Epidemic situation deduction simulation system and method

A simulation system and epidemic technology, applied in the field of artificial intelligence, can solve problems such as lack of knowledge in the parameter field, complex process, and limited precision field knowledge accuracy and completeness

Active Publication Date: 2020-08-14
THE FOURTH PARADIGM BEIJING TECH CO LTD
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  • Application Information

AI Technical Summary

Problems solved by technology

For example, in the supply chain scenario, it is necessary to simulate the order arrival behavior, but the order arrival is the result of the interaction of multiple factors, the process is too complicated, and it is difficult to abstract it into simple rules
2. Lack of domain knowledge about parameters
Therefore, under the premise of a given level of abstraction, traditional simulators cannot use useful data available in reality, and the accuracy (the ability to reflect the real system) is limited by the accuracy and completeness of domain knowledge

Method used

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  • Epidemic situation deduction simulation system and method
  • Epidemic situation deduction simulation system and method
  • Epidemic situation deduction simulation system and method

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Embodiment Construction

[0081] In order to enable those skilled in the art to better understand the present invention, exemplary embodiments of the present invention will be described in further detail below in conjunction with the accompanying drawings and specific implementation methods.

[0082]The basic idea of ​​the present invention is to use a data-driven approach to reduce the dependence of the simulation system on domain knowledge, thereby expanding the scope of application of the simulation system and improving the accuracy of the simulation system. According to this basic idea, a general simulation system framework is proposed and can be applied to epidemic deduction scenarios. The simulation system framework can include three basic parts, namely, a simulation module for running data-driven simulation logic, a control module for flexible intervention on simulation logic, and a data-driven learning module for some parameters required for simulation. Optimize modules. Therefore, when design...

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Abstract

The invention provides an epidemic situation deduction simulation system and method. The system comprises: a user interface module configured to receive an external input; a control module configuredto control behaviors described in a preset simulation logic program based on the external input; a simulation module configured to run a preset simulation logic program in response to the control of the control module; and an optimization module configured to perform optimization learning on the value of the learnable parameter based on the simulation result data output by the simulation module. The preset simulation logic program describes the state in epidemic situation development and the behavior of driving the change of the state in epidemic situation development in a code form; when theexternal input includes a learnable parameter, the control module acquires an optimization value of the learnable parameter from an optimization module and performs a step of controlling the behaviordescribed in the preset simulation logic program based on the external input by taking the optimization value as a value of the learnable parameter.

Description

technical field [0001] The present invention generally relates to the field of artificial intelligence, and more specifically, relates to a data-driven epidemic deduction simulation system and simulation method. Background technique [0002] Simulation (or simulation) is the approximation or imitation of how a process or system works. A simulator is software that emulates the operation of a process or system over time. The simulator needs to extract the key states involved in the operation of the system, and use the program to simulate the changes of these states (which can be called the behavior of the system). The emulator can be used for system simulation, analysis, tuning, testing, teaching, etc., and has a wide range of applications. [0003] Traditional simulators abstract system behavior into mathematical formulas or solutions to mathematical problems through domain knowledge, and at the same time determine the parameters involved in mathematical formulas or problem...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G16H50/80
CPCG16H50/80
Inventor 王梦硕涂威威
Owner THE FOURTH PARADIGM BEIJING TECH CO LTD
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