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Evaluating Alternative Solution Methods and Algorithms for Multi-Criteria Bridge Management at the Network Level

机译:在网络级别评估多标准桥梁管理的替代解决方案方法和算法

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In the current era of greater stakeholder participation, limited funding, and increased user awareness, bridgemanagers are turning to the use of multiple-criteria techniques in their decision-making processes so thattheir decisions can be more accountable and transparent. However, issues that arise in solving such decisionproblems include the multiplicity of the performance criteria and associated decision constraints, and thelarge size of bridge inventories in most states. These translate into increased problem dimensionality, largenumber of variables, and ultimately, excessive computational time.This paper presents alternative problem formulations and solution methods for the decision problem,identifies alternative algorithms for implementing the solution methods, and evaluates the performance of thealgorithms. The algorithms included the Incremental Utility Cost (IUC), Lagrangian Relaxation, and Pivotand Complement methods. In investigating the suitability of these algorithms for agency-wide bridgemanagement, the study carried out computational experiments using field data. The criteria for evaluating theperformance of the algorithms were computational speed, accuracy, simplicity, and robustness.The results were unequivocal: Of the three heuristics, the IUC heuristic consistently yielded the bestperformance. It was also seen that the IUC method provides the simplest and quickest way to compute theoptimal solution in the case of small changes in the input parameters without the need to re -do the entireoptimization for each budget level.
机译:在当今越来越多的利益相关者参与,资金有限和用户意识增强的时代,桥梁 管理者在决策过程中转向使用多准则技术,以便 他们的决定可以更加负责和透明。但是,解决此类决定时会出现问题 问题包括绩效标准和相关决策约束的多样性,以及 大多数州的桥梁库存量很大。这些转化成更大的问题维度, 变量的数量,最终导致过多的计算时间。 本文提出了决策问题的替代问题表述和解决方法, 确定用于实施解决方案方法的替代算法,并评估解决方案的性能 算法。该算法包括增量效用成本(IUC),拉格朗日松弛和枢轴 和补码方法。在调查这些算法是否适用于代理商范围的网桥时 管理方面,该研究使用现场数据进行了计算实验。评价的标准 算法的性能是计算速度,准确性,简单性和鲁棒性。 结果是明确的:在三种启发式方法中,IUC启发式方法始终产生最佳结果 表现。还可以看到,IUC方法提供了最简单,最快的方法来计算 在输入参数发生较小更改而无需重新执行整个操作的情况下的最佳解决方案 针对每个预算级别进行优化。

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