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Surrogate-Based Modeling and Optimization of the Bleach Washing for Denim Fabrics

机译:基于代理的漂白织物漂白剂的建模与优化

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This research is to develop a framework which can be used for surrogatebased modeling and optimization of the bleach washing for denim fabrics. The aim of the proposed framework is to predict performances and minimize costs of the bleach washing. In the framework, a series of surrogate models are first constructed for illustrating the relationships between bleach washing parameters and washing performances by the orthogonal experimental design, and the constructed surrogate models are proved to own an acceptable accuracy. Then, based on the surrogate models, an optimization model is built, whose objective is to minimize costs of the bleach washing under constraints of performance requirements. The optimization model can be treated as an integer nonlinear programming(INLP)problem and solved by the Monte Carlo simulation.
机译:该研究是开发一个框架,可用于牛仔布织物的替代漂白剂的替代型建模和优化。提出框架的目的是预测性能并最大限度地减少漂白剂的成本。在该框架中,首先构建一系列代理模型,用于说明漂白洗涤参数与通过正交实验设计的洗涤性能之间的关系,并且证明构建的替代模型具有可接受的准确性。然后,基于代理模型,建立了优化模型,其目的是在性能要求的约束下最小化漂白剂的成本。优化模型可以被视为整数非线性编程(INLP)问题,并由蒙特卡罗模拟解决。

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