Systems Engineering Using the DEJI Systems Model® While we need to work more with a systems approach, there are few books that provide systems engineering theory and applications. This book presents a com- prehensive collection of systems engineering models. Each of the models is fully covered with guidelines on how and why to use them, along with case studies. Systems Engineering Using the DEJI Systems Model®: Evaluation, Justification, and Integration with Case Studies and Applications provides systems integration as a unifying platform for systems of systems and presents a structured model for systems applications and explicit treatment of human-in-the-loop systems. It dis- cusses systems design in detail and covers the justification methodologies along with examples. Systems evaluation tools and techniques are also included with a discussion on how engineering education is playing a major role for systems advancement. Practicing professionals, as well as educational institutions, governments, businesses, and industries, will find this book of interest. Systems Innovation Book Series Series Editor: Adedeji Badiru Systems Innovation refers to all aspects of developing and deploying new tech- nology, methodology, techniques, and best practices in advancing industrial pro- duction and economic development. This entails such topics as product design and development, entrepreneurship, global trade, environmental consciousness, operations and logistics, introduction and management of technology, collabora- tive system design, and product commercialization. Industrial innovation suggests breaking away from the traditional approaches to industrial production. It encour- ages the marriage of systems science, management principles, and technology implementation. Particular focus will be the impact of modern technology on industrial development and industrialization approaches, particularly for develop- ing economics. The series will also cover how emerging technologies and entre- preneurship are essential for economic development and society advancement. Project Management Systems, Principles, and Applications, Second Edition Adedeji B. Badiru Global Manufacturing Technology Transfer Africa-USA Strategies, Adaptations, and Management Adedeji B. Badiru Data Analytics Handbook of Formulas and Techniques Adedeji B. Badiru Conveyors Application, Selection, and Integration Patrick M McGuire Innovation Fundamentals Quantitative and Qualitative Techniques Adedeji B. Badiru and Gary Lamont Global Supply Chain Using Systems Engineering Strategies to Respond to Disruptions Adedeji B. Badiru Systems Engineering Using the DEJI Systems Model® Evaluation, Justification, and Integration with Case Studies and Applications Adedeji B. Badiru Systems Engineering Using the DEJI Systems Model® Evaluation, Justification, and Integration with Case Studies and Applications Adedeji B. Badiru MATLAB® is a trademark of The MathWorks, Inc. and is used with permission. The MathWorks does not warrant the accuracy of the text or exercises in this book. This book’s use or discussion of MATLAB® software or related products does not constitute endorsement or sponsorship by The MathWorks of a particular pedagogical approach or particular use of the MATLAB® software. First edition published 2023 by CRC Press 6000 Broken Sound Parkway NW, Suite 300, Boca Raton, FL 33487-2742 and by CRC Press 4 Park Square, Milton Park, Abingdon, Oxon, OX14 4RN CRC Press is an imprint of Taylor & Francis Group, LLC © 2023 Taylor & Francis Group, LLC Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume responsibility for the validity of all materials or the consequences of their use. 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For works that are not available on CCC please contact mpkbookspermissions@tandf. co.uk Trademark notice: Product or corporate names may be trademarks or registered trademarks and are used only for identification and explanation without intent to infringe. ISBN: 978-1-032-00802-8 (hbk) ISBN: 978-1-032-00803-5 (pbk) ISBN: 978-1-003-17579-7 (ebk) DOI: 10.1201/9781003175797 Typeset in Times by SPi Technologies India Pvt Ltd (Straive) Dedication Dedicated to the memory of Professor Oyewusi Ibidapo-Obe, who dedicated his career to systems implementations, even in the face of the stochasticity of a chaotic world. Contents Preface ................................................................................................................xiii Acknowledgments ...............................................................................................xv Author ...............................................................................................................xvii Chapter 1 Systems View of the World .............................................................1 Introduction .....................................................................................1 Alignment with the Tenets of IEOM ...............................................1 Industrial Engineering and Systems Approach ...............................3 Who Is an Industrial Engineer? .......................................................3 Industrial Engineering and Innovation ............................................4 Human Systems ...............................................................................9 Human Factors Engineering ..........................................................12 Systems Productivity, Efficiency, and Effectiveness .....................15 References .....................................................................................17 Chapter 2 Overview of DEJI Systems Model® ..............................................19 Introduction ...................................................................................19 Systems Engineering Competency Framework .............................21 System Design ...............................................................................22 System Evaluation .........................................................................24 System Justification .......................................................................26 Systems Integration .......................................................................26 Conclusion .....................................................................................28 References .....................................................................................29 Chapter 3 Design in DEJI Systems Model® ...................................................31 Introduction ...................................................................................31 Human Aspects of Design .............................................................32 A Design Case Study .....................................................................33 Integrative Design Process ............................................................35 Design Communication, Cooperation, and Coordination .............36 State-Space Representation ...........................................................36 Design State