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Comprehensive resource explaining how to evaluate technologies for different purposes in any industry using four different practical approaches Future-Oriented Technology Assessment offers a comprehensive view of technology assessment structured into three different practical approaches: Technology Evaluation, Technology Roadmapping, and Technology Intelligence. The first four chapters include studies which utilize technology gap analysis, multiple criteria decision analysis, expert assessment quantification or neural networks to evaluate or forecast technology alternatives. The next…mehr
Comprehensive resource explaining how to evaluate technologies for different purposes in any industry using four different practical approaches
Future-Oriented Technology Assessment offers a comprehensive view of technology assessment structured into three different practical approaches: Technology Evaluation, Technology Roadmapping, and Technology Intelligence.
The first four chapters include studies which utilize technology gap analysis, multiple criteria decision analysis, expert assessment quantification or neural networks to evaluate or forecast technology alternatives. The next five chapters apply bibliometric analysis, patent analysis, and network analysis to identify technology trends and the leaders in the field. The final four chapters use technology roadmapping, which charts a comprehensive plan for implementing technology.
Additional topics covered in Future-Oriented Technology Assessment include:
Smart grid technology as an alternative to fossil fuel consumption
Heat pump water heaters that reduce the cost of energy and improve energy efficiency, with particular focus on research from the US and China
Nanotechnology in construction in Saudi Arabia to improve heat insulation, energy efficiency, and tensile strength in green building designs
With comprehensive, practical insight into evaluating emerging technologies across different industries, Future-Oriented Technology Assessment is an essential read for researchers in technology and professionals in engineering and technology management, along with professionals and graduate students in related disciplines and programs of study.
Haydar Yalçın, PhD, is an Associate Professor on Information Management and Technology at Ege University in Izmir, Turkey. He is also an affiliated faculty member at Mark O. Hatfield Cybersecurity & Cyber Defense Policy Center which is a National Academic Center of Excellence for Cybersecurity at Portland State University.
Tugrul U. Daim, PhD, is a Professor of Engineering and Technology Management, Fulbright Scholar, and the Director of Research at Mark O. Hatfield Cybersecurity & Cyber Defense Policy Center which is a National Academic Center of Excellence for Cybersecurity at Portland State University.
Inhaltsangabe
About the Authors
Preface
Acknowledgements
Chapter 1 Technology Assessment: Smart City Development Initiatives and Issues
Chapter 2 Technology Assessment: Process optimization services in the cement industry
Chapter 3 Technology Assessment: Energy Storage Technologies
Chapter 4 Technology Forecasting: A Secure Solar Power Generation Forecasting Framework Embedded Adversarial Attack and Training Methods for Recurrent Neural Networks
Chapter 5 Technology Intelligence: Transformative Trends and Technological Synergies for the Smart Grid
Chapter 6 Technology Intelligence: Cryptocurrencies and Emerging Technologies
Chapter 7 Technology Intelligence: Geothermal Energy
Chapter 8 Technology Intelligence: Heat Pump Water Heaters
Chapter 9 Technology Intelligence: Burst Analysis for RFID in Hospitals
