Data-driven operations management: organisational implications of the digital transformation in industrial practice

Abstract The ongoing digital transformation on industry has so far mostly been studied from the perspective of cyber-physical systems solutions as drivers of change. In this paper, we turn the focus to the changes in data management resulting from the introduction of new digital technologies in industry. So far, data processing activities in operations management have usually been organised according to the existing business structures inside and in-between companies. With increasing importance of Big Data in the context of the digital transformation, the opposite will be the case: business structures will evolve based on the potential to develop value streams offered on the basis of new data processing solutions. Based on a review of the extant literature, we identify the general different fields of action for operations management related to data processing. In particular, we explore the impact of Big Data on industrial operations and its organisational implications.

[1]  Malte Brettel,et al.  How Virtualization, Decentralization and Network Building Change the Manufacturing Landscape: An Industry 4.0 Perspective , 2014 .

[2]  Alexander Verl,et al.  Flexible, Self-configuring Control System for a Modular Production System , 2014 .

[3]  Soumendra Mohanty,et al.  “Big Data” in the Enterprise , 2013 .

[4]  Ronald L. Hartung,et al.  An Infrastructure for Individualised and Intelligent Decision-making and Negotiation in Cyber-physical Systems , 2014, KES.

[5]  Jens P. Wulfsberg,et al.  Unfold Collective Intelligence! , 2012 .

[6]  Michael D. Myers,et al.  Qualitative Research in Information Systems , 1997, MIS Q..

[7]  Ulrich Sendler Das PLM-Kompendium , 2009 .

[8]  Kristina Chodorow,et al.  MongoDB: The Definitive Guide , 2010 .

[9]  Tobias Wagner,et al.  Mental Strain as Field of Action in the 4th Industrial Revolution , 2014 .

[10]  Youngjin Yoo,et al.  Unbounded Innovation with Digitalization : A Case of Digital Camera * , 2010 .

[11]  Joe Celko Big Data and Cloud Computing , 2014 .

[12]  Kwei-Jay Lin,et al.  A real-time service-oriented framework to support sustainable cyber-physical systems , 2010, 2010 8th IEEE International Conference on Industrial Informatics.

[13]  Harald Dyckhoff,et al.  Erfolg der Produktion , 1998 .

[14]  O. Holsti Content Analysis for the Social Sciences and Humanities , 1969 .

[15]  Sabina Jeschke,et al.  Industrial Internet of Things: Cybermanufacturing Systems , 2016 .

[16]  Bernd Scholz-Reiter,et al.  Autonomous Control in Closed Dynamic Logistic Systems , 2014 .

[17]  Thomas Richter,et al.  Ganzheitliche Produktionssysteme und Industrie 4.0 , 2016 .

[18]  Ulrich Pape,et al.  Dezentrale, intelligente Multiagentensysteme , 2002 .

[19]  S. Parker Content Analysis for the Social Sciences and Humanities , 1970 .

[20]  Melnned M. Kantardzic Big Data Analytics , 2013, Lecture Notes in Computer Science.

[21]  Kagermann Henning Recommendations for implementing the strategic initiative INDUSTRIE 4.0 , 2013 .

[22]  Peter Nyhuis,et al.  Assistenzsystem zur Diagnose in der Produktionslogistik , 2010 .

[23]  Niklas Hering,et al.  Energieeffiziente Produktionsplanung und -regelung , 2013 .

[24]  Arshdeep Bahga,et al.  Internet of Things: A Hands-On Approach , 2014 .

[25]  Paul Hong,et al.  Taxonomy of ERP integrations and performance outcomes: an exploratory study of manufacturing firms , 2015 .

[26]  Jay Lee,et al.  Recent advances and trends in predictive manufacturing systems in big data environment , 2013 .

[27]  David A. Nadler,et al.  Organizing for Innovation , 1986 .

[28]  Berend Denkena,et al.  Data mining approach for knowledge-based process planning , 2014 .

[29]  Oliver Herkommer,et al.  Erfolg der Produktion von morgen , 2014 .

[30]  Yang Lu,et al.  Big data analytics and big data science: a survey , 2016 .

[31]  Salvatore T. March,et al.  Information Systems Research , 2004, IFIP International Federation for Information Processing.

[32]  Simon Kind,et al.  Advanced Technologies in Life Cycle Engineering , 2014 .

[33]  Américo Azevedo,et al.  Implementation of customisation strategies in collaborative networks through an innovative Reference Framework , 2016 .

[34]  Anja Schatz,et al.  Komplexität bewirtschaften – Industrie 4.0 und die Folgen , 2014 .

[35]  Rick Cattell,et al.  Scalable SQL and NoSQL data stores , 2011, SGMD.

[36]  André Stork,et al.  Visual Computing Challenges of Advanced Manufacturing and Industrie 4.0 [Guest editors' introduction] , 2015, IEEE Computer Graphics and Applications.

