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Heuristic and fuzzy scheduling synergy with knowledge acquisition of resource selection system development for home healthcare service

机译:启发式和模糊调度协同与知识获取资源选择系统开发的家庭医疗服务

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Home healthcare service provides daily medical services at patients' homes. The service aims to satisfy the patients' requirements which must be done by qualified staff visiting them at the right time. This paper proposes a new framework integrating the heuristic search and fuzzy logic with knowledge acquisition to develop reliable and effective decision to match qualified staff to offer the service with the minimum cost, under preference consideration and feasible time-slots. The framework is designed based on the hierarchical approach dividing the system into two layers: high and low level. The high level is responsible for retrieving information, such as patients' locations and operation cost while the lower level with fuzzy logic to estimate a set of the level of staff selection to create the service plan. Our empirical study of 40 medical tasks with eight carers shows that the framework has a potential to provide improved solutions than the original.
机译:家庭保健服务在患者家中提供日常医疗服务。该服务旨在满足患者的要求,必须由合格的人员在正确的时间拜访他们。本文提出了一种新的框架,将启发式搜索和模糊逻辑与知识获取相结合,以开发可靠有效的决策,以匹配合格人员,以在偏好考虑和可行的时间段内以最低的成本提供服务。该框架是基于将系统分为两层的分层方法设计的:高层和低层。高级别负责检索信息,例如患者的位置和手术成本,而低级别负责使用模糊逻辑来估计一组员工选择级别以创建服务计划。我们对具有八个护理人员的40项医疗任务的实证研究表明,该框架具有提供比原始框架更好的解决方案的潜力。

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