Agent-oriented Decision Support System for Business Processes Management with Genetic Algorithm Optimization: an Application in Healthcare

Author:

Sulis EmilioORCID,Terna Pietro,Di Leva Antonio,Boella Guido,Boccuzzi Adriana

Abstract

AbstractAgent-based approaches have been known to be appropriate as systems and methods in medical administration in recent years. The increased attention to processes led to the recent growth of Business Process Management discipline, which quite exclusively adopt discrete-event modeling and simulation. This paper proposes a medical agent-oriented decision support system to integrate the achievements from management science, agent-based modeling, and artificial intelligence. In particular, we performed a practical application concerning a hospital emergency department medical system. We adopt the widely used multi-agent programmable modeling environment NetLogo. First, we demonstrated the ability to perform a clear representation of healthcare processes where agents (i.e., patients and hospital staff) operate in a 3D environment. This model allows performing a traditional what-if scenario analysis. Second, we explore how performing intelligent management of patients by applying genetic algorithms to find the criteria for the selection process of the subjects in the admission procedure. The results are encouraging towards a more extensive application of agent-oriented methodologies in healthcare management.

Publisher

Springer Science and Business Media LLC

Subject

Health Information Management,Health Informatics,Information Systems,Medicine (miscellaneous)

Reference25 articles.

1. Van der Aalst W.: Process mining and simulation: a match made in heaven!.. In: Proceedings of the 50th Computer Simulation Conference, SummerSim ’18. Society for Computer Simulation International, San Diego, 2018, pp 4:1–4:12

2. Abreu P.H., Silva D.C., Schumacher M.I., Reis L.P., Faria B.M., Ito M.: Special issue joms–journal of medical systems, 2016 on agent-empowered healthcare systems. Journal of Medical Systems 40 (4): 93, 2016

3. Allweyer T. (2016) BPMN 2.0: Introduction to the standard for business process modeling. BoD–Books on Demand

4. Barjis J.: Healthcare simulation and its potential areas and future trends. SCS M&S Magazine 2 (5): 1–6, 2011

5. Bonabeau E.: Agent-based modeling: Methods and techniques for simulating human systems. Proceedings of the National Academy of Sciences 99 (suppl 3): 7280–7287, 2002

Cited by 23 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Artificial Intelligence: An Overview;Synthesis Lectures on Engineering, Science, and Technology;2024

2. Comprehensive review and future research agenda on discrete-event simulation and agent-based simulation of emergency departments;Simulation Modelling Practice and Theory;2023-12

3. A survey on agents applications in healthcare: Opportunities, challenges and trends;Computer Methods and Programs in Biomedicine;2023-06

4. A Survey on Optimization Methods in Business Information Systems;2023 24th International Conference on Control Systems and Computer Science (CSCS);2023-05

5. A novel scheduling method for reduction of both waiting time and travel time of patients to visit health care units in the case of mobile communication;Enterprise Information Systems;2023-03-06

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3