A Simulation-Based Multi-Objective Optimization Framework to Enhance Patient Satisfaction: A Case Study of Ophthalmology Department Management

被引:0
|
作者
Chemkomnerd, Nittaya [1 ,2 ]
Pannakkong, Warut [1 ]
Tanantong, Tanatorn [3 ,4 ]
Huynh, van-Nam [2 ]
Karnjana, Jessada [5 ]
机构
[1] Thammasat Univ, Sirindhorn Int Inst Technol, Sch Mfg Syst & Mech Engn, Pathum Thani 12120, Thailand
[2] Japan Adv Inst Sci & Technol, Sch Knowledge Sci, Nomi, Ishikawa 9231211, Japan
[3] Thammasat Univ, Thammasat Univ Res Unit Data Innovat & Artificial, Pathum Thani 12120, Thailand
[4] Thammasat Univ, Fac Sci & Technol, Dept Comp Sci, Pathum Thani 12120, Thailand
[5] Natl Elect & Comp Technol Ctr NECTEC, Intelligent Syst Res Grp, Pathum Thani 12120, Thailand
来源
IEEE ACCESS | 2024年 / 12卷
关键词
Hospital simulation; multi-objective optimization; resource management framework; patient satisfaction; MAX-MIN MODEL; HEALTH-CARE; HOSPITAL CAPACITY; COMMUNICATION; DISSATISFACTION; SELECTION; UNIT;
D O I
10.1109/ACCESS.2024.3423394
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Ensuring the well-being of patients is paramount for the effective functioning of healthcare systems. This research focuses on developing a comprehensive framework aimed at improving hospital systems with a primary emphasis on enhancing patient satisfaction, specifically addressing Length of Stay (LOS) and physician assignment issues. To achieve this objective, a multi-faceted approach was employed. The data collection involved a combination of surveys, observations, and interviews, which enabled a thorough understanding of the hospital environment. A unique formula was derived to compute the satisfaction scores from the gathered survey data. Subsequently, a simulation model was developed. The research applies two distinct multi-objective optimization approaches, that is, a weighted max-min for fuzzy multi-objective optimization and the Torabi-Hassini (TH) approach to balance the importance of various objectives. The application of a multi-criteria decision guideline further streamlines the decision-making process. The outcomes of this study provide suggestions for tailored improvements for hospitals of different sizes. For large hospitals, this study indicates enhancements that positively impact both LOS and physician assignment satisfaction. Medium and small-sized hospitals are presented with two distinct choices: improvements geared toward LOS satisfaction or those focused on physician assignment satisfaction. While this study is based on a case analysis of the Ophthalmology Department at Thammasat University Hospital in Thailand, its implications extend beyond this specific department. This study offers an adaptable framework that can be applied to other hospital departments, promoting an integrated approach to healthcare system enhancement.
引用
收藏
页码:93197 / 93220
页数:24
相关论文
共 50 条
  • [11] Modular Framework for Simulation-Based Multi-objective Optimization of a Cryogenic Air Separation Unit
    Piguave, Bryan V.
    Salas, Santiago D.
    De Cecchis, Dany
    Romagnoli, Jose A.
    ACS OMEGA, 2022, 7 (14): : 11696 - 11709
  • [12] A Simulation-Based Multi-Objective Optimization Framework for the Production Planning in Energy Supply Chains
    Chen, Shiyu
    Wang, Wei
    Zio, Enrico
    ENERGIES, 2021, 14 (09)
  • [13] Simulation-based multi-objective optimization framework for sustainable management of coastal aquifers in semi-arid regions
    Hesamfar, Farshad
    Ketabchi, Hamed
    Ebadi, Taghi
    JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2023, 338
  • [14] A parallel computing simulation-based multi-objective optimization framework for economic analysis of building energy retrofit: A case study in Iran
    Tavakolan, Mehdi
    Mostafazadeh, Farzad
    Eirdmousa, Saeed Jalilzadeh
    Safari, Amir
    Mirzaei, Kaveh
    JOURNAL OF BUILDING ENGINEERING, 2022, 45
  • [15] A Comparison of Multi-objective Evolutionary Algorithms for Simulation-Based Optimization
    Tan, Wen Jun
    Turner, Stephen John
    Aydt, Heiko
    ASIASIM 2012, PT III, 2012, 325 : 60 - 72
  • [16] Simulation-based multi-objective muffler optimization using efficient global optimization
    Puthuparampil, Jobin
    Sullivan, Pierre
    NOISE CONTROL ENGINEERING JOURNAL, 2020, 68 (06) : 441 - 458
  • [17] A simulation-based multi-objective optimization study of the fleet sizing problem in the offshore industry
    Eskandari, Hamidreza
    Mahmoodi, Ehsan
    MARITIME ECONOMICS & LOGISTICS, 2016, 18 (04) : 436 - 457
  • [18] A simulation-based multi-objective optimization study of the fleet sizing problem in the offshore industry
    Hamidreza Eskandari
    Ehsan Mahmoodi
    Maritime Economics & Logistics, 2016, 18 : 436 - 457
  • [19] Simulation-based multi-objective system optimization of train traction systems
    Dullinger, Christian
    Struckl, Walter
    Kozek, Martin
    SIMULATION MODELLING PRACTICE AND THEORY, 2017, 72 : 104 - 117
  • [20] Resource management framework using simulation modeling and multi-objective optimization: a case study of a front-end department of a public hospital in Thailand
    Tanantong, Tanatorn
    Pannakkong, Warut
    Chemkomnerd, Nittaya
    BMC MEDICAL INFORMATICS AND DECISION MAKING, 2022, 22 (01)