Chapter 10 Technology Roadmapping: Data Science Roadmapping of Networked Organizations' Strategic Planning for Artificial Intelligence
Chapter 11 Technology Roadmapping: Nano Technology in Construction in Saudi Arabia
Chapter 12 Technology Roadmapping: Standards of Healthcare Data Cyber Security:
Chapter 13 Technology Roadmapping: Monitoring the Status of a Technology Roadmap with Data-Driven Roadmapping Approach
Index
A Note from the Series Editor xvii About the Editors xxi List of Contributors xxiii Preface xxvii 1 Technology Assessment: Smart City Development Initiatives and Issues 1 Nagendra K. Sharma, Vimal Kumar, Pratima Verma, Tugrul U. Daim, Haydar Yalç n, and Kuei-Kuei Lai 1.1 Introduction 1 1.2 Evolution of the Smart City 4 1.3 Need for Smart Cities 5 1.4 Conclusion 10 1.5 Implication and Future Research 11 References 12 2 Technology Assessment: Process Optimization Services in the Cement Industry 15 Felipe C. Gelbecke, Tugrul U. Daim, Hermann Lodding, and Sine B. Skaarup 2.1 Introduction 15 2.2 Research Design 18 2.3 Results of the Survey 30 2.4 Discussion 41 2.5 Conclusions 46 2.A Interview Guide 47 References 48 3 Technology Assessment: Energy Storage Technologies 51 Aynur Yarga, Tugrul U. Daim, Saeed Alzahrani, and Serhat Burmaoglu 3.1 Introduction 51 3.2 Literature Review 52 3.3 Methodology 55 3.4 Model Development 59 3.5 Results Analysis and Discussion 67 3.6 Conclusion 79 Acknowledgments 82 References 82 4 Technology Forecasting: A Secure Solar Power Generation Forecasting Framework for Recurrent Neural Networks 87 Murat Kuzlu, Salih Sarp, Ferhat O. Catak, Umit Cali, and Yanxiao Zhao 4.1 Introduction 87 4.2 Proposed Secure Solar Power Generation Forecasting Framework 89 4.3 Deep Learning Techniques 91 4.4 Adversarial Attack and Mitigation Methods 97 4.5 Dataset Description, Feature Selection, and Performance Metrics 100 4.6 Experiments 103 4.7 Results and Discussion 109 4.8 Summary 110 References 110 5 Technology Intelligence: Transformative Trends and Technological Synergies for the Smart Grid 113 Haydar Yalç n 5.1 Introduction 113 5.2 Cluster Analysis 114 5.3 Authors Productivity 116 5.4 Co-word Analysis 117 5.5 Discussion 124 References 127 6 Technology Intelligence: Cryptocurrencies and Emerging Technologies 129 Ahmet Ergurum, Mursel Dogrul, Haydar Yalç n, and Tugrul U. Daim 6.1 Introduction 129 6.2 Data and Method 132 6.3 Discussion 146 References 146 7 Technology Intelligence: Geothermal Energy 151 Tugrul U. Daim, Mehdi Zamani, Ali B. Naeini, Fayez Alsoubaie, Hao Zhang, and Haydar Yalç n 7.1 Introduction 151 7.2 Impacts of Geothermal Energy 153 7.3 Methodology 156 7.4 Results of Data Analysis 168 7.5 Discussion 206 7.6 Conclusions 207 7.7 Limitations and Future Research 207 7.A Python Code of Mann-Kendall Test 208 7.B Python Code of Life Cycle S Curve 210 References 213 8 Technology Intelligence: Heat Pump Water Heaters 221 Fayez Alsoubaie, Aynur Kirbac, and Tugrul U. Daim 8.1 Introduction 221 8.2 Literature Review 222 8.3 Social Network Analysis 226 8.4 Methodology 226 8.5 Heat Pump Water Heaters Bibliometrics Application 236 8.6 Overall Affiliation Ranking 2010-2021 238 8.7 Co-word Results 240 8.8 Interview Results 248 8.9 Conclusion and Discussion 250 References 250 9 Technology Intelligence: Burst Analysis for RFID in Hospitals 255 Haydar Yalç n 9.1 Introduction 255 9.2 Methodology 256 9.3 Data 257 9.4 Burst Analysis 257 9.5 Cluster Analysis 258 9.6 Conclusion 270 References 270 10 Technology Roadmapping: Data Science Roadmapping of Networked Organizations' Strategic Planning for Artificial Intelligence 273 Kerem Kayabay, Atilla K l nç, Mert Onuralp Gökalp, Ebru Gökalp, and Tugrul U. Daim 10.1 Introduction 273 10.2 Literature Review 274 10.3 A Case Study of Networked Organizations' Strategic Planning for AI 281 10.4 