Multi-target factory aquaculture feeding scheduling optimization method based on enhanced NSGA-II
By applying the enhanced NSGA-II optimization method in factory aquaculture, the feeding amount and time are dynamically adjusted, and the feed waste and water pollution caused by fixed-time feeding are solved, and a more efficient and controllable breeding environment is achieved.
CN119940786APending Publication Date: 2025-05-06HAINAN UNIV
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Patent Information
- Application Number
- CN202411900652.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-23
- Publication Date
- 2025-05-06
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Figure CN119940786A_ABST
Abstract
The invention discloses a multi-target factory aquaculture feeding scheduling optimization method based on enhanced NSGA-II. The method comprises the following steps: 1, defining model parameters, and establishing a scheduling model; s2, adopting double integer coding, and initializing to obtain original different code pairs; s3, if Rand (0, 1) is less than or equal to Pc, performing interlace operation on the coding pair, otherwise, skipping the operation; s4, if Rand (0, 1) is smaller than or equal to Pm, mutation operation is carried out; otherwise, skipping the step; s5, searching a better scheme according to a greedy neighborhood search strategy; s6, improving the survival rate of members according to an elite selection strategy; and S7, decoding the coding pairs by adopting a scheduling strategy, and determining the feeding trolleys distributed to each feeding pond and each supply station. According to the multi-target factory aquaculture feeding scheduling optimization method based on the enhanced NSGA-II, the problems that the feeding amount cannot be accurately controlled during fixed-time feeding, feed waste, water pollution, biological diseases and the like are easily caused are solved.
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