A Real-Time Access Control of Patient Service in the Outpatient Clinic

被引:4
|
作者
Song, Jie [1 ]
Qiu, Yunzhe [2 ]
Liu, Zekun [2 ]
机构
[1] Peking Univ, Dept Ind Engn & Management, Beijing 100871, Peoples R China
[2] Washington Univ, Olin Business Sch, St Louis, MO 63130 USA
基金
美国国家科学基金会;
关键词
Admission control (AC); healthcare management; Markov decision process (MDP); myopic optimal policy; patient utility; NO-SHOWS; WAITING TIME; APPOINTMENTS; ALLOCATION; OVERBOOKING; QUEUES; SERVER; MODEL;
D O I
10.1109/TASE.2016.2597185
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the increasing demand of patients for limited healthcare services, e. g., expert physicians in general hospitals and the long on-site waiting time of patients, a real-time admission control (AC) policy was developed considering both distinction and fairness among heterogeneous patients. The AC policy chooses the customer for the next service from the waiting area to minimize the expected total disutility according to the current system state. A continuous-time Markov decision process in a finite horizon was developed, and a myopic optimal policy was derived using a switching curve to discriminate patient admission based on patient types and waiting time. The effect of each parameter on the switching curve is analyzed, and managerial insights are discussed. In the numerical experiment, an empirical case in the Pediatric Department of Peking University Third Hospital is conducted using simulation models. Three commonly used scheduling policies and the myopic policy (MP) are tested in both Markovian settings and a real-world scenario. Simulation results confirm the effectiveness of the MP, because the total disutility of patients is significantly alleviated. Furthermore, the service experience of patients is expected to improve with the application of the AC policy.
引用
收藏
页码:758 / 771
页数:14
相关论文
共 50 条
  • [1] Real Time Access Control of Patient Service in the Pediatrics Department
    Qiu, Yunzhe
    Song, Jie
    Liu, Zekun
    2015 INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2015, : 734 - 739
  • [2] Using a real-time location system to measure patient flow in a radiation oncology outpatient clinic
    Conley, Kevin
    Chambers, Chester
    Elnahal, Shereef
    Choflet, Amanda
    Williams, Kayode
    DeWeese, Theodore
    Herman, Joseph
    Dada, Maqbool
    PRACTICAL RADIATION ONCOLOGY, 2018, 8 (05) : 317 - 323
  • [3] Service Differentiation based Medium Access Control protocol for Real-time Application
    Dbibih, Imane
    Iala, Imad
    Aboutajdine, Driss
    Zytoune, Ouadoudi
    PROCEEDINGS OF 2015 THIRD IEEE WORLD CONFERENCE ON COMPLEX SYSTEMS (WCCS), 2015,
  • [4] A Dataset of Service Time and Related Patient Characteristics from an Outpatient Clinic
    Feng, Haolin
    Jia, Yiwu
    Zhou, Siyi
    Chen, Hongyi
    Huang, Teng
    DATA, 2023, 8 (03)
  • [5] Real-time update of access control policies
    Ray, I
    DATA & KNOWLEDGE ENGINEERING, 2004, 49 (03) : 287 - 309
  • [6] Service-Aware Access Control Procedure for Blockchain Assisted Real-Time Applications
    Almagrabi, Alaa Omran
    Bashir, A. K.
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 67 (03): : 3649 - 3667
  • [7] Real-Time QoS Control for Service Orchestration
    Bosman, Joost
    van den Berg, Hans
    van der Mei, Rob
    2015 27TH INTERNATIONAL TELETRAFFIC CONGRESS ITC 27, 2015, : 152 - 158
  • [8] Ubiquitous access to real-time patient monitoring data
    Nelwan, S
    Meij, S
    Fuchs, K
    van Dam, T
    COMPUTERS IN CARDIOLOGY 1997, VOL 24, 1997, 24 : 271 - 274
  • [9] SIMULATION OF MULTIPLE ACCESS PROTOCOLS FOR REAL-TIME CONTROL
    FINN, A
    DECKER, R
    MCCLURG, C
    HARMON, D
    SIMULATION, 1992, 58 (02) : 123 - 130
  • [10] Concurrent and real-time update of access control policies
    Ray, I
    Xin, T
    DATABASE AND EXPERT SYSTEMS APPLICATIONS, PROCEEDINGS, 2003, 2736 : 330 - 339