A method, device, electronic device and storage medium for the site selection and planning of elderly care facilities
By grid division and data collection of urban areas, the elderly care facilities demand and target increments of each grid area are automatically calculated, and the planning is carried out in combination with spatial suitability, the problems of low efficiency and limited rationality of elderly care facilities site selection planning are solved, and a more efficient and reasonable layout of elderly care facilities is achieved.
Patent Information
- Application Number
- CN202411153553.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-08-21
- Publication Date
- 2025-06-27
- Estimated Expiration
- 2044-08-21
AI Technical Summary
In urban planning, the site selection and planning of elderly care facilities is inefficient and the rationality of the plan is limited by the experience of planners, making it difficult to meet the elderly care needs brought about by population aging.
By grid division of the planned areas, historical population information, existing elderly care facilities information, distribution information of elderly care facilities, distribution information of traffic facilities and environmental impact facilities are obtained, and the bed demand and target increase of elderly care facilities in each grid area are automatically calculated, and the spatial suitability is planned to determine the distribution grid and number of beds of newly added elderly care facilities.
It improves the efficiency of the site selection planning of elderly care facilities and the rationality of the planning plan, ensures that the construction of elderly care facilities can meet future elderly care needs, and reduces the dependence on the experience of planners.
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Figure CN118941051B_ABST
Abstract
Description
Technical Field
[0001] The present application relates to the technical field of urban planning, and more specifically, to a method, device, electronic device, and storage medium for the site selection and planning of elderly care facilities. Background Art
[0002] With the accelerating development of population aging, the shortage of elderly care facilities (such as nursing homes, senior apartments, day care centers for the elderly, home-based elderly care service centers, etc.) has become an increasingly prominent social problem. Therefore, improving the construction of elderly care facilities has become one of the key points in urban planning work.
[0003] In urban planning work, when selecting the site for elderly care facilities, multiple factors such as the characteristics of population distribution, the distribution of elderly care facilities, traffic convenience, and environmental suitability need to be considered. Generally, it relies on planners to make plans based on experience, which not only has low efficiency, but also the rationality of the planning scheme is limited by the experience of the planners, resulting in poor rationality of the planning scheme. Summary of the Invention
[0004] The purpose of the present application is to provide a method, device, electronic device, and storage medium for the site selection and planning of elderly care facilities, which can improve the planning efficiency of the site selection and planning of elderly care facilities and the rationality of the planning scheme.
[0005] In a first aspect, the present application provides a method for the site selection and planning of elderly care facilities, including the steps of:
[0006] A1. Divide the area to be planned into grid areas to obtain a plurality of grid areas;
[0007] A2. Obtain the historical population information, existing elderly care facility information, distribution information of elderly care supporting facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities of the area to be planned;
[0008] A3. Calculate the demand for elderly care facility beds in each grid area after a preset time according to the historical population information;
[0009] A4. Calculate the target increment of elderly care facility beds in each grid area according to the existing elderly care facility information and the demand for elderly care facility beds;
[0010] A5. Calculate the spatial suitability of each grid area according to the distribution information of elderly care supporting facilities, the distribution information of transportation facilities, and the distribution information of environmental impact facilities;
[0011] A6. Plan the distribution grid and the corresponding number of beds of new elderly care facilities according to the target increment of elderly care facility beds and the spatial suitability of each grid area.
[0012] The method for site selection and planning of the elderly care facility, after dividing the planned area into grids, automatically determines the distribution grids of the beds for newly added elderly care facilities and the corresponding number of beds according to the historical population information, existing elderly care facility information, distribution information of elderly care supporting facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities in each grid area, without the need for manual planning. The rationality of the planning scheme is no longer limited by the experience of planners, thereby improving the planning efficiency of the site selection and planning of elderly care facilities and the rationality of the planning scheme.
[0013] Preferably, the historical population information includes the total population quantity of the planned area in multiple historical years, the quantity of elderly people in the planned area, and the population distribution location information of the planned area;
[0014] Step A3 includes:
[0015] A301. According to the total population quantity of the planned area, the quantity of elderly people in the planned area, and the population distribution location information of the planned area in each historical year, count the total population quantity of each grid area and the quantity of elderly people in each grid area in each historical year;
[0016] A302. According to the total population quantity of each grid area and the quantity of elderly people in each grid area in each historical year, predict the quantity of elderly people in each grid area after a preset time;
[0017] A303. Calculate the demand for beds in elderly care facilities in each grid area after a preset time according to the quantity of elderly people in each grid area after a preset time.
[0018] Since the population distribution will change over time and the construction of elderly care facilities requires a certain period, if only the current population distribution is considered when conducting the site selection and planning of elderly care facilities, it is difficult to ensure that the elderly care needs at that time can be met after the completion of the construction of elderly care facilities, resulting in a relatively low rationality of the planning scheme; here, by predicting the future distribution of elderly people and conducting the site selection and planning of elderly care facilities according to the future distribution of elderly people, it is ensured that the elderly care needs at that time can be met after the completion of the construction of elderly care facilities, thereby improving the rationality of the planning scheme.
[0019] Preferably, the existing elderly care facility information includes the types of each existing elderly care facility, the locations of each existing elderly care facility, and the number of beds in each existing elderly care facility;
[0020] Step A4 includes:
[0021] A401. Determine the influence areas of each existing elderly care facility according to the types of each existing elderly care facility and the locations of each existing elderly care facility;
[0022] A402. Calculate the existing stock of elderly care facility beds in each of the grid areas based on the influence areas of the existing elderly care facilities and the number of beds in each of the existing elderly care facilities;
[0023] A403. Calculate the target increment of elderly care facility beds in each of the grid areas based on the demand for elderly care facility beds and the existing stock of elderly care facility beds in each of the grid areas.
[0024] Various types of elderly care facilities have different influence areas. When the elderly population within the influence area selects an elderly care facility, there is a high probability that they will choose the elderly care facility corresponding to that influence area. Generally, the scope of the influence area is larger than that of a single grid area. If only the beds of the existing elderly care facilities are regarded as the existing stock of elderly care facility beds in the single grid area where the existing elderly care facility is located, it does not conform to the actual usage situation, thus affecting the rationality of the final planning result.
[0025] Preferably, the distribution information of elderly care facilities includes the types of each elderly care facility and the locations of each elderly care facility;
[0026] The distribution information of transportation facilities includes the types of each transportation facility and the locations of each transportation facility;
[0027] The distribution information of environmental impact facilities includes the types of each environmental impact facility and the locations of each environmental impact facility.
