data of the unit to be configured and second data
Information data is modified the first vaccine source configuration data, obtains the second vaccine source configuration data;
Vaccine resource distribution is carried out to the unit to be configured using the second vaccine source configuration data.
5. the method according to claim 1, wherein the method also includes:
The first vaccine source configuration data is presented in table form.
6. a kind of configuration device of vaccine resource characterized by comprising
Acquiring unit, for obtaining the first data;First data include at least: being provided with vaccine in unit to be configured and connect
All babies of kind record and the attribute data of child;
First determination unit determines the second data for utilizing first data;Second data include at least: wait match
Set all babies and the attribute data of child that unit needs to carry out within the period to be configured vaccine inoculation;
Second determination unit determines the list to be configured for the data based on second data and the first reference database
First vaccine source configuration data of the position within the period to be configured;First reference database stores list to be configured
The third data and history vaccine source configuration data of position;The third data include at least: having carried out the history of vaccine inoculation
The attribute data of baby and child;
Configuration unit is matched for carrying out vaccine resource to the unit to be configured using the first vaccine source configuration data
It sets.
7. device according to claim 6, which is characterized in that second determination unit is used for:
The first model is established using the third data and the history vaccine source configuration data;
Second data are inputted into first model, obtain the first vaccine source configuration data.
8. device according to claim 6, which is characterized in that first determination unit is used for:
Obtain the attribute data of the pregnant woman of the unit affiliated area to be configured;
Based on the attribute data of the pregnant woman, determine that unit to be configured increases the attribute data of baby newly within the period to be configured;
According to the attribute data of the newly-increased baby and first data, the second data are determined.
9. a kind of vaccine device for allocating resources characterized by comprising processor and for store can run on a processor
Executable instruction memory, wherein the processor for run the executable instruction when, perform claim require 1 to 5
The step of any one the method.
10. a kind of computer readable storage medium, is stored thereon with executable instruction, which is characterized in that the executable instruction
The step of any one of claim 1 to 5 the method is realized when being executed by processor.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910727529.6A CN110503320B (en) | 2019-08-07 | 2019-08-07 | Vaccine resource allocation method, device and storage medium |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910727529.6A CN110503320B (en) | 2019-08-07 | 2019-08-07 | Vaccine resource allocation method, device and storage medium |
Publications (2)
Publication Number | Publication Date |
---|---|
CN110503320A true CN110503320A (en) | 2019-11-26 |
CN110503320B CN110503320B (en) | 2023-04-07 |
Family
ID=68587059
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201910727529.6A Active CN110503320B (en) | 2019-08-07 | 2019-08-07 | Vaccine resource allocation method, device and storage medium |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN110503320B (en) |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114496198A (en) * | 2022-04-06 | 2022-05-13 | 成都秦川物联网科技股份有限公司 | Smart city vaccine scheduling method and system based on Internet of things |
CN116137181A (en) * | 2023-03-09 | 2023-05-19 | 河北省疾病预防控制中心 | Vaccination command scheduling method and system |
CN117474364A (en) * | 2023-12-12 | 2024-01-30 | 广东迈科医学科技股份有限公司 | Safety management method and system for vaccine storage and transportation |
Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20060218010A1 (en) * | 2004-10-18 | 2006-09-28 | Bioveris Corporation | Systems and methods for obtaining, storing, processing and utilizing immunologic information of individuals and populations |
US20090018871A1 (en) * | 2005-06-30 | 2009-01-15 | Essig John R | Consumer-driven pre-production vaccine reservation system and methods of using a vaccine reservation system |
CN104318355A (en) * | 2014-10-11 | 2015-01-28 | 广东省生物制品与药物研究所 | Vaccine clinical trial management method and system |
CN105045243A (en) * | 2015-08-05 | 2015-11-11 | 同济大学 | Semiconductor production line dynamic scheduling device |
US20160232494A1 (en) * | 2013-12-12 | 2016-08-11 | The Institute Of Medical Science And Research | Vaccine scheduling device, vaccine scheduling program, and computer-readable recording medium storing such program |
CN108428024A (en) * | 2018-06-08 | 2018-08-21 | 重庆科技学院 | Unconventional accident emergency resources Decision of Allocation optimization method under uncertain information |
CN109146264A (en) * | 2018-08-02 | 2019-01-04 | 吉林财经大学 | A kind of configuration method and system of vaccine resource |
CN109242327A (en) * | 2018-09-20 | 2019-01-18 | 姜龙训 | vaccine management system |
CN109671489A (en) * | 2018-10-30 | 2019-04-23 | 厦门理工学院 | A kind of vaccine intelligent memory system and device |
