Basic Search / Detailed Display

Author: 陳明均
Ming-Chun Chen
Thesis Title: 從動態能力探索人和機器的雙歧靈巧性
Ambidexterity of Man & Machine from Dynamic Capabilities
Advisor: 張譯尹
Yi-Ying Chang
Committee: 王孔政
Kung-Jeng Wang
謝亦泰
Yi-Tai Seih
Degree: 碩士
Master
Department: 管理學院 - 管理研究所
Graduate Institute of Management
Thesis Publication Year: 2022
Graduation Academic Year: 110
Language: 英文
Pages: 50
Keywords (in Chinese): 人工智能雙岐靈巧性人與機器動態能力協作增強自動化聯合代理
Keywords (in other languages): Artificial Intelligence, Ambidexterity, Man & Machine, Dynamic Capabilities, Collaboration, Augmentation, Automation, Conjoin Agency
Reference times: Clicks: 461Downloads: 10
Share:
School Collection Retrieve National Library Collection Retrieve Error Report
  • 為響應人工智能研究應發展有意義的理論,並為實踐提供合理建議的呼籲(Raisch 和Krakowski 2021),這項研究的重點是在人類和智能型機器之間建立一個具雙岐靈巧性框架,利用採取動態能力促進人類和機器設備之間的協作。以一家原型製作公司的單一案例研究中提取了九個半結構式訪談的資料。此研究通過利用聯合代理準則調查了探索和利用的模式。建立了一個綜合的概念框架,該框架的三個主要部分是聯合’感知/感測器’代理(攫取技術)、聯合’把握/模擬’代理(增強技術)、聯合’重新配置/自我優化’代理(增強技術)。用以表明人和機器的雙歧靈巧性可來自於動態能力的養成。


    To reflect the call for AI research “to develop meaningful theory and provide practice with sound advice.” (Raisch and Krakowski 2021) This research focused on creating an ambidextrous framework between humans and intelligent machines to facilitate collaboration between man and machine by adopting dynamic capabilities. It has extracted nine semi-structured interview data from single-case study research at a prototyping-making company. The study investigated patterns of exploration and exploitation by leveraging conjoined agency guidelines. It has identified an integrated conceptual framework with Conjoined Sensing / Sensor agent (Arresting technology), Conjoined Seizing / Simulation agent (Augmenting technology), and Conjoined Reconfiguring / Self-optimization agent (Augmenting technology) as three major portions of this framework. It shows the ambidexterity of Man & Machine comes from Dynamic Capabilities.

    1. INTRODUCTION 1 1.1. PURPOSE OF STUDY & RESEARCH QUESTIONS 1 1.2. STATEMENT OF PROBLEM 2 1.3. PREVIEW OF THE REST OF THE THESIS 3 2. LITERATURE REVIEW 4 2.1. AMBIDEXTERITY 4 2.2. DYNAMIC CAPABILITIES 5 2.3. AGENT-BASED MODELING IN CYBER-PHYSICAL SYSTEM 7 3. METHOD & RESEARCH DESIGN 9 3.1. RESEARCH QUESTIONS 9 3.2. RESEARCH PROPOSITIONS 10 3.3. THE 'CASE' AND DATA COLLECTION 11 3.4. DATA PROCESSING 15 4. DATA ANALYSIS AND FINDINGS 20 4.1. CONJOINED SENSING / SENSOR AGENT (ARRESTING) 21 4.2. CONJOINED SEIZING / SIMULATION AGENT (AUGMENTING) 22 4.3. CONJOINED RECONFIGURING / SELF-OPTIMIZATION AGENT (AUGMENTING) 23 5. DISCUSSION 25 5.1. INTEGRATED CONCEPTUAL FRAMEWORK 25 5.1.1. EXPLORATION THROUGH AUGMENTING SEIZING-SIMULATION 26 5.1.2. EXPLOITATION THROUGH AUGMENTING RECONFIGURING-SELF_OPTIMIZATION 27 5.1.3. LEARNING SYSTEM THROUGH AUTOMATING SIMULATION-SELF_OPTIMIZATION 28 5.2. PRACTICAL IMPLICATION 29 5.3. LIMITATIONS AND FUTURE RESEARCH 33 BIBLIOGRAPHY 34 APPENDIX A: INTERVIEW QUESTIONS 37 APPENDIX B: EMAIL MEMO OF THE INTERVIEWEES' ARRANGEMENT 40 APPENDIX C: RESEARCH PARTICIPANT CONSENT FORM 41

    'ABOUT US. ' 2022. OPEN MIND Technologies AG, Accessed June, 18th. https://www.openmind-tech.com/en/about-us.html.