[37]  Klaus Krippendorff,et al.  Content Analysis: An Introduction to Its Methodology , 1980 .

[38]  Peter Letmathe,et al.  Ressourceneffizienz in Produktionsprozessen , 2013 .

[39]  Birgit Vogel-Heuser,et al.  Global Information Architecture for Industrial Automation , 2013 .

[40]  Andrea De Mauro,et al.  What is big data? A consensual definition and a review of key research topics , 2015, AIP Conference Proceedings.

[41]  P. Mertens,et al.  Integrierte Informationsverarbeitung 2 , 1993 .

[42]  Swapan Kumar Roy,et al.  Supply chain management: An overview , 2013 .

[43]  Gerhard Oberniedermaier,et al.  Sales and Distribution with SAP , 2002 .

[44]  M. Anusha,et al.  Big Data-Survey , 2016 .

[45]  Kalle Lyytinen,et al.  Research Commentary - The New Organizing Logic of Digital Innovation: An Agenda for Information Systems Research , 2010, Inf. Syst. Res..

[46]  Matthias Loskyll,et al.  Cyber-Physische Produktionssysteme , 2013, Autom..

[47]  Reiner Anderl,et al.  Integriertes Bauteildatenmodell für Industrie 4.0 , 2014 .

[48]  K. Klenke,et al.  Qualitative Research in the Study of Leadership , 2016 .

[49]  Eckehard Schnieder,et al.  Semantic Industry: Herausforderungen auf dem Weg zur rechnergestützten Informationsverarbeitung der Industrie 4.0 , 2015, Autom..

[50]  Jörg Franke,et al.  Einsatz von dezentralen Multiagentensystemen , 2010 .

[51]  C. Joseph,et al.  Spaces for the Future: A Companion to Philosophy of Technology , 2017 .

[52]  Bill Karakostas,et al.  A Multi Agent-based Service Framework for Supply Chain Management , 2014, ANT/SEIT.

[53]  Jeff Carpenter,et al.  Cassandra: The Definitive Guide , 2010 .

[54]  Jaroslav Pokorny NoSQL databases: a step to database scalability in web environment , 2011, iiWAS '11.

[55]  Mathias Grube,et al.  Industrie 4.0 – Automatische Austaktung in der Fabrik der Zukunft , 2015 .

[56]  Jay Lee,et al.  Service Innovation and Smart Analytics for Industry 4.0 and Big Data Environment , 2014 .

[57]  Ching-Hsien Hsu,et al.  Cloud Computing and Big Data , 2015, Lecture Notes in Computer Science.

[58]  Edward A. Lee Cyber Physical Systems: Design Challenges , 2008, 2008 11th IEEE International Symposium on Object and Component-Oriented Real-Time Distributed Computing (ISORC).

[59]  S. Schukraft,et al.  Autonome Produktionssteuerung bei zentraler Produktionsplanung , 2013 .

[60]  Jürgen Gausemeier,et al.  Selbstoptimierung als Perspektive für die Gestaltung intelligenter Fertigungssysteme , 2005 .

[61]  Kalle Lyytinen,et al.  Organizing for Innovation in the Digitized World , 2012, Organ. Sci..

[62]  Peter Loos,et al.  Grunddatenverwaltung und Betriebsdatenerfassung als Basis der Produktionsplanung und -steuerung , 1999 .

[63]  Didier Stricker,et al.  Visual Computing as a Key Enabling Technology for Industrie 4.0 and Industrial Internet , 2015, IEEE Computer Graphics and Applications.

[64]  Oliver Niggemann,et al.  Why Cyber-physical Production Systems Need a Descriptive Engineering Approach – A Case Study in Plug & Produce , 2014 .

[65]  Peter Nyhuis,et al.  „Was ist eigentlich Industrie 4.0?“ , 2015 .

[66]  Eberhard Abele,et al.  Effiziente Fabrik 4.0 , 2015 .

[67]  László Monostori,et al.  A solution for information management in logistics operations of modern manufacturing chains , 2014 .

[68]  Birgit Vogel-Heuser,et al.  Industrie 4.0 in Produktion, Automatisierung und Logistik , 2014 .

[69]  Angappa Gunasekaran,et al.  Information systems in supply chain integration and management , 2004, Eur. J. Oper. Res..

[70]  Enzo Morosini Frazzon,et al.  Towards Socio-Cyber-Physical Systems in Production Networks , 2013 .

[71]  Hartmut Stadtler,et al.  Supply Chain Management and Advanced Planning , 2000 .

[72]  Günther Schuh,et al.  Collaboration Moves Productivity to the Next Level , 2014 .

[73]  Gunther Reinhart,et al.  Situationsbasierte Steuerung modularisierter Produktionsabläufe , 2013 .

