Implementation of Hybrid Simulated Annealing Algorithm for Solving 3D Binning Problem in MATLAB

Due to the need to solve a three-dimensional binning problem in mathematical modeling, I selected the paper "Hybrid Simulated Annealing Algorithm for Solving Three-dimensional Binning Problems" published by Professor Zhang Defu and others in the Chinese Journal of Computers as the theory for solving the problem. Base. The abstract of the paper is as follows: A hybrid simulated annealing algorithm for efficiently solving the Three Dimensional Container Loading Problem (3D-CLP) is proposed. The three-dimensional bin loading problem requires loading a subset of a given set of boxes into a container such that The total volume of the loaded boxes is the largest. The hybrid simulated annealing algorithm introduced in this paper is based on three important algorithms: (1) the composite block generation algorithm, … Read more

Automatic Testing and Improvement of Machine Translation (TransRepair) paper reading summary

Not long ago I read the paper Automatic Testing and Improvement of Machine Translation, which proposed an automatic testing method (called TransRepair) for machine translation models in the field of software testing. Below I will summarize what this paper has to say in several aspects. Automatic Testing and Improvement of Machine Translation TransRepair is a method for automatic detection and automatic repair of machine translation software consistency problems. TransRepair provides a black box with… Read more

Structure-Invariant Testing for Machine Translation (SIT) paper reading summary

Not long ago, I read Structure-Invariant Testing for Machine Translation, a paper that presents a study on the detection of robustness problems in machine translation software systems. Below I will introduce some of my understanding from several aspects. The main content of Structure-Invariant Testing for Machine Translation SIT is mainly the research on the detection of the robustness of the machine translation software system. SIT is developed based on a metamorphic relation "structural invariance" in the metamorphosis test. The main steps of SIT are to select original sentences, generate similar sentences, and obtain from translation software... Read more

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