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Community home-based care service scheduling model and solving method

A scheduling model and community technology, applied in data processing applications, forecasting, instruments, etc., can solve problems such as easy to fall into local optimum, slow calculation speed of genetic algorithm, slow algorithm convergence, etc.

Active Publication Date: 2020-04-28
HOHAI UNIV CHANGZHOU
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The neural network method needs a large amount of training data, the algorithm converges slowly, and the search ability is not high; the ant colony algorithm has the disadvantages of long search time and easy to fall into local optimum; the genetic algorithm has the disadvantages of slow calculation speed and easy premature convergence.

Method used

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  • Community home-based care service scheduling model and solving method
  • Community home-based care service scheduling model and solving method
  • Community home-based care service scheduling model and solving method

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Embodiment Construction

[0100] The present invention will be further described below in conjunction with the accompanying drawings. The following examples are only used to illustrate the technical solution of the present invention more clearly, but not to limit the protection scope of the present invention.

[0101] 1) Establish a local database and perform data preprocessing. The specific steps are:

[0102] 1a) Read in the number of elderly people, the level of nursing workers who need to make an appointment for the elderly, and the appointment time period; read in the distance matrix between the elderly, and the distance vector between the service center and the elderly;

[0103] 1b) Read in the nurse data, including the number of nurses, the grade of nurses, and the service hours of nurses this month. The nurses are classified according to their level, and each type of nurse is sorted from low to high according to the monthly service time;

[0104] 1c) Read in the service time of each level of ...

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Abstract

The invention discloses a community home-based care service scheduling model and a solving method, and the method comprises the steps: obtaining the local data of a community home-based care service,and carrying out the preprocessing; constructing a community home-based care service scheduling model in advance according to the preprocessed data; converting the community home-based care service scheduling model into a pseudo traveling salesman model; solving the obtained pseudo traveling salesman model by adopting an intelligent water drop algorithm of an optimal candidate node subgroup selection strategy; and outputting the service elderly list, the sequence and the service time of each nursing worker, and updating the served time of each nursing worker. The method has the advantages thatthe purpose of minimizing the cost can be achieved, and the service route of nursing workers is simplified; by converting a scheduling model into a quasi-traveling salesman problem, a non-feasible solution problem generated by a common intelligent water drop algorithm is effectively eliminated; the nursing worker resources are reasonably allocated, the reasonable scheduling of the community home-based care service institution on the nursing worker resources can be satisfied, and the optimization of the nursing worker service path is achieved.

Description

technical field [0001] The invention relates to a dispatching model and a solution method of a community home care service, and belongs to the technical field of community home care services. Background technique [0002] With the development of the economy, the degree of population aging in our country is getting higher and higher, and the problem of providing for the aged has become an urgent social problem to be solved. Since the construction of my country's elderly care service system cannot meet the needs of the elderly living in elderly care institutions, the vast majority of elderly people can only choose to live at home. [0003] The biggest feature of home care for the elderly is that it solves the problem of insufficient social care institutions for the elderly, combines the needs of a large number of laid-off workers and the lonely elderly who need home care, and realizes the multi-benefits of the elderly, nursing workers and the government. Therefore, home care ...

Claims

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Application Information

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IPC IPC(8): G06Q10/04G06Q50/26
CPCG06Q10/047G06Q50/26
Inventor 薛云灿吴金朝杨启文刘强
Owner HOHAI UNIV CHANGZHOU
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