[0028] Preferably, step A5 includes:
[0029] A501. Based on the types of each elderly care facility and the locations of each elderly care facility, count the types and quantities of elderly care facilities in each of the grid areas to calculate the perfection degree of elderly care facilities in each of the grid areas;
[0030] A502. Based on the types of each transportation facility and the locations of each transportation facility, count the types and quantities of transportation facilities in each of the grid areas to calculate the transportation convenience in each of the grid areas;
[0031] A503. Based on the types of each environmental impact facility and the locations of each environmental impact facility, count the types and quantities of environmental impact facilities in each of the grid areas to calculate the environmental suitability in each of the grid areas;
[0032] A504. Calculate the spatial suitability of each of the grid areas based on the perfection degree of elderly care facilities, the transportation convenience, and the environmental suitability in each of the grid areas.
[0033] Preferably, the target increment of elderly care facility beds includes the bed increment of at least one type of newly added elderly care facility;
[0034] Step A6 includes successively taking various newly added elderly care facilities as target facilities and performing the following:
[0035] B1. Establish a first tabu list and initialize the first tabu list to be empty;
[0036] B2. Perform a descending order sorting on each of the grid regions that are not in the first tabu list according to the spatial suitability;
[0037] B3. Select the grid region ranked first in the sorting that is not in the first tabu list as a distribution grid of the target facility;
[0038] B4. Determine the influence area of the target facility according to the position of the distribution grid and the type of the target facility, and use the grid regions that are not in the first tabu list within the influence area of the target facility as effective influence grids;
[0039] B5. Determine the number of beds of the target facility in the distribution grid according to the bed increment of the target facility corresponding to each of the effective influence grids, and add the effective influence grids to the first tabu list;
[0040] B6. Judge whether a preset end condition is satisfied according to the first tabu list. If it is satisfied, end the planning; otherwise, return to execute step B2.
[0041] Preferably, the target bed increment of the elderly care facility includes the bed increment of at least one type of newly added elderly care facility;
[0042] Step A6 includes successively taking various newly added elderly care facilities as target facilities and performing the following:
[0043] Based on the ant colony algorithm, perform the planning of the distribution grid and the corresponding number of beds of the target facility according to the bed increment of the target facility corresponding to each of the grid regions and the spatial suitability.
[0044] In a second aspect, the present application provides an elderly care facility site selection and planning device, including:
[0045] A grid division module, configured to perform grid division on the area to be planned to obtain a plurality of grid regions;
[0046] An acquisition module, configured to acquire the historical population information, existing elderly care facility information, distribution information of supporting elderly care facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities of the area to be planned;
[0047] A bed demand calculation module, configured to calculate the demand for elderly care facility beds in each of the grid regions after a preset time according to the historical population information;
[0048] A bed increment calculation module, configured to calculate the target increment of the beds in each grid area according to the existing pension facility information and the demand for beds in pension facilities;
[0049] A spatial suitability calculation module, configured to calculate the spatial suitability of each grid area according to the distribution information of elderly care facilities, the distribution information of transportation facilities, and the distribution information of environmental impact facilities;
[0050] A planning module, configured to plan the distribution grid of newly added pension facilities and the corresponding number of beds according to the target increment of the beds in each grid area and the spatial suitability.
[0051] In a third aspect, the present application provides an electronic device, including a processor and a memory. The memory stores a computer program executable by the processor. When the processor executes the computer program, it runs the steps in the pension facility site selection and planning method described above.
[0052] In a fourth aspect, the present application provides a computer-readable storage medium, on which a computer program is stored. When the computer program is executed by a processor, it runs the steps in the pension facility site selection and planning method described above.
[0053] Beneficial effects: The pension facility site selection and planning method, device, electronic device, and storage medium provided by the present application, after dividing the area to be planned into grids, automatically determine the distribution grid of newly added pension facility beds and the corresponding number of beds according to the historical population information, existing pension facility information, distribution information of elderly care facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities in each grid area, without the need for manual planning. The rationality of the planning scheme is no longer limited by the experience of planners, thereby improving the planning efficiency of pension facility site selection and the rationality of the planning scheme. Description of the Drawings
[0054] Figure 1 It is a flowchart of the pension facility site selection and planning method provided by an embodiment of the present application.
[0055] Figure 2 It is a schematic structural diagram of the pension facility site selection and planning device provided by an embodiment of the present application.
[0056] Figure 3 It is a schematic structural diagram of the electronic device provided by an embodiment of the present application.
[0057] Figure 4 It is a schematic diagram of the affected area.
[0058] Label description: 1. Mesh division module; 2. Acquisition module; 3. Bed demand calculation module; 4. Bed increment calculation module; 5. Space suitability calculation module; 6. Planning module; 301. Processor; 302. Memory; 303. Communication bus. Detailed implementation manners
[0059] The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present application. Obviously, the described embodiments are only a part of the embodiments of the present application, rather than all the embodiments. Components of the embodiments of the present application described and illustrated in the accompanying drawings here can be arranged and designed in various different configurations. Therefore, the following detailed description of the embodiments of the present application provided in the accompanying drawings is not intended to limit the scope of the present application claimed, but merely represents selected embodiments of the present application. All other embodiments obtained by those skilled in the art based on the embodiments of the present application without creative efforts belong to the scope of protection of the present application.
[0060] It should be noted that similar reference numerals and letters indicate similar items in the following drawings. Therefore, once an item is defined in one drawing, it does not need to be further defined and explained in subsequent drawings. At the same time, in the description of the present application, terms such as "first" and "second" are only used for distinguishing descriptions and cannot be understood as indicating or implying relative importance.
[0061] Please refer to Figure 1 , Figure 1 which is a method for site selection and planning of pension facilities in some embodiments of the present application, including the steps:
[0062] A1. Divide the area to be planned into grids to obtain multiple grid areas;
[0063] A2. Obtain the historical population information, existing pension facility information, distribution information of supporting elderly facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities in the area to be planned;
[0064] A3. Calculate the bed demand of pension facilities in each grid area after a preset time according to the historical population information;
[0065] A4. Calculate the target increment of the bed of pension facilities in each grid area according to the existing pension facility information and the bed demand of pension facilities;
[0066] A5. Calculate the space suitability of each grid area according to the distribution information of supporting elderly facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities;
[0067] A6. According to the target increment of the beds in the elderly care facilities in each grid area and the spatial suitability, plan the distribution grids of the newly added elderly care facilities and the corresponding number of beds.
[0068] After the grid division of the area to be planned, the location planning method of the elderly care facilities automatically determines the distribution grids of the beds in the newly added elderly care facilities and the corresponding number of beds according to the historical population information, existing elderly care facility information, distribution information of elderly care supporting facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities in each grid area, without the need for manual planning. The rationality of the planning scheme is no longer limited by the experience of the planners, thus improving the planning efficiency of the location planning of the elderly care facilities and the rationality of the planning scheme.
