Screening of load patterns and transmission planning alternatives using decision trees

S. Mukherjee, B. Wojszczyk
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Abstract

The idea of using power system models in problem solving and decision analysis is really not new, and is certainly not tied to the use of computers. At some point, all of us have used a modeling approach to make a decision. A typical decision tree is used to identify a strategy most likely to reach a goal. This paper describes two methodologies for finding optimal solutions to budgeting and planning processes with the use of decision trees. The first methodology describes Load Patterns for building better load profiles for generators that may help a Plant Manager to optimally budget the operating costs of a generating unit. A second methodology shows a process of screening Transmission alternatives for identifying optimal solutions based on cost and network security. Decision Trees help make good decisions, but cannot guarantee that good outcomes will always occur as a result of those decisions. However, using a structured modeling approach to decision making should produce good outcomes more frequently than making decisions in a more haphazard manner.
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使用决策树筛选负荷模式和传输规划方案
在问题解决和决策分析中使用电力系统模型的想法并不新鲜,当然也与计算机的使用无关。在某种程度上,我们所有人都使用建模方法来做决定。典型的决策树用于确定最可能达到目标的策略。本文描述了使用决策树寻找预算和计划过程的最优解决方案的两种方法。第一种方法描述了负载模式,用于为发电机建立更好的负载概况,这可能有助于电厂经理对发电机组的运行成本进行最佳预算。第二种方法显示了筛选传输备选方案的过程,以确定基于成本和网络安全的最佳解决方案。决策树有助于做出好的决策,但不能保证这些决策总会产生好的结果。然而,使用结构化建模方法进行决策应该比以更随意的方式做出决策更频繁地产生良好的结果。
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