朝着分布式超启发式部署架构发展

E. Urra, D. Cabrera-Paniagua, C. Cubillos
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引用次数: 1

摘要

在优化领域,超启发式术语被称为选择或生成启发式来解决难计算搜索问题的自动化方法。从设计的角度来看,它是基于将解决智能与领域专业知识解耦,允许为多个通常相关的问题领域重用相同的求解器。在分布式环境中设计和评估超启发式的作品很少。在本文中,我们从问题域部署的角度提出了分布式超启发式架构的概念设计,该架构允许通信不同的优化环境(如求解器和域)并提供“求解服务”。不同的问题域可以使用封装的超启发式求解器来解决,并且通过定义良好的接口,用户可以提供不同的启发式组件来执行优化过程。所建议的体系结构只是一个初始步骤,必须解决不同的建模、设计和实现问题。这样的研究应该集中在定义如何利用概念设计的贡献来实现定义良好的接口,能够在分布式环境中连接超启发式求解器和问题域。
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Towards a distributed hyperheuristic deploy architecture
The hyperheuristic term is known in the optimization field as an automated methodology for selecting or generating heuristics to solve hard computational search problems. From the design perspective, it is based on decoupling the solving intelligence from the domain expertise, allowing to reuse the same solver for multiple, usually related problem domains. There are few works in which hyperheuristics have been designed and evaluated in distributed environments. In this paper, we propose a conceptual design of a distributed hyperheuristic architecture, from the problem domain deploying perspective, which allows to communicate different optimization environments (such as solver and domain) and to offering a "solving service". Different problems domains could be addressed using an encapsulated hyperheuristic solver, and through well defined interfaces, users can provide different heuristic components to perform the optimization process. The proposed architecture is only an initial step for which different modeling, design and implementation issues must be addressed. Such research should be focused on defining how conceptual design contributions must be leveraged to implement well defined interfaces, capable of connecting hyperheuristic solvers and problem domains within distributed environments.
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