[0069] Among them, the area to be planned, that is, the target area for the location planning of the elderly care facilities, can be an urban area, a sub - district area under a city, or a street area, etc.
[0070] Among them, in step A1, when dividing the grid of the area to be planned, the minimum circumscribed rectangle of the area to be planned can be generated first, and then the minimum circumscribed rectangle is divided into grids. Then, the grid areas that do not contain the parts located within the area to be planned are marked as invalid grid areas, and the grid areas that are at least partially located within the area to be planned are marked as valid grid areas.
[0071] Specifically, the minimum circumscribed rectangle is divided into grids by horizontal grid lines and vertical grid lines. The horizontal grid lines are parallel to the long side of the minimum circumscribed rectangle, and the vertical grid lines are parallel to the short side of the minimum circumscribed rectangle. The divided grid areas are square areas with the same size. Among them, the side length of the grid area can be preset according to actual needs, but it is necessary to ensure that the side length of the grid area is less than the influence diameter of various elderly care facilities (the influence diameter of the elderly care facilities is the diameter of the circular influence range centered on the elderly care facilities. The probability that the elderly population within the circular influence range of the elderly care facilities chooses to use this elderly care facility is greater than the probability of using the same type of elderly care facilities outside the circular influence range; the influence diameters of various elderly care facilities can be obtained through data statistics, and the influence diameters of different types of elderly care facilities may be different. For example, the influence diameters of nursing homes and elderly apartments are 2000m, and the influence diameters of day care centers for the elderly and home - based elderly care service centers are 1000m, but not limited to this); when the side line of the minimum circumscribed rectangle is not an integer multiple of the preset side length of the grid area, the side line of the minimum circumscribed rectangle can be increased to an integer multiple of the preset side length of the grid area before grid division.
[0072] Among them, the historical population information includes the total population quantity, the elderly population quantity, and the population distribution location information of the planned area in multiple historical years (the specific number of historical years can be set according to actual needs). Among them, the starting age standard for the elderly is determined according to the relevant regulations of the region where the planned area is located. For example, the starting age standard is 60 years old (that is, the population aged 60 and above is the elderly population), but it is not limited to this.
[0073] Among them, the existing elderly care facility information includes the types of each existing elderly care facility (that is, the elderly care facilities currently in use), the locations of each existing elderly care facility, and the number of beds in each existing elderly care facility. Among them, the types of elderly care facilities include at least one of nursing homes, elderly apartments, day care centers for the elderly, and home-based elderly care service centers, etc., but it is not limited to this. Among them, the number of beds in this article does not refer to the number of beds provided for the elderly in a narrow sense in elderly care facilities, but generally refers to the number of places where elderly care services can be provided in elderly care facilities; for example, for nursing homes and elderly apartments, since accommodation services are provided, the number of beds is equal to the number of beds provided for the elderly (the number of these beds is the number of places where the corresponding elderly care facility can provide elderly care services); for day care centers for the elderly and home-based elderly care service centers, since accommodation services are not provided, the number of beds is equal to the number of places where elderly care services can be provided.
[0074] Among them, the distribution information of elderly care supporting facilities includes the types of each elderly care supporting facility and the locations of each elderly care supporting facility. The types of elderly care supporting facilities include at least one of medical facilities, cultural facilities (such as activity venues for various cultural and sports activities provided for the elderly in places like the elderly's home, etc., to provide a communication platform for the elderly), elderly education facilities (such as institutions like senior universities that provide education for the elderly to enrich the spiritual life of the elderly), and public recreation facilities (such as parks, squares, etc.), etc., but it is not limited to this.
[0075] Among them, the distribution information of transportation facilities includes the types of each transportation facility and the locations of each transportation facility. The types of transportation facilities include at least one of high-speed and expressways, main roads, and public transportation facilities (such as bus stops, subway stations, etc.), etc., but it is not limited to this.
[0076] Among them, the environmental impact facility distribution information includes the types of each environmental impact facility and the locations of each environmental impact facility. The types of environmental impact facilities include at least one of industrial facilities, logistics facilities, hazardous facilities (such as gas facilities, power supply facilities, sewage treatment facilities, etc.), primary schools, and kindergartens, but are not limited thereto. It should be noted that the environmental impact facilities here do not mean that the corresponding facilities have an impact on the natural environment, but rather that the environment where the corresponding facilities are located has an impact on the personal safety and physical and mental health of the elderly population. For example, industrial facilities are likely to produce pollution and affect the physical health of the elderly population, the noise of logistics facilities will affect the physical health of the elderly population, hazardous facilities are likely to endanger the personal safety of the elderly population, and there are more children gathered near primary schools and kindergartens. The vitality of children can enable the elderly population to live a more positive life, thus contributing to the mental health of the elderly population.
[0077] Specifically, step A3 includes:
[0078] A301. According to the total population quantity, the elderly population quantity, and the population distribution location information of the planned area in each historical year, count the total population quantity of each grid area and the elderly population quantity of each grid area in each historical year;
[0079] A302. According to the total population quantity of each grid area and the elderly population quantity of each grid area in each historical year, predict the elderly population quantity of each grid area after a preset time;
[0080] A303. Calculate the demand for elderly care facility beds in each grid area after a preset time according to the elderly population quantity of each grid area after a preset time.
[0081] Since the population distribution will change over time and the construction of elderly care facilities requires a certain period, if only the current population distribution is considered when planning the location of elderly care facilities, it will be difficult to ensure that the elderly care needs can be met after the construction of elderly care facilities is completed, resulting in a relatively low rationality of the planning scheme; here, by predicting the future elderly population distribution and planning the location of elderly care facilities according to the future elderly population distribution, it is ensured that the elderly care facilities can meet the elderly care needs at that time after completion, thereby improving the rationality of the planning scheme.
[0082] Among them, in step A301, for invalid grid areas, the total population quantity of each grid area and the elderly population quantity of each grid area in each historical year are both set to zero. Thus, the predicted elderly population quantity and the demand for elderly care facility beds in invalid grid areas after a preset time are both zero.
[0083] Among them, in step A302, based on the total population and the elderly population in each grid area for each historical year, the one-variable linear regression analysis method and / or the Malthusian population model can be used to predict the elderly population in each grid area after a preset time. Using the one-variable linear regression analysis method and the Malthusian population model to predict the elderly population is a prior art. Among them, the prediction formula for using the one-variable linear regression analysis method to predict the elderly population is: , where t is time, is the elderly population in the i-th grid area corresponding to time t, , are both regression parameters of the i-th grid area (obtained by analyzing the total population and the elderly population in the i-th grid area for each historical year through the one-variable linear regression analysis method); the prediction formula for using the Malthusian population model to predict the elderly population is: , is the proportionality parameter of the i-th grid area, is the exponential parameter of the i-th grid area ( and are obtained by analyzing the total population and the elderly population in the i-th grid area for each historical year through the Malthusian population model), is the base of the natural logarithm.
