Assessing the impact of automation in pharmaceutical quality control labs using a digital twin

被引:8
|
作者
Coito, Tiago [1 ]
Martins, Miguel S. E. [1 ]
Firme, Bernardo [1 ]
Figueiredo, Joao [2 ]
Vieira, Susana M. [1 ]
Sousa, Joao M. C. [1 ]
机构
[1] Univ Lisbon, Inst Super Tecn, IDMEC, Av Rovisco Pais 1, P-1049001 Lisbon, Portugal
[2] Univ Evora, IDMEC, Largo Colegiais 2, P-7000645 Evora, Portugal
关键词
Digital twin; Quality control; Simulation model; Automation impact; LABORATORIES;
D O I
10.1016/j.jmsy.2021.11.014
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Nowadays, pharmaceutical Quality Control (QC) laboratories have complex workflows where analysts test different samples simultaneously. Tests ensure the physical properties of drugs are expected and within guidelines. Each test follows an analytical procedure containing tasks. Cyber-Physical Production System (CPPS) improves tasks/operations; however, accurate cost analysis with reasoned data is challenging. Theoretical estimation of impacts requires a high level of abstraction and fails to capture the proper behavior of the workflow. This paper proposes a method for evaluating the introduction of automation in a pharmaceutical QC laboratory. In the proposed methodology, this paper developed a simulation model of the analytical workflow of the tests. The impact assessment compares the current As-Is and future To-Be workflows, reworking the affected tasks. The model of the new resource is a hybrid parallel process with an initial buffer. The paper analyses several scenarios on parameters such as throughput, resource occupation, and annual man-hours gained. The simulation model was validated against actual historical data and compared to theoretical projections on the impact of automation. From our results, we found the available equipment has a high impact. Using production data, we project an increase in the analyst availability of 4,7% and equipment availability of 1,2%.
引用
收藏
页码:270 / 285
页数:16
相关论文
共 50 条
  • [1] Quality Deviation Control for Aircraft Using Digital Twin
    Cai, Hongxia
    Zhu, Jiamin
    Zhang, Wei
    JOURNAL OF COMPUTING AND INFORMATION SCIENCE IN ENGINEERING, 2021, 21 (03)
  • [2] Automation of IoT Based Services Using Digital Twin
    Anghel, Daniel
    Balan, Titus Constantin
    ONLINE ENGINEERING AND SOCIETY 4.0, 2022, 298 : 360 - 369
  • [3] Pharmaceutical quality control laboratory digital twin - A novel governance model for resource planning and scheduling
    Lopes, Miguel R.
    Costigliola, Andrea
    Pinto, Rui
    Vieira, Susana
    Sousa, Joao M. C.
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2020, 58 (21) : 6553 - 6567
  • [4] Design of a Digital Twin of a Robotic Cell for Product Quality Control
    Gotlih, Janez
    Brezocnik, Miran
    Ficko, Mirko
    Jovanovic, Marko
    Belsak, Rok
    Karner, Timi
    NEW TECHNOLOGIES, DEVELOPMENT AND APPLICATION V, 2022, 472 : 18 - 29
  • [5] A Digital Twin Based Industrial Automation and Control System Security Architecture
    Gehrmann, Christian
    Gunnarsson, Martin
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 16 (01) : 669 - 680
  • [6] Spacecraft assembly quality control and prediction technology based on digital twin
    Zhang J.
    Liu J.
    Gong K.
    Zhang C.
    Zhuang C.
    Zhao B.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2021, 27 (02): : 605 - 616
  • [7] Efficient Automation Engineering of Modular Process Equipment Assemblies Using the Digital Twin
    Rahm, Julian
    Theissen, Manfred
    Klose, Anselm
    Soemers, Marcus
    Temmen, Heiner
    Schaefer, Christian
    Urbas, Leon
    CHEMIE INGENIEUR TECHNIK, 2021, 93 (12) : 2081 - 2091
  • [8] A hybrid digital twin approach for proactive quality control in manufacturing
    Catti, Paolo
    Nikolakis, Nikolaos
    Sipsas, Konstantinos
    Picco, Nadir
    Alexopoulos, Kosmas
    5TH INTERNATIONAL CONFERENCE ON INDUSTRY 4.0 AND SMART MANUFACTURING, ISM 2023, 2024, 232 : 3083 - 3091
  • [9] Geographically Distributed Voltage Control using Digital Twin
    Thien Phong Tran
    Quoc Tuan Tran
    Minh Tri Le
    Caire, Raphael
    Buttin, Herve
    Minh Cong Pham
    2023 ASIA MEETING ON ENVIRONMENT AND ELECTRICAL ENGINEERING, EEE-AM, 2023,
  • [10] Backlog control in optoelectronic production using a digital twin
    Schneider, Jonas
    Hiller, Tobias
    Nyhuis, Peter
    PROCEEDINGS OF THE CONFERENCE ON PRODUCTION SYSTEMS AND LOGISTICS, CPSL 2023-2, 2023, : 848 - 859