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A SOA APPROACH FOR MEDICAL SERVICES OPTIMIZATION USING EVOLUTIONARY ALGORITHMS

机译:使用进化算法进行医疗服务优化的SOA方法

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Patients rely on the physician for recommending an adequate treatment path for their medical condition. Since there are several possible paths to choose from, the optimal solution should be selected. This paper proposes a method to optimize medical services as business workflows. Such a workflow consists in a set of medical services. Each medical service has different attributes such as: average wait time, rating, distance and cost. For each service type several alternatives of concrete medical services exists. Determining the optimal combination of medical services for a business workflow is an NP-hard problem. Genetic Algorithms (GA) and Differential Evolution (DE) are used to find the optimal solution. The results indicate that DE approach converges faster.
机译:患者依靠医生推荐适当的治疗路径进行其健康状况。由于有几种可能的路径可供选择,因此应选择最佳解决方案。本文提出了一种优化医疗服务作为业务工作流程的方法。这样的工作流程由一组医疗服务组成。每个医疗服务都有不同的属性,如:平均等待时间,评级,距离和成本。对于每种服务类型,存在多种具体医疗服务的替代方案。确定业务工作流程的最佳医疗服务组合是一个NP难题。遗传算法(GA)和差分演进(DE)用于找到最佳解决方案。结果表明,DE方法会聚得更快。

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