能源系统优化算法中分布式超值的动态通信结构学 (Dynamic communication topologies for distributed heuristics in energy system optimization algorithms)

The communication topology is an essential aspect in designing distributed optimization heuristics. It can influence the exploration and exploitation of the search space and thus the optimization performance in terms of solution quality, convergence speed and collaboration costs, all relevant aspects for applications operating critical infrastructure in energy systems. In this work, we present an approach for adapting the communication topology during runtime, based on the principles of simulated annealing. We compare the approach to common static topologies regarding the performance of an exemplary distributed optimization heuristic. Finally, we investigate the correlations between fitness landscape properties and defined performance metrics.

翻译：通信表层学是设计分布式优化文理学的一个基本方面,可以影响搜索空间的探索和开发,从而影响在解决方案质量、汇合速度和协作成本方面的优化性能,这些都是能源系统关键基础设施运行应用的所有相关方面。在这项工作中,我们介绍了一种在运行期间根据模拟肛交原则调整通信表层学的方法。我们比较了与典型分布式优化文理学绩效有关的常见静态文理学方法。最后,我们调查了健身地貌特性与界定性能指标之间的相互关系。