[0084] When using the one-variable linear regression analysis method and the Malthusian population model to predict the elderly population in each grid area after a preset time, the one-variable linear regression analysis method and the Malthusian population model can be used to predict the elderly population in each grid area after a preset time respectively, and then the average value of the prediction result of the elderly population by the one-variable linear regression analysis method and the prediction result of the elderly population by the Malthusian population model in the same grid area can be calculated as the elderly population in the corresponding grid area after a preset time.
[0085] Among them, the preset time can be set according to actual needs, generally 5 years, but not limited to this.
[0086] Among them, the demand for elderly care facility beds includes the demand for beds in various elderly care facilities. In step A303, the following formula can be used to calculate the demand for elderly care facility beds in each grid area after a preset time: ;
[0087] Among them, is the demand for beds of the j-th type of elderly care facility in the i-th grid area after a preset time, is the elderly population in the i-th grid area after a preset time, $p_j$ is the demand ratio for the $j$-th type of elderly care facility (which reflects the proportion of the number of residents who are willing to choose this type of elderly care facility for elderly care in the total population in the planned area, and this demand ratio can be determined through questionnaire surveys), and $m$ is the total number of types of elderly care facilities (for example, when the types of elderly care facilities only include nursing homes, elderly apartments, day care centers for the elderly, and home-based elderly care service centers, $m = 4$).
[0088] Specifically, step A4 includes:
[0089] A401. Determine the influence area of each existing elderly care facility according to the type and location of each existing elderly care facility;
[0090] A402. Calculate the existing stock of elderly care facility beds in each grid area according to the influence area of each existing elderly care facility and the number of beds in each existing elderly care facility;
[0091] A403. Calculate the target increment of elderly care facility beds in each grid area according to the demand for elderly care facility beds and the existing stock of elderly care facility beds in each grid area.
[0092] Each type of elderly care facility has a different influence area. When the elderly population in the influence area selects an elderly care facility, there is a high probability of choosing the elderly care facility corresponding to this influence area. Generally, the scope of the influence area is larger than the scope of a single grid area. If only the beds of the existing elderly care facility are regarded as the existing stock of elderly care facility beds in the single grid area where the existing elderly care facility is located, it does not conform to the actual usage situation, thus affecting the rationality of the final planning result.
[0093] Among them, step A401 includes successively taking each existing elderly care facility as the target existing elderly care facility and executing:
[0094] Determine the grid area where the target existing elderly care facility is located according to the location of the target existing elderly care facility as the central grid;
[0095] Obtain the influence diameter of the target existing elderly care facility according to the type of the target existing elderly care facility; for example, query the corresponding influence diameter from the influence diameter query table according to the type of the target existing elderly care facility. The influence diameter query table records the influence diameters of various types of elderly care facilities (the influence diameters of various types of elderly care facilities are obtained through data statistics in advance);
[0096] Determine the equivalent influence range of the target existing elderly care facility according to the central grid and the influence diameter of the target existing elderly care facility; the equivalent influence range of the target existing elderly care facility refers to a circular area with the center point of the central grid as the center and the influence diameter of the target existing elderly care facility as the diameter;
[0097] Determine a characteristic square area that is concentric with the equivalent influence range of the existing pension facility for the target, and use the area composed of the effective grid areas within this characteristic square area as the influence area of the existing pension facility for the target; the characteristic square area is a square area that meets the following conditions:
[0098] Condition 1: The center point of the characteristic square area coincides with the center of the circle of the equivalent influence range of the existing pension facility for the target;
[0099] Condition 2: The side length of the characteristic square area is an odd multiple of the side length of a single grid area;
[0100] Condition 3, , is half of the influence diameter of the existing pension facility for the target, is half of the diagonal length of the characteristic square area, is the side length of a single grid area.
[0101] For all effective grid areas within the characteristic square area, they are all at least partially located within the corresponding equivalent influence range. For example, Figure 4 In, grid area A is the grid area where an existing pension facility for a target is located. Thus, grid area A is the central grid of the existing pension facility for the target, circular area y1 is the equivalent influence range of the existing pension facility for the target, and square F1 is the characteristic square area (the effective grid areas at the four corners within this square F1 are partially located within circular area y1, and other effective grid areas are all located within circular area y1).
[0102] Among them, the bed stock of pension facilities includes the bed stock of various types of pension facilities. Step A402 includes:
[0103] Calculate the bed stock of the corresponding type of pension facilities in each grid area brought by each existing pension facility according to the following formula: ;
[0104] Among them, is the bed stock of the corresponding type of pension facilities (i.e., the pension facility type to which the i-th existing pension facility belongs) in the j-th grid area brought by the i-th existing pension facility, is the number of beds of the i-th existing pension facility, is the number of grid areas (effective grid areas) within the influence area of the i-th existing pension facility, is the influence area of the i-th existing pension facility, indicates that the j-th grid area belongs to the grid areas within the influence area of the i-th existing pension facility, indicates that the j-th grid area does not belong to the grid areas within the influence area of the i-th existing pension facility;
[0105] Calculate the bed stock of various old facilities in each grid area according to the following formula: ;
[0106] Wherein, is the bed stock of the k-th type of old facility in the j-th grid area, is the total number of existing old facilities belonging to the k-th type of elderly care facility, is the bed stock of the corresponding type of old facility (i.e., the k-th type of old facility) in the j-th grid area brought by the i-th existing old facility belonging to the k-th type of elderly care facility.
[0107] Among them, the target increment of the beds in elderly care facilities includes the target increment of the beds in various elderly care facilities. Step A403 includes calculating the target increment of the beds in various elderly care facilities in each grid area according to the following formula: ;
[0108] Wherein, is the target increment of the beds of the k-th type of elderly care facility in the j-th grid area, is the demand for the beds of the k-th type of elderly care facility in the j-th grid area after a preset time.
[0109] Specifically, step A5 includes:
[0110] A501. According to the types and locations of various elderly care facilities, count the types and quantities of elderly care facilities in each grid area to calculate the perfection degree of elderly care facilities in each grid area;
[0111] A502. According to the types and locations of various transportation facilities, count the types and quantities of transportation facilities in each grid area to calculate the transportation convenience of each grid area;
[0112] A503. According to the types and locations of various environmental impact facilities, count the types and quantities of environmental impact facilities in each grid area to calculate the environmental suitability of each grid area;
[0113] A504. Calculate the spatial suitability of each grid area according to the perfection degree of elderly care facilities, transportation convenience and environmental suitability of each grid area.
