Adaptive packing method, device, apparatus and storage medium based on genetic algorithm
A genetic algorithm and adaptive technology, applied in the field of logistics and warehousing industry applications, can solve the problems of the number of cartons exceeding the actual needs, the need for repeated packaging, and the waste of material resources, etc., to shorten the time of packaging and delivery, efficient logistics packaging, reduce The effect of wasting resources
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Embodiment 1
[0063] Such as figure 1 As shown, it is a flow chart of the genetic algorithm-based adaptive binning method of Embodiment 1,
[0064] Including step S1: generating an initial population. Specifically: Randomly generate multiple chromosomes of the packing scheme, and multiple chromosomes of the packing scheme form the initial population; S2: Obtain the parent population through boxing adaptation, specifically: box each chromosome of the packing scheme in the initial population In the adaptation process, the parent population is obtained, and the fitness of each chromosome of the packing scheme in the parent population is calculated, and the chromosome of the packing scheme with the highest fitness is retained; S3: cross-evolution to obtain the first-generation evolutionary population, specifically: Carry out cross-evolution on the chromosome of the boxing scheme in the parent population, and combine it with the chromosome of the boxing scheme with the highest fitness in the pa...
Embodiment 2
[0127] Such as Figure 9 As shown, it is a block diagram of a genetic algorithm-based adaptive boxing device of this embodiment, including
[0128] The initial population generation module is used to randomly generate a plurality of boxing scheme chromosomes, and the multiple boxing scheme chromosomes form the initial population;
[0129] The boxing adaptation module is used to carry out the boxing adaptation process for each boxing scheme chromosome in the initial population output by the initial population generation module, obtain the parent population, and calculate the adaptation of each boxing scheme chromosome in the parent population Degree, and retain the chromosome with the highest fitness binning scheme;
[0130] The evolution module is used to cross-evolve the chromosome of the packing scheme in the parent population output by the packing adaptation module, and combine it with the chromosome of the packing scheme with the highest fitness in the parent population to ...
Embodiment 3
[0134] The present invention also provides a control device based on a genetic algorithm-based adaptive boxing operation, including: at least one processor; and a memory connected to at least one processor in communication; wherein, the memory stores information that can be processed by at least one Instructions executed by a processor, the instructions are executed by at least one processor, so that the at least one processor can execute any adaptive binning method based on a genetic algorithm.
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