Discussion 290 10.5 Conclusion 291 References 292 11 Technology Roadmapping: Nano Technology in Construction in Saudi Arabia 301 Ashfaq AlKhalil and Tugrul U. Daim 11.1 Introduction 301 11.2 Research Methodology 303 11.3 Background of Nanotechnology 304 11.4 Nanoarchitecture: Definition and Its Applications 307 11.5 Building Sector and Sustainable Development Issues 311 11.6 Using Nanomaterials in the Production of Concrete-based Composites 313 11.7 Nanoarchitecture Application in Saudi Arabia 318 11.8 Technology Road Mapping for Green Architecture 320 11.9 Conclusion and Future Work 336 References 337 12 Technology Roadmapping: Standards of Healthcare Data Cybersecurity 343 Alison Nalven, Courtney Wright, Jennifer L. Zeitouni, Nolan Thompson, Sara Ferdousi, and Saumya Saxena 12.1 Introduction 343 12.2 Methodology 344 12.3 Literature Review 345 12.4 Results 347 12.5 Conclusion and Limitations 366 References 367 13 Technology Roadmapping: Monitoring the Status of a Technology Roadmap with Data-driven Roadmapping Approach 371 Nathasit Gerdsri, Ummaraporn Pora, Sudatip Puengrusme, and Ronald Vatananan 13.1 Introduction 371 13.2 Literature Review 372 13.3 Monitoring the Status of a Roadmap with Data-driven Roadmapping Approach 390 13.4 The Development of Integrative Restaurant Services and Intelligent Management Published in IEEE Transactions on Engineering Management (Pora et al. 2022) 394 13.5 Conclusion 396 References 397
Chapter 1 Technology Assessment: Smart City Development Initiatives and Issues
Chapter 2 Technology Assessment: Process optimization services in the cement industry
Chapter 3 Technology Assessment: Energy Storage Technologies
Chapter 4 Technology Forecasting: A Secure Solar Power Generation Forecasting Framework Embedded Adversarial Attack and Training Methods for Recurrent Neural Networks
Chapter 5 Technology Intelligence: Transformative Trends and Technological Synergies for the Smart Grid
Chapter 6 Technology Intelligence: Cryptocurrencies and Emerging Technologies
Chapter 7 Technology Intelligence: Geothermal Energy
Chapter 8 Technology Intelligence: Heat Pump Water Heaters
Chapter 9 Technology Intelligence: Burst Analysis for RFID in Hospitals
Chapter 10 Technology Roadmapping: Data Science Roadmapping of Networked Organizations' Strategic Planning for Artificial Intelligence
Chapter 11 Technology Roadmapping: Nano Technology in Construction in Saudi Arabia
Chapter 12 Technology Roadmapping: Standards of Healthcare Data Cyber Security:
Chapter 13 Technology Roadmapping: Monitoring the Status of a Technology Roadmap with Data-Driven Roadmapping Approach
Index
A Note from the Series Editor xvii About the Editors xxi List of Contributors xxiii Preface xxvii 1 Technology Assessment: Smart City Development Initiatives and Issues 1 Nagendra K. Sharma, Vimal Kumar, Pratima Verma, Tugrul U. Daim, Haydar Yalç n, and Kuei-Kuei Lai 1.1 Introduction 1 1.2 Evolution of the Smart City 4 1.3 Need for Smart Cities 5 1.4 Conclusion 10 1.5 Implication and Future Research 11 References 12 2 Technology Assessment: Process Optimization Services in the Cement Industry 15 Felipe C. Gelbecke, Tugrul U. Daim, Hermann Lodding, and Sine B. Skaarup 2.1 Introduction 15 2.2 Research Design 18 2.3 Results of the Survey 30 2.4 Discussion 41 2.5 Conclusions 46 2.A Interview Guide 47 References 48 3 Technology Assessment: Energy Storage Technologies 51 Aynur Yarga, Tugrul U. Daim, Saeed Alzahrani, and Serhat Burmaoglu 3.1 Introduction 51 3.2 Literature Review 52 3.3 Methodology 55 3.4 Model Development 59 3.5 Results Analysis and Discussion 67 3.6 Conclusion 79 Acknowledgments 82 References 82 4 Technology Forecasting: A Secure Solar Power Generation Forecasting Framework for Recurrent Neural Networks 