[0114] Among them, in step A501, the improvement degree of the elderly care facilities in each invalid grid area is set to a preset minimum value (a preset negative value, which can be specifically set according to actual needs), and the weighted sum of the quantities of various types of elderly care facilities in each valid grid area is calculated as the improvement degree of the elderly care facilities in the corresponding valid grid area. Among them, the weight factors corresponding to various types of elderly care facilities can be determined by using the impact factor AHP weight analysis method or set manually, but not limited to this; it should be noted that for medical facilities, cultural facilities, elderly education facilities, and public recreation facilities, the more the quantity, the more beneficial it is to ensure the physical and mental health of the elderly. Therefore, the corresponding weight factors are all positive.
[0115] Among them, in step A502, the traffic convenience of each invalid grid area is set to a preset minimum value (a preset negative value, which can be specifically set according to actual needs), and the weighted sum of the quantities of various types of traffic facilities in each valid grid area is calculated as the traffic convenience of the corresponding valid grid area. Among them, the weight factors corresponding to various types of traffic facilities can be determined by using the impact factor AHP weight analysis method or set manually, but not limited to this; it should be noted that for high-speed and expressways, main roads, and public transportation facilities, the more the quantity, the more beneficial it is for travel. Therefore, the corresponding weight factors are all positive.
[0116] Among them, in step A503, the environmental suitability of each invalid grid area is set to a preset minimum value (a preset negative value, which can be specifically set according to actual needs), and the weighted sum of the quantities of various types of environmental impact facilities in each valid grid area is calculated as the environmental suitability of the corresponding valid grid area. Among them, the weight factors corresponding to various types of environmental impact facilities can be determined by using the impact factor AHP weight analysis method or set manually, but not limited to this; it should be noted that the existence of industrial facilities, logistics facilities, and dangerous facilities is not conducive to the personal safety and physical and mental health of the elderly. Therefore, the corresponding weight factors are negative, while primary schools and kindergartens are beneficial to the physical and mental health of the elderly. Therefore, the corresponding weight factors are positive.
[0117] Among them, in step A504, the weighted sum of the improvement degree of the elderly care facilities, traffic convenience, and environmental suitability of each grid area is calculated as the spatial suitability of the corresponding grid area. Among them, the weight factors of the improvement degree of the elderly care facilities, traffic convenience, and environmental suitability can be determined by using the impact factor AHP weight analysis method or set manually, but not limited to this.
[0118] Among them, the target increment of the beds in elderly care facilities includes the bed increments of at least one type of newly added elderly care facility. The newly added elderly care facility is the elderly care facility that needs to be added. The distribution grid of the newly added elderly care facility is the grid area where the newly added elderly care facility is located. The number of beds of the newly added elderly care facility in the distribution grid refers to the number of beds that the newly added elderly care facility set in the distribution grid needs to provide.
[0119] In some alternative embodiments, step A6 includes successively taking various newly added elderly care facilities as target facilities and performing the following:
[0120] B1. Establish a first tabu list and initialize the first tabu list to be empty;
[0121] B2. Sort all grid regions not in the first tabu list in descending order according to spatial suitability;
[0122] B3. Select the grid region ranked first in the sorting that is not in the first tabu list as a distribution grid for the target facility;
[0123] B4. Determine the influence area of the target facility according to the position of the distribution grid and the type of the target facility (the method for determining the influence area refers to the foregoing), and use the grid regions within the influence area of the target facility that are not in the first tabu list (as valid grid regions) as valid influence grids;
[0124] B5. Determine the number of beds of the target facility in the distribution grid according to the bed increment of the target facility corresponding to each valid influence grid, and add the valid influence grids to the first tabu list;
[0125] B6. Judge whether a preset end condition is satisfied according to the first tabu list. If it is satisfied, end the planning; otherwise, return to execute step B2.
[0126] Finally, through the above method, the distribution grids of each type of newly added elderly care facility and the bed increment in each distribution grid are obtained. After obtaining this data, planners can select the addresses of newly added elderly care facilities and design the building scale of newly added elderly care facilities according to the specific building distribution in the distribution grids; thus, this method can provide a basis for the address selection and building scale design of newly added elderly care facilities to improve the planning efficiency and the rationality of the planning results.
[0127] In some embodiments, in step B5, calculate the sum of the bed increments of the target facility corresponding to each valid influence grid as the number of beds of the target facility in the distribution grid obtained in step B3.
[0128] Sometimes, the sum of the bed increments of the target facility corresponding to each valid influence grid may be relatively large and exceed the bearing capacity of a single distribution grid. At this time, the valid influence grids can be added as distribution grids, so as to distribute the required bed increment (i.e., the sum of the bed increments of the target facility corresponding to each valid influence grid) to multiple distribution grids. Therefore, in some other embodiments, step B5 includes:
[0129] Calculate the sum of the bed increments of the target facility corresponding to each valid influence grid, denoted as the first bed increment sum z1;
[0130] If the effective influence grid only includes the distribution grid obtained in step B3, then take the first bed increment and z1 as the number of beds of the target facility in the distribution grid obtained in step B3;
[0131] If there are more than one effective influence grid and the first bed increment and z1 are not greater than the preset increment upper limit v (which can be set according to actual needs), then take the first bed increment and as the number of beds of the target facility in the distribution grid obtained in step B3;
[0132] If there are more than one effective influence grid and the first bed increment and z1 are greater than the preset increment upper limit v, then take all the effective influence grids as distribution grids, and calculate the number of beds of the target facility in each distribution grid according to the following formula: ;
[0133] Among them, is the number of beds of the target facility in the i-th distribution grid, is the spatial suitability of the i-th distribution grid, is the spatial suitability of the j-th distribution grid, and U is the number of distribution grids.
[0134] Among them, in step B6, the preset end condition is that all effective grids have been added to the first tabu list.
[0135] In some other alternative embodiments, step A6 includes sequentially taking various newly added elderly care facilities as target facilities and executing:
[0136] Based on the bed increment and spatial suitability of the target facility corresponding to each grid area, and based on the ant colony algorithm, plan the distribution grid of the target facility and the corresponding number of beds.
[0137] Specifically, it includes the steps:
[0138] C1. Initialize the pheromone concentration between each grid area and the selection probability between each grid area, and generate a second tabu list and a distribution grid set;
[0139] C2. Initialize the second tabu list and the distribution grid set to be empty;
[0140] C3. Add all invalid grid areas to the second tabu list;
[0141] C4. Randomly place a new ant into a valid grid area, take the valid grid area where the new ant is placed as the first distribution grid, determine the influence area of the first distribution grid, add the first distribution grid to the set of distribution grids, and add all valid grid areas within the influence area of the first distribution grid to the second tabu list; the influence area of a distribution grid refers to the influence area when the target facility is set in this distribution grid (thus, the influence area of the first distribution grid is the influence area when the target facility is set in the first distribution grid; the determination method of this influence area refers to the previous text).