Transformation Paths ...............................................38 Real-Time State Monitoring ..........................................................39 State Performance Measurement ...................................................40 Non-Deterministic Performance....................................................40 Quantifying Design Performance ..................................................41 State Variable Structure .................................................................44 vii viii Contents Performance Quantification and Metric ........................................46 Hybrid Performance Strategy ........................................................47 Using Pugh Method for Design Concept Selection.......................50 References .....................................................................................53 Chapter 4 Evaluation in DEJI Systems Model® .............................................55 Introduction ...................................................................................55 Cost and Value of a System ...........................................................55 Evaluation for Resource Allocation ..............................................59 System-Based Evaluative Economics ...........................................61 The MARR Approach ...................................................................63 References .....................................................................................72 Chapter 5 Justification in DEJI Systems Model® ...........................................73 Introduction ...................................................................................73 Value “Ilities” of a System ............................................................73 Systems Utility Modeling ..............................................................74 Quantifying Utility ........................................................................75 Additive Utility Function ..............................................................77 Utility Example ........................................................................78 Multiplicative Utility Model ..........................................................79 Fitting a Utility Function ...............................................................79 Composite Value Computation ......................................................82 Capability .................................................................................84 Suitability .................................................................................84 Performance ..............................................................................84 Productivity ..............................................................................85 Value Benchmarking for System Justification...............................85 Concluding Remarks on Justification ............................................86 References .....................................................................................87 Chapter 6 Integration Stage of DEJI Systems Model® ..................................89 Introduction ...................................................................................89 Integration by Other Names ..........................................................90 Practical Measuring of Integration ................................................91 Plane Geometry of Systems Integration ........................................92 Computational Example of Quantitative Integration.....................96 Polar Plots for Systems Integration ...............................................97 Technology Transfer for Systems Integration .............................100 Characteristics of Systems Transfer ............................................100 New Technology Means New Systems Integration .....................102 Technology Transfer and Integration Modes ...............................105 Contents ix Technology Change-Over Strategies ...........................................107 Post-Implementation Evaluation .................................................107 Conclusion ...................................................................................108 References ...................................................................................108 Chapter 7 Application Case Studies of DEJI Systems Model® ...................109 Case 1: Mitigating Risks and Preventing Failure in Process Improvement Initiatives by Mike Kaminski ...........................109 Case 2: Applying DEJI Systems Model in Product Distribution by Mike Kaminski ..................................................................110 About the Author ....................................................................112 Case 3: Business Climate Affecting Power Supply: A Total Systems Perspective by Adedeji Badiru .................................112 Texas Case Example ...............................................................112 Ohio Case Example ................................................................113 A Recommended Systems Framework ...................................113 Case 4: Operation and Management of an R&D Technology Village by Adedeji Badiru ......................................................114 Systems Integration for Operation and Management Excellence of a Proposed R&D Technology Village .........114 Using Engineering Problem-Solving Methodology ...............114 Technology Village Operation via Industrial Engineering .....114 Case 5: Improving Cybersecurity by Using Semi-Quantitative Analysis within the Design, Evaluation, Justification, and Integration (DEJI) Model by John S. Bommer, Jr., J.D., CISM, Lt. Col., USAF (Ret.); SAE G-32 Voting Member, Cybersecurity, Cyber-Supply Chain Risk Management, and Cyber Risk Assessments SME .........................................115 Introduction ............................................................................115 Semi-Quantitative Analysis .........................................................118 Cyber Risk Assessment Analysis Approach ................................121 DEJI Model Use of SMQA in Cyber Risk Assessment ..............123 Case 5 Summary ..........................................................................124 Case 6: DEJI Systems Model in Curriculum Management .........125 Notes ............................................................................................127 Chapter 8 Data Modeling for Systems Integration ......................................131 Introduction .................................................................................131 Modeling Theory .........................................................................132 Types of Models ..........................................................................134 Modeling for Forecasting ............................................................136 Time-Series Forecasting ..............................................................137 Verification and Validation of Models .........................................138