用两阶段ASP方法解决康复计划问题

IF 1.4 2区 数学 Q3 COMPUTER SCIENCE, SOFTWARE ENGINEERING
MATTEO CARDELLINI, PAOLO DE NARDI, CARMINE DODARO, GIUSEPPE GALATÀ, ANNA GIARDINI, MARCO MARATEA, IVAN PORRO
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引用次数: 0

摘要

康复调度过程的核心部分是通过考虑患者的偏好和操作员的工作平衡等法律、医疗和伦理方面的要求和优化,在给定的一天的特定时间段为患者分配合适的操作员,为患者规划康复物理治疗课程。能够有效地解决这一问题至关重要,特别是在COVID-19大流行之后,康复需求大幅增加。本文提出了一种基于答案集规划的康复调度的两阶段求解方法,该方法被证明是解决实际调度问题的有效工具。我们首先给出一个通用编码,然后添加特定于领域的优化。在合成基准和真实基准(后者由ICS Maugeri提供)上执行的实验结果显示了我们的解决方案的有效性以及我们特定领域优化的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Solving Rehabilitation Scheduling Problems via a Two-Phase ASP Approach
Abstract A core part of the rehabilitation scheduling process consists of planning rehabilitation physiotherapy sessions for patients, by assigning proper operators to them in a certain time slot of a given day, taking into account several legal, medical, and ethical requirements and optimizations, for example, patient’s preferences and operator’s work balancing. Being able to efficiently solve such problem is of upmost importance, in particular after the COVID-19 pandemic that significantly increased rehabilitation’s needs. In this paper, we present a two-phase solution to rehabilitation scheduling based on Answer Set Programming, which proved to be an effective tool for solving practical scheduling problems. We first present a general encoding and then add domain-specific optimizations. Results of experiments performed on both synthetic and real benchmarks, the latter provided by ICS Maugeri, show the effectiveness of our solution as well as the impact of our domain-specific optimizations.
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来源期刊
Theory and Practice of Logic Programming
Theory and Practice of Logic Programming 工程技术-计算机:理论方法
CiteScore
4.50
自引率
21.40%
发文量
40
审稿时长
>12 weeks
期刊介绍: Theory and Practice of Logic Programming emphasises both the theory and practice of logic programming. Logic programming applies to all areas of artificial intelligence and computer science and is fundamental to them. Among the topics covered are AI applications that use logic programming, logic programming methodologies, specification, analysis and verification of systems, inductive logic programming, multi-relational data mining, natural language processing, knowledge representation, non-monotonic reasoning, semantic web reasoning, databases, implementations and architectures and constraint logic programming.
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