[0142] C5. The new ant gradually selects and transfers distribution grids from valid grid areas not in the second tabu list according to the selection probabilities between valid grid areas, add all valid grid areas within the influence area of the selected distribution grid to the second tabu list, and add the selected distribution grid to the set of distribution grids until all valid grid areas are added to the second tabu list.
[0143] C6. According to the set of distribution grids and the bed increment and space suitability of the target facility corresponding to each grid area, determine the number of beds of the target facility in each distribution grid in the set of distribution grids, obtain a planning result (the planning result includes each distribution grid in the set of distribution grids and the number of beds of the target facility in each distribution grid), calculate the fitness value, and update the optimal planning result according to the fitness value.
[0144] C7. When the preset termination condition is met, end the planning of the current target facility and take the optimal planning result as the final site selection plan of the target facility; when the preset termination condition is not met, update the pheromone concentration and the selection probability between each grid area, and then return to execute step C2.
[0145] Among them, in step C1, the pheromone concentration between each grid area can be initialized to a preset concentration (which can be set according to actual needs), and the selection probability between each grid area can be initialized through the following steps:
[0146] Calculate the heuristic information between each grid area according to the following formula: ;
[0147] Among them, is the heuristic information between the i-th grid area and the j-th grid area, , are weight coefficients (which can be set according to actual needs);
[0148] Calculate the selection probability between each grid area according to the following formula: ;
[0149] Among them, is the selection probability between the i-th grid region and the j-th grid region (which represents the occurrence probability of the action of selecting the j-th grid region as the distribution grid after selecting the i-th grid region as the distribution grid), is the pheromone concentration between the i-th grid region and the j-th grid region (which represents the pheromone concentration of the action of selecting the j-th grid region as the distribution grid after selecting the i-th grid region as the distribution grid), is the pheromone concentration between the i-th grid region and the s-th grid region (which represents the pheromone concentration of the action of selecting the s-th grid region as the distribution grid after selecting the i-th grid region as the distribution grid), is the heuristic information between the i-th grid region and the s-th grid region (which represents the heuristic information value of the action of selecting the s-th grid region as the distribution grid after selecting the i-th grid region as the distribution grid), all represents the set of selectable grid regions (that is, the set of valid grid regions not in the second tabu list, indicating that the s-th grid region is a valid grid region not in the second tabu list, indicating that the j-th grid region is a valid grid region not in the second tabu list), is the heuristic factor (which can be preset according to actual needs), is the expected factor (which can be preset according to actual needs).
[0150] Among them, in step C5, when the new ant gradually selects and transfers the distribution grid from the valid grid regions not in the second tabu list according to the selection probability between the valid grid regions, it can adopt the roulette wheel mechanism to select the next valid grid region as the distribution grid according to the selection probability between the newly selected distribution grid (that is, the grid region where the new ant is currently located) and the valid grid regions not in the second tabu list, and transfer to the selected next valid grid region. Among them, the roulette wheel mechanism is a prior art and will not be elaborated here.
[0151] Among them, in step C6, according to the distribution grid set and the bed increment and space suitability of the target facilities corresponding to each grid region, determine the number of beds of the target facilities in each distribution grid of the distribution grid set to obtain a planning result, specifically including:
[0152] Establish an empty third tabu list;
[0153] Sort the distribution grids in the distribution grid set in descending order according to the space suitability;
[0154] According to the sorting order, each distribution grid in the distribution grid set is sequentially used as the selected distribution grid, and the following operations are performed: The valid grid areas within the influence area of the selected distribution grid that are not in the third taboo list are used as the assigned grids for the selected distribution grid;
[0155] Calculate the sum of the bed increments of the target facilities corresponding to the assigned grids of each distribution grid as the number of beds of the target facility in the corresponding distribution grid.
[0156] Among them, in step C6, the fitness value can be calculated according to the following formula: , where is the fitness value, S is the number of distribution grids in the distribution grid set, z is the total number of beds of the target facility in each distribution grid, is the average of the spatial suitability of the distribution grids in the distribution grid set, , are weight values (which can be set according to actual needs). Using this fitness value is beneficial to making the number of selected distribution grids smaller and the average spatial suitability larger. Thus, while meeting the bed increment of the target facility, the construction quantity of the target facility is reduced, which is beneficial to reducing the overall construction cost and the difficulty of land use planning, and is also beneficial to establishing the target facility at a location with better spatial suitability.
[0157] Among them, in step C6, when updating the optimal planning result, if the current obtained planning result is the first planning result corresponding to the target facility, then the current obtained planning result is used as the optimal planning result. Otherwise, compare the fitness value of the current obtained planning result with the fitness value of the current optimal planning result, and when the fitness value of the current obtained planning result is greater than the fitness value of the current optimal planning result, replace the current optimal planning result with the current obtained planning result as the new optimal planning result.
[0158] Among them, in step C7, the preset termination condition is: the number of ants released reaches the preset quantity threshold (which can be set according to actual needs), or the number of times the optimal planning result remains continuously unchanged reaches the preset number threshold (which can be set according to actual needs).
[0159] Among them, in step C7, the pheromone concentration between each grid area can be updated according to the following formula: ;
[0160] Among them, is the updated pheromone concentration between the i-th grid area and the j-th grid area, is the evaporation coefficient and (which can be preset specifically according to actual needs), is the increment of pheromone concentration between the i-th grid area and the j-th grid area. If a new ant has performed the following actions in this iteration: selecting the i-th grid area as the distribution grid and then selecting the j-th grid area as the distribution grid, then , is the pheromone increment coefficient (set according to actual needs), otherwise, is 0.
[0161] Furthermore, the selection probability between each grid area can be updated according to the following formula: ;
[0162] where is the updated selection probability between the i-th grid area and the j-th grid area, is the updated pheromone concentration between the i-th grid area and the s-th grid area.
[0163] As can be seen from the above, the method for site selection and planning of pension facilities divides the planned area into grid areas to obtain multiple grid areas; obtains the historical population information, existing pension facility information, distribution information of supporting elderly facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities of the planned area; calculates the demand for pension facility beds in each grid area after a preset time according to the historical population information; calculates the target increment of pension facility beds in each grid area according to the existing pension facility information and the demand for pension facility beds; calculates the spatial suitability of each grid area according to the distribution information of supporting elderly facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities; plans the distribution grid and the corresponding number of beds of new pension facilities according to the target increment of pension facility beds and the spatial suitability in each grid area; thereby improving the planning efficiency of pension facility site selection and planning and the rationality of the planning scheme.