    Andriopoulos, Constantine, and Marianne W. Lewis. 2009. 'Exploitation-Exploration Tensions and Organizational Ambidexterity: Managing Paradoxes of Innovation', Organization Science, 20: 696-717.

    Baheti, Radhakisan, and Helen Gill. 2011. 'Cyber-physical systems', The impact of control technology, 12: 161-66.

    Bonabeau, Eric. 2002. 'Agent-based modeling: Methods and techniques for simulating human systems', Proceedings of the National Academy of Sciences, 99: 7280-87.

    Chesney, Thomas. 2021. Agent-Based Modelling of Worker Exploitation: Slave from the Machine (Springer Nature).

    Corbin, Juliet, and Anselm Strauss. 2014. Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory (SAGE Publications, Inc).

    Gibson, Cristina B., and Julian Birkinshaw. 2004. 'The Antecedents, Consequences, and Mediating Role of Organizational Ambidexterity', Academy of Management Journal, 47: 209-26.

    Helfat, Constance E., and Margaret A. Peteraf. 2015. 'Managerial cognitive capabilities and the microfoundations of dynamic capabilities', Strategic Management Journal, 36: 831-50.

    'hyperMILL® BEST FIT – Intelligent Part Alignment at the Push of a Button'. 2022. OPEN MIND Technologies AG, Accessed June, 24. https://www.openmind-tech.com/en/cam/best-fit.html.

    Lauff, Carlye A., Daria Kotys-Schwartz, and Mark E. Rentschler. 2018. 'What is a Prototype? What are the Roles of Prototypes in Companies?', Journal of Mechanical Design, 140.

    Lauff, Carlye, Jessica Menold, and Kristin Wood. 2019. 'Prototyping Canvas: Design Tool for Planning Purposeful Prototypes', Proceedings of the Design Society: International Conference on Engineering Design, 1: 1563-72.

    Lee, Jay, Behrad Bagheri, and Hung-An Kao. 2015. 'A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems', Manufacturing Letters, 3: 18-23.

    Leitão, P., S. Karnouskos, L. Ribeiro, J. Lee, T. Strasser, and A. W. Colombo. 2016. 'Smart Agents in Industrial Cyber–Physical Systems', Proceedings of the IEEE, 104: 1086-101.

    Murray, Alex, Jen Rhymer, and David G. Sirmon. 2021. 'Humans and Technology: Forms of Conjoined Agency in Organizations', Academy of Management Review, 46: 552-71.

    'The Optimal NC Program for Your Multi-axis Machines Every Time'. 2022. OPEN MIND Technologies AG, Accessed June, 24th. https://www.openmind-tech.com/en/cam/hypermill-virtual-machining/hypermill-virtual-machining-optimizer.html.

    Ossenbrink, Jan, Joern Hoppmann, and Volker H. Hoffmann. 2019. 'Hybrid Ambidexterity: How the Environment Shapes Incumbents’ Use of Structural and Contextual Approaches', Organization Science, 30: 1319-48.

    Paul, L. Borrill, and Tesfatsion Leigh. 2011. "Agent-based Modeling: The Right Mathematics for the Social Sciences?" In.: Edward Elgar Publishing.

    Raisch, Sebastian, and Sebastian Krakowski. 2021. 'Artificial Intelligence and Management: The Automation–Augmentation Paradox', Academy of Management Review, 46: 192-210.

    Russell, Stuart, and Peter Norvig. 2021. Artificial Intelligence: A Modern Approach (Pearson).

    Teece, David J., Reflections on Firm and Industry Dynamics (April 25, 2022). Oxford Handbook of Industry Dynamics (forthcoming), edited by Matthias Kipping, Takafumi Kurosawa, and Eleanor Westney. DOI: 10.1093/oxfordhb/9780190933463.001.0001, Available at SSRN: https://ssrn.com/abstract=4093271

    Teece, David J. 2011. Dynamic Capabilities and Strategic Management (Oxford University Press, Usa).

    Teece, David J., Gary Pisano, and Amy Shuen. 1997. 'Dynamic capabilities and strategic management', Strategic Management Journal, 18: 509-33.

    'TURN YOUR IMAGINATION INTO REALITY'. 2022. IMAGE MODEL Company Limited, Accessed June, 24. https://www.image-model.com/service.

    Tushman, Michael L., and Charles A. O'Reilly. 1996. 'Ambidextrous Organizations: Managing Evolutionary and Revolutionary Change', California Management Review, 38: 8-29.

    Yin, Robert K. 2018. Case study research and applications : design and methods

    QR CODE