Spatial and Temporal Visualisation of Evolutionary Algorithm Decisions in Water Distribution Network Optimisation
Spatial and Temporal Visualisation of Evolutionary Algorithm Decisions in Water Distribution Network Optimisation
复制标题
配水管网优化中进化算法决策的时空可视化
DOI：
10.1145/2739482.2768442
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发表时间：
2015
期刊：
影响因子：
--
通讯作者：
D. Savić
中科院分区：
文献类型：
--
作者：
E. Keedwell;M. Johns;D. Savić
许多研究已经进行了客观空间和决策空间景观的可视化。这项工作远离这一点，并探讨了3D交互式方法，通过时间与工程系统的设计EA的决定。所提出的系统通过一个直观的界面显示，设计空间正在探索的算法，包括决策变量的选择，位置是固定的早期优化和那些问题的算法难以解决的领域。本文介绍了一个案例研究在供水管网设计，虽然所描述的方法，在原则上，推广到其他设计领域。
Much research has been conducted into the visualisation of objective space and decision space landscapes. This work moves away from this and investigates a 3D interactive method for linking EA decisions through time with the design of engineering systems. The proposed system shows through an intuitive interface, the design space being explored by the algorithm including decision variable choices, locations that are fixed early on in the optimisation and those problem areas that are difficult for the algorithm to solve. The paper presents a case study in water distribution network design, although the methods described are, in principle, generalisable to other design domains.