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
  • [41] A Digital twin-driven Framework for the Online Prediction and Control of Assembly Quality toward the Solid Rocket Engine
    Ma, Dongxu
    Zhou, Guanghui
    Zhang, Chao
    Men, Songchen
    Zou, Yongchen
    2022 IEEE 6TH ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC), 2022, : 1773 - 1778
  • [42] Evaluation of quality control parameters of driven piles using digital imaging
    Yun, Hee Suk
    Seok, Jeong Woo
    Hwang, Daejin
    Kim, Myoung Mo
    PROCEEDINGS OF THE SEVENTEENTH (2007) INTERNATIONAL OFFSHORE AND POLAR ENGINEERING CONFERENCE, VOL 1- 4, PROCEEDINGS, 2007, : 1446 - +
  • [43] An Intelligent Control Model Based on Digital Twin Technology and Optimized Least-Squares Support Vector Regression for Predicting Electromagnetic Brake Assembly Quality
    Shi, Yuxuan
    Pang, Jihong
    Chen, Yuanzhong
    Dai, Jinkun
    Li, Yong
    IEEE ACCESS, 2023, 11 : 137303 - 137316
  • [44] Digital twin-driven blade rub-impact diagnosis using blade tip timing
    Wu, Shuming
    Tian, Shaohua
    Chen, Xuefeng
    Yang, Zhibo
    MEASUREMENT, 2024, 231
  • [45] Automation of quality control of digital topographic maps at the scale 1:50 000 of the Main State Topographic Map in Ukraine
    Lazorenko-Hevel, Nadiia
    Karpinskyi, Yurii
    Kin, Danylo
    Lets, Olexander
    30TH INTERNATIONAL CARTOGRAPHIC CONFERENCE (ICC 2021), VOL 4, 2021,
  • [46] Using Digital Twin Data for the Attribute-Based Usage Control of Value-Added Networks
    Kern, Alexander
    Anderl, Reiner
    2020 SEVENTH INTERNATIONAL CONFERENCE ON SOFTWARE DEFINED SYSTEMS (SDS), 2020, : 29 - 36
  • [47] Unified Environment for Real Time Control of Hybrid Energy System Using Digital Twin and IoT Approach
    Chalal, Lamine
    Saadane, Allal
    Rachid, Ahmed
    SENSORS, 2023, 23 (12)
  • [48] Numerical Control Machine Optimization Technologies through Analysis of Machining History Data Using Digital Twin
    Heo, Eunyoung
    Yoo, Namhyun
    APPLIED SCIENCES-BASEL, 2021, 11 (07):
  • [49] Communication Quality Estimation Observer: An Approach for Integrated Communication Quality Estimation and Control for Digital-Twin-Assisted Cyber-Physical Systems
    Kubo, Ryogo
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2022, E105B (10) : 1139 - 1153
  • [50] Maintaining Quality Control Using a Radiological Digital X-ray Dashboard
    Minnigh, Todd R.
    Gallet, Jacqueline
    JOURNAL OF DIGITAL IMAGING, 2009, 22 (01) : 84 - 88