-
2019
- 2019-08-07 CN CN201910727529.6A patent/CN110503320B/en active Active
Patent Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20060218010A1 (en) * | 2004-10-18 | 2006-09-28 | Bioveris Corporation | Systems and methods for obtaining, storing, processing and utilizing immunologic information of individuals and populations |
US20090018871A1 (en) * | 2005-06-30 | 2009-01-15 | Essig John R | Consumer-driven pre-production vaccine reservation system and methods of using a vaccine reservation system |
US20160232494A1 (en) * | 2013-12-12 | 2016-08-11 | The Institute Of Medical Science And Research | Vaccine scheduling device, vaccine scheduling program, and computer-readable recording medium storing such program |
CN104318355A (en) * | 2014-10-11 | 2015-01-28 | 广东省生物制品与药物研究所 | Vaccine clinical trial management method and system |
CN105045243A (en) * | 2015-08-05 | 2015-11-11 | 同济大学 | Semiconductor production line dynamic scheduling device |
CN108428024A (en) * | 2018-06-08 | 2018-08-21 | 重庆科技学院 | Unconventional accident emergency resources Decision of Allocation optimization method under uncertain information |
CN109146264A (en) * | 2018-08-02 | 2019-01-04 | 吉林财经大学 | A kind of configuration method and system of vaccine resource |
CN109242327A (en) * | 2018-09-20 | 2019-01-18 | 姜龙训 | vaccine management system |
CN109671489A (en) * | 2018-10-30 | 2019-04-23 | 厦门理工学院 | A kind of vaccine intelligent memory system and device |
Non-Patent Citations (3)
Title |
---|
RUEY-KEI CHIU等: "A forecasting model for deciding annual vaccine demand", 《2008 FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION》 * |
SHYUE-PING CHI等: "A forecasting and allocation model for vaccine resource demand", 《 INTERNATIONAL JOURNAL OF BUSINESS AND SYSTEMS RESEARCH》 * |
姜晓飞等: "国内外国家免疫规划疫苗需求量预测方法综述", 《中国疫苗和免疫》 * |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114496198A (en) * | 2022-04-06 | 2022-05-13 | 成都秦川物联网科技股份有限公司 | Smart city vaccine scheduling method and system based on Internet of things |
US11756678B1 (en) | 2022-04-06 | 2023-09-12 | Chengdu Qinchuan Iot Technology Co., Ltd. | Methods and systems for scheduling vaccines in smart cities based on internet of things (IoT) |
CN116137181A (en) * | 2023-03-09 | 2023-05-19 | 河北省疾病预防控制中心 | Vaccination command scheduling method and system |
CN116137181B (en) * | 2023-03-09 | 2023-09-05 | 河北省疾病预防控制中心 | Vaccination command scheduling method and system |
CN117474364A (en) * | 2023-12-12 | 2024-01-30 | 广东迈科医学科技股份有限公司 | Safety management method and system for vaccine storage and transportation |
Also Published As
Publication number | Publication date |
---|---|
CN110503320B (en) | 2023-04-07 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
White et al. | Integrated modelling of population, employment and land-use change with a multiple activity-based variable grid cellular automaton | |
CN110503320A (en) | Vaccine resource allocation method, device and storage medium | |
Heckbert et al. | Agent‐based modeling in ecological economics | |
Siniff et al. | A simulation model of animal movement patterns | |
McKee et al. | Locally adaptive, spatially explicit projection of US population for 2030 and 2050 | |
CN106372044B (en) | A method of based on the typing dimension XBRL report of report generation | |
CN110232584A (en) | Parking lot site selecting method, device, computer readable storage medium and terminal device | |
Geertman et al. | Spatial‐temporal specific neighbourhood rules for cellular automata land‐use modelling | |
Zhang et al. | Two-stage stochastic chance-constrained fractional programming model for optimal agricultural cultivation scale in an arid area | |
Jayawarsa et al. | Is It Important To Manage And Identify Village Wealth As A First Step To Becoming A Village Sustainability | |
CN109118162A (en) | Declare the checking method and device of information | |
Santibáñez et al. | Fraser Health uses mathematical programming to plan its inpatient hospital network | |
Inceyol et al. | Comparison of traditional method and genetic algorithm optimization in the land reallocation stage of land consolidation | |
Buchadas et al. | Assessing the potential delivery of ecosystem services by farmlands under contrasting management intensities | |
Mielczarek | Combining simulation techniques to understand demographic dynamics and forecast hospital demands | |
US11341546B2 (en) | Bid tool optimization | |
US20170061347A1 (en) | Computerized system and method for predicting quantity levels of a resource | |
Rahmat et al. | A multi-model approach to assess the relative weights and sensitivities of the factors of regional competitiveness. | |
CN111652744B (en) | Health insurance product configuration method, device, medium and equipment | |
Meister | Contribution to agent-based demand optimization in a multi-agent transport simulation | |
Araújo Júnior et al. | Meta-heuristic clonal selection algorithm for optimization of forest planning | |
Miro | Integrating institutional and local decision-making with emergent environmental phenomena: The case of the Republican River Basin | |
Farkas et al. | Future prospects of land cover change in Hungary: Modelling and forecasts | |
Sowunmi | School production variables and internal efficiency of public and private junior secondary schools in Oyo State | |
JP3229773U (en) | Notebook for calculating lifetime income and expenditure |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |