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GENERATING CONSTRAINT-COMPLIANT POPULATIONS IN POPULATION-BASED OPTIMIZATION
GENERATING CONSTRAINT-COMPLIANT POPULATIONS IN POPULATION-BASED OPTIMIZATION
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机译：在基于人口的优化中生成符合约束条件的人口
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摘要
Some embodiments are directed to determining a plurality of sets of variables of an optimization problem, where a first set of the plurality of sets comprises a constrained variable constrained by a constraint condition indicated by a constraint description for the optimization problem and where a second set of the plurality of sets of variables comprises a non-constrained variable. Some embodiments are further directed to determining a plurality of constraint compliant values for the constrained variable that comply with the constraint condition and generating a plurality of non-constrained values for the non-constrained variable. Some embodiments are further directed to randomly combining individual ones of the plurality of constraint compliant values with individual ones of the plurality of non-constrained values into a plurality of value sets that satisfy the constraint description for the optimization problem. Some embodiments are further directed to running a computer based simulation that implements a population-based optimization algorithm with the plurality of value sets input as a population for the computer-based simulation.
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