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Near-optimal scheduling of residential smart home appliances using heuristic approach

机译:使用启发式方法的住宅智能家电的近乎优化调度

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This paper presents an efficient heuristic approach for scheduling residential smart home appliances. Using available hourly prices for electricity, the starting times of a supplied set of appliances are optimized so that the economic cost of the energy consumed is reduced, while satisfying the operational and peak power constraints. The algorithm schedules appliances one after the other based on a greedy strategy. The heuristic (c.f. exact) approach is taken to reduce the computational burden to a level allowing re-optimization to take place at regular intervals by a modest computing device without specialized software, which could be embedded in a smart meter. The proposed algorithm is evaluated through a preliminary experimental study comparing the obtained costs and computation times with an exact algorithm. Results indicate that the obtained cost was within 5% of the optimal cost, while the computation time reduced by exponential factors.
机译:本文提出了一种用于调度住宅智能家电的有效启发式方法。使用可用的每小时电价,可以优化所提供的一组设备的启动时间,从而降低所消耗能源的经济成本,同时满足运行和峰值功率约束。该算法根据贪婪策略一个接一个地调度设备。采取启发式(精确计算)方法将计算负担减少到一个水平,该水平允许通过适度的计算设备以无固定软件的适度计算设备定期进行重新优化,该软件可以嵌入智能电表中。通过初步的实验研究对提出的算法进行了评估,该实验将获得的成本和计算时间与精确算法进行了比较。结果表明,所获得的成本在最佳成本的5%以内,而计算时间却减少了指数因子。

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