[74]  Tauno Otto,et al.  Digital Object Memory Based Monitoring Solutions in Manufacturing Processes , 2014 .

[75]  Marcus Röschinger,et al.  AutoID-Konzept für ein cloud-basiertes Werkzeugmanagement , 2015 .

[76]  Robert Schmitt,et al.  Selbstoptimierende Produktionssysteme , 2007 .

[77]  Steven Peters,et al.  Ad-hoc Rescheduling and Innovative Business Models for Shock- robust Production Systems☆ , 2013 .

[78]  Günther Schuh,et al.  Collaboration Mechanisms to Increase Productivity in the Context of Industrie 4.0 , 2014 .

[79]  T. Shpak,et al.  The Metaverse as Mediator between Technology , Trends , and the Digital Transformation of Society and Business , 2015 .

[80]  László Monostori,et al.  ScienceDirect Variety Management in Manufacturing . Proceedings of the 47 th CIRP Conference on Manufacturing Systems Cyber-physical production systems : Roots , expectations and R & D challenges , 2014 .

[81]  Jürgen Gausemeier,et al.  Der Spitzencluster it's OWL auf dem Weg zu Industrie 4.0 , 2014 .

[82]  P. Tenerowicz,et al.  Das Internet der Dinge in der Intralogistik - Ein Konzept zur Selbststeuerung in Materialflusssystemen , 2011 .

[83]  Kathrin M. Möslein,et al.  An Application Map for Industrial Cyber-Physical Systems , 2017 .

[84]  Alexander Verl,et al.  Communication Mechanisms for Cloud based Machine Controls , 2014 .

[85]  Sebastian Friedrich Gottschalk,et al.  High Resolution Production Management , 2007 .

[86]  Ian F. Akyildiz,et al.  A cross-layer communication module for the Internet of Things , 2013, Comput. Networks.

[87]  John Symons,et al.  The Routledge Companion to Philosophy of Psychology , 2009 .

[88]  Gunther Reinhart,et al.  Bionik in der Produktionsorganisation , 2013 .

[89]  Bernd Kleinjohann,et al.  Towards Self-reconfiguration of Real-time Communication within Cyber-physical Systems , 2014 .

[90]  Cesar Sanin,et al.  Implementing Virtual Engineering Objects (VEO) with the Set of Experience Knowledge Structure (SOEKS) , 2014, KES.

[91]  Rinkle Rani,et al.  Modeling and querying data in NoSQL databases , 2013, 2013 IEEE International Conference on Big Data.

[92]  Thomas Neff,et al.  Industrie 4.0 in der Zerspanung , 2014 .

[93]  Tom White,et al.  Hadoop: The Definitive Guide , 2009 .

[94]  Egon Müller,et al.  Fabrikaudit Industrie 4.0 , 2013 .

[95]  Mininath R. Bendre,et al.  Analytics, challenges and applications in big data environment: a survey , 2016 .

[96]  Thomas Bauernhansl,et al.  Virtual Fort Knox Federative, Secure and Cloud-based Platform for Manufacturing , 2013 .

[97]  S. Elo,et al.  Qualitative Content Analysis , 2014 .

[98]  Stefan Wesner,et al.  An Approach for a Cloud-based Machine Tool Control , 2013 .

[99]  Thomas Vorsatz,et al.  Notwendige Voraussetzungen für die Realisierung von Industrie 4.0 , 2015 .

[100]  Neumann Michael,et al.  Method for a Situation-based Adaptation and Validation of the Manufacturing Capability of Assembly Systems , 2014 .

[101]  Susanne Altendorfer-Kaiser,et al.  Schlanke Informationswirtschaft als Herausforderung der modernen Industrie , 2015 .

[102]  Stephan Weyer,et al.  Gemeinschaftsprojekt Industrie 4.0 – Fortschritt im Netzwerk , 2015 .

[103]  Hermann Meissner,et al.  Entwicklung cybertronischer Produktionssysteme , 2014 .

[104]  Uwe Dombrowski,et al.  Arbeitsbedingungen im Wandel der Industrie 4.0 , 2014 .

[105]  Albrecht Fritzsche,et al.  The simulated traces of action - B.I. and reflection through technology , 2009 .

[106]  Divyakant Agrawal,et al.  Big data and cloud computing: current state and future opportunities , 2011, EDBT/ICDT '11.

[107]  Mukesh K. Mohania,et al.  Cloud Computing and Big Data Analytics: What Is New from Databases Perspective? , 2012, BDA.

[108]  Dražen Veselovac,et al.  Digitales Technologiewissen durch intelligente Fertigungssysteme , 2013 .

[109]  Liisa von Hellens,et al.  Qualitative Research in Information Systems , 2007, Australas. J. Inf. Syst..