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Preface xi Acknowledgments xv Part One: Back ground and Definitions 1 Chapter 1 COMPUTER-AIDED DESIGN AND BUILDING INFORMATION MODELING 3 Computer Aided Design 5 Building Information Modeling 9 Chapter 2 COMPUTATIONAL DESIGN AND PARAMETRIC DESIGN 19 Computational Design 19 Parametric Design 30 Chapter 3 WHAT IS PARAMETRIC DESIGN? 41 Definition of Parametric Design 41 The Need for Parametric Design 47 Project Case: Parametric Analysis 51 Project Case: Generative Design 60 Part Two: Parametric Analysis 73 Chapter 4 METHODS OF PARAMETRIC ANALYSIS 75 Performing Energy Simulations 75 Performing Daylight Simulations 82 Daylight Analysis Process 83 Performing Parametric Analysis 90 Evaluating Parametric Analysis 97 Chapter 5 PARAMETRIC ANALYSIS FOR ENERGY AND DAYLIGHT PERFORMANCE 105 Energy Analysis Project Case: Hotel Residence 105 Project Case: Student Housing 112 Project Case: Student Residence 120 Project Case: High School Building 132 Part Three: Generative Design 139 Chapter 6 METHODS OF GENERATIVE DESIGN 141 Space Partitioning Algorithms 146 Site Subdivision Algorithms 155 Form Making Algorithms 160 Chapter 7 GENERATIVE DESIGN AT THE URBAN DESIGN SCALE 171 Project Case: Business Park 172 Project Case: Mixed Housing 179 Chapter 8 GENERATIVE DESIGN AT THE BUILDING SCALE AND INTERIOR DESIGN SCALE 195 Generative Design at the Building Scale 195 Generative Design at the Interior Design Scale 206 Part Four: Machine L earning 219 Chapter 9 MACHINE LEARNING FOR ENERGY ANALYSIS 221 Machine Learning Algorithms 223 Project Case: Residential Tower 230 Chapter 10 DEEP LEARNING FOR SOLAR ANALYSIS 239 Types of Deep Learning Algorithm 241 Generative Adversarial Networks 246 Project Case: Urban Solar 252 Bibliography 257 Index 259 |
Dr Victor Okhoya holds a Doctor of Design in Architecture from Carnegie Mellon University with a specialty in Computational Design, and has worked with architectural computational technology for more than twenty years. He has published widely on architectural computation technology and related subjects, has held leadership roles in digital design technology at leading architectural practices, and has trained hundreds of industry professionals on the use of digital design tools.
Marcelo Bernal, PhD, holds a doctoral degree in Architecture from the Georgia Institute of Technology with a specialty in Computational Design, and has more than two decades' experience in research and architectural practice. He has held professorial positions at the Universidad Techica Federico Santa Maria (UTFSM), Chile, and has published widely on architectural design and related subjects.