[0164] Reference Figure 2 , the present application provides a device for site selection and planning of pension facilities, including:
[0165] Grid division module 1, used to divide the planned area into grid areas to obtain multiple grid areas (specifically refer to step A1);
[0166] Acquisition module 2, used to acquire the historical population information, existing pension facility information, distribution information of supporting elderly facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities of the planned area (specifically refer to step A2);
[0167] Bed demand calculation module 3, used to calculate the demand for pension facility beds in each grid area after a preset time according to the historical population information (specifically refer to step A3);
[0168] The bed increment calculation module 4 is used to calculate the target increment of the beds in the pension facilities in each grid area according to the existing pension facility information and the demand for the beds in the pension facilities (specifically refer to step A4);
[0169] The spatial suitability calculation module 5 is used to calculate the spatial suitability of each grid area according to the distribution information of the elderly care facilities, the distribution information of the transportation facilities, and the distribution information of the environmental impact facilities (specifically refer to step A5);
[0170] The planning module 6 is used to plan the distribution grid of the newly added pension facilities and the corresponding number of beds according to the target increment of the beds in the pension facilities and the spatial suitability of each grid area (specifically refer to step A6).
[0171] Please refer to Figure 3 , Figure 3 which is a schematic structural diagram of an electronic device provided in an embodiment of the present application. The present application provides an electronic device, including: a processor 301 and a memory 302. The processor 301 and the memory 302 are interconnected and communicate with each other through a communication bus 303 and / or other forms of connection mechanisms (not marked). The memory 302 stores a computer program executable by the processor 301. When the electronic device runs, the processor 301 executes the computer program to execute the pension facility site selection and planning method in any optional implementation manner of the above embodiment to achieve the following functions: dividing the area to be planned into multiple grid areas; obtaining the historical population information, existing pension facility information, distribution information of the elderly care facilities, distribution information of the transportation facilities, and distribution information of the environmental impact facilities in the area to be planned; calculating the demand for the beds in the pension facilities in each grid area after a preset time according to the historical population information; calculating the target increment of the beds in the pension facilities in each grid area according to the existing pension facility information and the demand for the beds in the pension facilities; calculating the spatial suitability of each grid area according to the distribution information of the elderly care facilities, the distribution information of the transportation facilities, and the distribution information of the environmental impact facilities; planning the distribution grid of the newly added pension facilities and the corresponding number of beds according to the target increment of the beds in the pension facilities and the spatial suitability of each grid area.
[0172] An embodiment of the present application provides a computer-readable storage medium, on which a computer program is stored. When the computer program is executed by a processor, it executes the elderly care facility location planning method in any optional implementation manner of the above embodiment to implement the following functions: dividing the planned area into grids to obtain a plurality of grid areas; obtaining the historical population information, existing elderly care facility information, distribution information of supporting elderly care facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities of the planned area; calculating the demand for elderly care facility beds in each grid area after a preset time according to the historical population information; calculating the target increment of elderly care facility beds in each grid area according to the existing elderly care facility information and the demand for elderly care facility beds; calculating the spatial suitability of each grid area according to the distribution information of supporting elderly care facilities, distribution information of transportation facilities, and distribution information of environmental impact facilities; and planning the distribution grids and corresponding bed numbers of newly added elderly care facilities according to the target increment of elderly care facility beds and the spatial suitability of each grid area.
[0173] Among them, the computer-readable storage medium can be implemented by any type of volatile or non-volatile storage device or a combination thereof, such as static random access memory (Static Random Access Memory, abbreviated as SRAM), electrically erasable programmable read-only memory (Electrically Erasable Programmable Read-Only Memory, abbreviated as EEPROM), erasable programmable read-only memory (Erasable Programmable Read Only Memory, abbreviated as EPROM), programmable read-only memory (Programmable Red-Only Memory, abbreviated as PROM), read-only memory (Read-Only Memory, abbreviated as ROM), magnetic memory, flash memory, magnetic disk or optical disc.
[0174] In the embodiments provided in the present application, it should be understood that the disclosed devices and methods can be implemented in other ways. The device embodiments described above are merely illustrative. For example, the division of the units is only a logical function division, and there may be other division methods in actual implementation. For another example, multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the displayed or discussed coupling or direct coupling or communication connection between each other can be through some communication interfaces. The indirect coupling or communication connection of the devices or units can be in an electrical, mechanical or other form.
[0175] In addition, the units described as separate components may or may not be physically separated. The components shown as units may or may not be physical units. They may be located in one place or distributed across multiple network units. Some or all of the units can be selected according to actual needs to achieve the objectives of the solution of this embodiment.
[0176] Furthermore, in each of the embodiments of this application, the various functional modules may be integrated together to form an independent part, or each module may exist alone, or two or more modules may be integrated to form an independent part.
[0177] In this text, relational terms such as first and second are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply any actual relationship or order between these entities or operations.
[0178] The above description is only for the embodiments of this application and is not intended to limit the protection scope of this application. For those skilled in the art, this application may have various changes and modifications. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principle of this application shall be included within the protection scope of this application.
Claims
1. A method for site selection and planning of elderly care facilities, characterized in that: Includes steps: A1. Divide the planned area into grids to obtain multiple grid areas; A2. Obtain historical population information, existing elderly care facility information, elderly care facility distribution information, transportation facility distribution information, and environmental impact facility distribution information of the planned area; A3. Calculate the demand for nursing home beds in each grid area after a preset time based on the historical population information; A4. Calculate the target increment of beds for the elderly care facilities in each grid area according to the existing elderly care facility information and the demand for beds in the elderly care facilities; A5. Based on the distribution information of the aging facilities, the distribution information of the transportation facilities and the distribution information of the environmental impact facilities information, and calculating the spatial suitability of each of the grid areas; A6. Plan the distribution grids of new elderly care facilities and the corresponding number of beds according to the target increment of beds for elderly care facilities in each grid area and the suitability of the space; The target increase in beds for elderly care facilities includes an increase in beds for at least one type of newly added elderly care facilities; Step A6 includes taking each type of newly added elderly care facility as the target facility in turn and performing: B1. Establish a first taboo table and initialize the first taboo table to empty; B2. Sort the grid areas not in the first taboo table in descending order according to the spatial suitability; B3. Selecting the grid area that is not in the first taboo table and ranked first as a distribution grid of the target facility; B4. Determine the influence area of the target facility according to the location of the distribution grid and the type of the target facility, and take the grid area within the influence area of the target facility that is not in the first taboo table as the effective influence grid; B5. Determine the number of beds of the target facility in the distribution grid according to the bed increment of each of the effective impact grids corresponding to the target facility, and add the effective impact grid to the first taboo table; B6. Determine whether the preset end condition is met according to the first taboo table. If so, end the planning. Otherwise, return to step B2. Step B5 includes: Calculate the sum of the bed increments of the target facilities corresponding to each effective impact grid, recorded as the first bed increment sum z1; If the effective impact grid only includes the distribution grid obtained in step B3, the first bed increment and z1 are taken as the number of beds of the target facility in the distribution grid obtained in step B3; If there is more than one effectively affected grid and the first bed increment sum z1 is not greater than the preset increment upper limit v, the first bed increment sum is taken as the number of beds in the distribution grid obtained in step B3 of the target facility; If there is more than one effective impact grid and the first bed increment z1 is greater than the preset increment upper limit v, all effective impact grids are used as distribution grids, and the number of beds of the target facility in each distribution grid is calculated according to the following formula: ; in, is the number of beds of the target facility in the i-th distribution grid, is the spatial suitability of the ith distribution grid, is the spatial suitability of the jth distribution grid, and U is the number of distribution grids; In step B6, the preset end condition is that all valid grids have been added to the first taboo table.
