DATA-DRIVEN SIMULATION FOR HEALTHCARE FACILITY UTILIZATION MODELING AND EVALUATION

被引：0

作者：

Sun, Xuxue ^{[1
]}

Li, Mingyang ^{[1
]}

Meng, Chao ^{[2
]}

Kong, Nan ^{[3
]}

Meng, Hongdao ^{[4
]}

Hyer, Kathryn ^{[4
]}

机构：

[1] Univ S Florida, Dept Ind & Management Syst Engn, 4202 E Fowler Ave, Tampa, FL 33620 USA

[2] Valdosta State Univ, Dept Mkt & Int Business, 1500 N Patterson St, Valdosta, GA 31698 USA

[3] Purdue Univ, Dept Biomed Engn, 206 S Martin Jischke Dr, W Lafayette, IN 47907 USA

[4] Univ S Florida, Sch Aging Studies, 13201 Bruce B Downs Blvd, Tampa, FL 33612 USA

来源：

2017 WINTER SIMULATION CONFERENCE (WSC) | 2017年

关键词：

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Utilization evaluation for healthcare facilities such as hospitals and nursing homes is crucial for providing high quality healthcare services in various communities. In this paper, a data-driven simulation framework integrating statistical modeling and agent-based simulation (ABS) is proposed to evaluate the utilization of various healthcare facilities. A Bayesian modeling approach is proposed to model the relationship between heterogeneous individuals' characteristics and time to readmission in the hospital and nursing home. An ABS model is developed to model the dynamically changing health conditions of individuals and readmission/discharge events. The individuals are modeled as agents in the ABS model, and their time to readmission and length of stay are driven by the developed Bayesian individualized models. An application based on Florida's Medicare and Medicaid claims data demonstrates that the proposed framework can effectively evaluate the healthcare facility utilization under various scenarios.

引用

页码：2869 / 2880

页数：12

共 50 条

[1] The use of reliability simulation techniques in data-driven facility simulation
Reinecke, F.
Bracke, S.
SAFETY AND RELIABILITY - SAFE SOCIETIES IN A CHANGING WORLD, 2018, : 2013 - 2019
[2] Data-Driven Healthcare
Chang, Hyejung
HEALTHCARE INFORMATICS RESEARCH, 2015, 21 (01) : 61 - 62
[3] Data-driven Modeling and Simulation of Thermal Fuses
Horn, Markus
Brabetz, Ludwig
Ayeb, Mohamed
2018 IEEE INTERNATIONAL CONFERENCE ON ELECTRICAL SYSTEMS FOR AIRCRAFT, RAILWAY, SHIP PROPULSION AND ROAD VEHICLES & INTERNATIONAL TRANSPORTATION ELECTRIFICATION CONFERENCE (ESARS-ITEC), 2018,
[4] Data-Driven Modeling and Simulation of PV Array
Thomas, Mini S.
Nisar, Amira
2015 2ND INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT (INDIACOM), 2015, : 308 - 313
[5] Use of Data-Driven Simulation Modeling and Visual Computing Methods for Workplace Evaluation
Ojstersek, Robert
Buchmeister, Borut
Herzog, Natasa Vujica
APPLIED SCIENCES-BASEL, 2020, 10 (20): : 1 - 17
[6] Magnetic Field Simulation With Data-Driven Material Modeling
De Gersem, Herbert
Galetzka, Armin
Ion, Ion Gabriel
Loukrezis, Dimitrios
Roemer, Ulrich
IEEE TRANSACTIONS ON MAGNETICS, 2020, 56 (08)
[7] Data-driven Simulation
Lazarova-Molnar, Sanja
2022 SIGNAL PROCESSING: ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, AND APPLICATIONS (SPA), 2022, : 18 - 18
[8] The Need for Interactive Data-Driven Process Simulation in Healthcare: A Case Study
van Hulzen, Gerhardus
Martin, Niels
Depaire, Benoit
PROCESS MINING WORKSHOPS, ICPM 2020 INTERNATIONAL WORKSHOPS, 2021, 406 : 317 - 329
[9] Data-Driven Identification Method and Simulation Modeling of a Ground Robot
Trombetta, Enza, I
Frauzetti, Iris David Du Mutel de Pierrepont
Carminati, Davide
Scanavino, Matteo
Capello, Elisa
2021 IEEE 8TH INTERNATIONAL WORKSHOP ON METROLOGY FOR AEROSPACE (IEEE METROAEROSPACE), 2021, : 602 - 607
[10] Simulation and Data-Driven Modeling of the Transport Properties of the Mie Fluid
Chaparro, Gustavo
Muller, Erich A.
JOURNAL OF PHYSICAL CHEMISTRY B, 2024, 128 (02): : 551 - 566

← 1 2 3 4 5 →