87 Murat Kuzlu, Salih Sarp, Ferhat O. Catak, Umit Cali, and Yanxiao Zhao 4.1 Introduction 87 4.2 Proposed Secure Solar Power Generation Forecasting Framework 89 4.3 Deep Learning Techniques 91 4.4 Adversarial Attack and Mitigation Methods 97 4.5 Dataset Description, Feature Selection, and Performance Metrics 100 4.6 Experiments 103 4.7 Results and Discussion 109 4.8 Summary 110 References 110 5 Technology Intelligence: Transformative Trends and Technological Synergies for the Smart Grid 113 Haydar Yalç n 5.1 Introduction 113 5.2 Cluster Analysis 114 5.3 Authors Productivity 116 5.4 Co-word Analysis 117 5.5 Discussion 124 References 127 6 Technology Intelligence: Cryptocurrencies and Emerging Technologies 129 Ahmet Ergurum, Mursel Dogrul, Haydar Yalç n, and Tugrul U. Daim 6.1 Introduction 129 6.2 Data and Method 132 6.3 Discussion 146 References 146 7 Technology Intelligence: Geothermal Energy 151 Tugrul U. Daim, Mehdi Zamani, Ali B. Naeini, Fayez Alsoubaie, Hao Zhang, and Haydar Yalç n 7.1 Introduction 151 7.2 Impacts of Geothermal Energy 153 7.3 Methodology 156 7.4 Results of Data Analysis 168 7.5 Discussion 206 7.6 Conclusions 207 7.7 Limitations and Future Research 207 7.A Python Code of Mann-Kendall Test 208 7.B Python Code of Life Cycle S Curve 210 References 213 8 Technology Intelligence: Heat Pump Water Heaters 221 Fayez Alsoubaie, Aynur Kirbac, and Tugrul U. Daim 8.1 Introduction 221 8.2 Literature Review 222 8.3 Social Network Analysis 226 8.4 Methodology 226 8.5 Heat Pump Water Heaters Bibliometrics Application 236 8.6 Overall Affiliation Ranking 2010-2021 238 8.7 Co-word Results 240 8.8 Interview Results 248 8.9 Conclusion and Discussion 250 References 250 9 Technology Intelligence: Burst Analysis for RFID in Hospitals 255 Haydar Yalç n 9.1 Introduction 255 9.2 Methodology 256 9.3 Data 257 9.4 Burst Analysis 257 9.5 Cluster Analysis 258 9.6 Conclusion 270 References 270 10 Technology Roadmapping: Data Science Roadmapping of Networked Organizations' Strategic Planning for Artificial Intelligence 273 Kerem Kayabay, Atilla K l nç, Mert Onuralp Gökalp, Ebru Gökalp, and Tugrul U. Daim 10.1 Introduction 273 10.2 Literature Review 274 10.3 A Case Study of Networked Organizations' Strategic Planning for AI 281 10.4 Discussion 290 10.5 Conclusion 291 References 292 11 Technology Roadmapping: Nano Technology in Construction in Saudi Arabia 301 Ashfaq AlKhalil and Tugrul U. Daim 11.1 Introduction 301 11.2 Research Methodology 303 11.3 Background of Nanotechnology 304 11.4 Nanoarchitecture: Definition and Its Applications 307 11.5 Building Sector and Sustainable Development Issues 311 11.6 Using Nanomaterials in the Production of Concrete-based Composites 313 11.7 Nanoarchitecture Application in Saudi Arabia 318 11.8 Technology Road Mapping for Green Architecture 320 11.9 Conclusion and Future Work 336 References 337 12 Technology Roadmapping: Standards of Healthcare Data Cybersecurity 343 Alison Nalven, Courtney Wright, Jennifer L. Zeitouni, Nolan Thompson, Sara Ferdousi, and Saumya Saxena 12.1 Introduction 343 12.2 Methodology 344 12.3 Literature Review 345 12.4 Results 347 12.5 Conclusion and Limitations 366 References 367 13 Technology Roadmapping: Monitoring the Status of a Technology Roadmap with Data-driven Roadmapping Approach 371 Nathasit Gerdsri, Ummaraporn Pora, Sudatip Puengrusme, and Ronald Vatananan 13.1 Introduction 371 13.2 Literature Review 372 13.3 Monitoring the Status of a Roadmap with Data-driven Roadmapping Approach 390 13.4 The Development of Integrative Restaurant Services and Intelligent Management Published in IEEE Transactions on Engineering Management (Pora et al. 2022) 394 13.5 Conclusion 396 References 397
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