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AN INTEGRATED MULTI-OBJECTIVE OPTIMIZATION MODEL FOR SOLVING THE CONSTRUCTION TIME-COST TRADE-OFF PROBLEM

机译:解决施工时间成本权衡问题的集成多目标优化模型

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摘要

As construction projects become larger and more diversified, various factors such as time, cost, quality, environment, and safety that need to be considered make it very difficult to make the final decision. This study was conducted to develop an integrated Multi-Objective Optimization (iMOO) model that provides the optimal solution set based on the concept of the Pareto front, through the following six steps: (1) problem statement; (2) definition of the optimization objectives; (3) establishment of the data structure; (4) standardization of the optimization objectives; (5) definition of the fitness function; and (6) introduction of the genetic algorithm. To evaluate the robustness and reliability of the proposed iMOO model, a case study on the construction time-cost trade-off problem was analyzed in terms of effectiveness and efficiency. The results of this study can be used: (1) to assess more than two optimization objectives, such as the initial investment cost, operation and maintenance cost, and CO_2 emission trading cost; (2) to take advantage of the weights as the real meanings; (3) to evaluate the four types of fitness functions; and (4) to expand into other areas such as the indoor air quality, materials, and energy use.
机译:随着建设项目变得越来越大,越来越多样化,需要考虑各种因素,例如时间,成本,质量,环境和安全性,因此很难做出最终决定。本研究旨在通过以下六个步骤开发一个集成的多目标优化(iMOO)模型,该模型基于帕累托前沿的概念提供最佳解决方案集:(1)问题陈述; (2)确定优化目标; (3)建立数据结构; (4)优化目标的标准化; (5)适应度函数的定义; (6)遗传算法的介绍。为了评估所提出的iMOO模型的鲁棒性和可靠性,从有效性和效率的角度分析了建设时间成本权衡问题的案例研究。研究结果可用于:(1)评估两个以上的优化目标,如初始投资成本,运营维护成本以及CO_2排放交易成本; (2)利用权重作为真实含义; (3)评估四种类型的适应度函数; (4)扩展到其他领域,例如室内空气质量,材料和能源使用。

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