2. The method for site selection and planning of elderly care facilities according to claim 1, characterized in that: The historical population information includes the total population of the planned area, the number of elderly people in the planned area and the population distribution location information of the planned area in multiple historical years; Step A3 includes: A301. According to the total population of the planned area, the number of elderly people in the planned area and the population distribution location information of the planned area in each historical year, the total population of each grid area and the number of elderly people in each grid area in each historical year are counted; A302. Based on the total population of each grid area in each historical year and the number of elderly people in each grid area, predict the number of elderly people in each grid area after a preset time; A303. Calculate the demand for beds in elderly care facilities in each grid area after a preset time based on the number of elderly people in each grid area after a preset time.
3. The method for site selection and planning of elderly care facilities according to claim 1, characterized in that: The existing elderly care facility information includes the type of each existing elderly care facility, the location of each existing elderly care facility, and the number of beds in each existing elderly care facility; Step A4 includes: A401. Determine the impact area of each existing elderly care facility based on the type and location of each existing elderly care facility; A402. Calculate the number of beds in nursing homes in each grid area based on the impact area of each existing nursing home facility and the number of beds in each existing nursing home facility; A403. Calculate the target increase in the number of beds in the elderly care facilities in each of the grid areas based on the demand for beds in the elderly care facilities and the number of beds in the elderly care facilities in each of the grid areas.
4. The method for site selection and planning of elderly care facilities according to claim 1, characterized in that: The distribution information of the old facilities Including the type and location of each facility for the elderly; The transportation facility distribution information includes the type of each transportation facility and the location of each transportation facility; The environmental impact facility distribution information includes the type of each environmental impact facility and the location of each environmental impact facility.
5. The method for site selection and planning of elderly care facilities according to claim 4, characterized in that: Step A5 includes: A501. According to the type and location of each provision facility, the type and quantity of provision facilities in each grid area are counted to calculate the completeness of provision facilities in each grid area; A502. According to the type and location of each transportation facility, the type and quantity of transportation facilities in each grid area are counted to calculate the transportation convenience of each grid area; A503. According to the type and location of each environmental impact facility, count the type and quantity of environmental impact facilities in each grid area to calculate the environmental suitability of each grid area; A504. Calculate the spatial suitability of each grid area based on the completeness of the supporting facilities, the traffic convenience and the environmental suitability of each grid area.
6. A device for site selection and planning of elderly care facilities, characterized in that: include: A grid division module is used to divide the planned area into grids to obtain multiple grid areas; An acquisition module, used to acquire historical population information, existing elderly care facility information, elderly care facility distribution information, transportation facility distribution information and environmental impact facility distribution information of the planned area; A bed demand calculation module, used to calculate the bed demand of the elderly care facility in each grid area after a preset time according to the historical population information; A bed increment calculation module, used for calculating the target increment of beds for the elderly care facilities in each grid area according to the existing elderly care facility information and the demand for beds for the elderly care facilities; A spatial suitability calculation module, used to calculate the spatial suitability of each grid area according to the distribution information of the aging facilities, the distribution information of the transportation facilities and the distribution information of the environmental impact facilities; A planning module, for planning the distribution grids of newly added elderly care facilities and the corresponding number of beds according to the target increment of beds for elderly care facilities in each grid area and the suitability of the space; The target increase in beds for elderly care facilities includes an increase in beds for at least one type of newly added elderly care facilities; When planning the distribution grids of newly added elderly care facilities and the corresponding number of beds according to the target increment of beds in the elderly care facilities in each grid area and the spatial suitability, the planning module takes each type of newly added elderly care facilities as target facilities and performs the following operations: B1. Establish a first taboo table and initialize the first taboo table to empty; B2. Sort the grid areas not in the first taboo table in descending order according to the spatial suitability; B3. Selecting the grid area that is not in the first taboo table and ranked first as a distribution grid of the target facility; B4. Determine the influence area of the target facility according to the location of the distribution grid and the type of the target facility, and take the grid area within the influence area of the target facility that is not in the first taboo table as the effective influence grid; B5. Determine the number of beds of the target facility in the distribution grid according to the bed increment of each of the effective impact grids corresponding to the target facility, and add the effective impact grid to the first taboo table; B6. Determine whether the preset end condition is met according to the first taboo table. If so, end the planning. Otherwise, return to step B2. Step B5 includes: Calculate the sum of the bed increments of the target facilities corresponding to each effective impact grid, recorded as the first bed increment sum z1; If the effective impact grid only includes the distribution grid obtained in step B3, the first bed increment and z1 are taken as the number of beds of the target facility in the distribution grid obtained in step B3; If there is more than one effectively affected grid and the first bed increment sum z1 is not greater than the preset increment upper limit v, the first bed increment sum is taken as the number of beds in the distribution grid obtained in step B3 of the target facility; If there is more than one effective impact grid and the first bed increment z1 is greater than the preset increment upper limit v, all effective impact grids are used as distribution grids, and the number of beds of the target facility in each distribution grid is calculated according to the following formula: ; in, is the number of beds of the target facility in the i-th distribution grid, is the spatial suitability of the ith distribution grid, is the spatial suitability of the jth distribution grid, and U is the number of distribution grids; In step B6, the preset end condition is that all valid grids have been added to the first taboo table.
7. An electronic device, characterized in that: It comprises a processor and a memory, wherein the memory stores a computer program executable by the processor, and when the processor executes the computer program, it runs the steps in the elderly care facility site selection planning method as described in any one of claims 1 to 5.
8. A computer-readable storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by the processor, the steps of the method for site selection and planning of elderly care facilities as described in any one of claims 1 to 5 are executed.
Citation Information
Patent Citations
Multi-factor old-age service facility optimal configuration method based on ensemble learning
CN116451963A