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Marine garbage recovery path planning method and system based on bionic fish foraging

A path planning and path planning strategy technology, applied in the field of data processing, can solve the problems of optimization and learning, lack of effective planning, etc., and achieve the effect of high-efficiency cleaning and recycling

Pending Publication Date: 2022-01-28
GUANGZHOU UNIVERSITY
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  • Summary
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  • Description
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AI Technical Summary

Problems solved by technology

[0003] Existing technologies are generally unable to achieve path planning specifically for their own tasks (that is, cleaning and recycling sea and water surface garbage). Some technologies only rely on the combination of mechanical devices and the Internet of Things to improve the efficiency of recycling and cleaning; although some technologies are automated, they contain The system cannot continuously optimize and learn according to its own and external conditions and target conditions, and lacks effective planning for its own actions; and most technologies, including the above technologies, do not take energy conditions well as a part of planning

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  • Marine garbage recovery path planning method and system based on bionic fish foraging
  • Marine garbage recovery path planning method and system based on bionic fish foraging

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Embodiment Construction

[0051] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.

[0052] Aiming at the problems existing in the existing technology, the present invention proposes an algorithm for recycling and cleaning up floating garbage in the ocean, combining reinforcement learning and imitating fish foraging for identification, perception and optimal path planning, under the premise of autonomous and automatic operation, The invention can also continuously perform iterative optimization according to external parameters and its own state, combine local path planning, and introduce energy and other factors as the influencing criteria of action decisio...

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Abstract

The invention discloses a marine garbage recovery path planning method and system based on bionic fish foraging. The method comprises the following steps: acquiring a first recognition result of an obstacle and a second recognition result of a water surface floating object according to a simulated fish foraging organ; inputting the first recognition result and the second recognition result into a reinforcement learning network, and carrying out iterative learning, and generating a path planning strategy; and finally, determining a recovery path of garbage recovery equipment in combination with the motion risk coefficient and the energy condition coefficient of the garbage recovery equipment. According to the invention, marine floating garbage can be efficiently cleaned and recovered, and the method and system can be widely applied to the technical field of data processing.

Description

technical field [0001] The invention relates to the technical field of data processing, in particular to a method and system for planning a marine garbage recovery path based on bionic fish foraging. Background technique [0002] With the development of society and the advancement of science and technology, the amount of floating garbage in the ocean is increasing, which affects the marine ecosystem that humans rely on for survival and development. It is the future development to replace inefficient manual cleaning with automatic and autonomous water surface garbage cleaning devices trend. Existing automated water surface garbage cleaning ships or systems are mainly composed of mechanical devices and Internet of Things devices. Through the combination of different mechanisms, modules, and devices, the floating garbage on the water surface (sea surface) is recovered and cleaned. Some of them are Combined with technologies such as automatic control, intelligent identification...

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Application Information

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IPC IPC(8): G05D1/02
CPCG05D1/0206
Inventor 刘长红林德裕林韦任蔡乾江沐鸿梁忠伟刘晓初
Owner GUANGZHOU UNIVERSITY
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