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  • 1
    Online Resource
    Online Resource
    Singapore :Springer Singapore Pte. Limited,
    Keywords: City planning-Technological innovations. ; Electronic books.
    Type of Medium: Online Resource
    Pages: 1 online resource (122 pages)
    Edition: 1st ed.
    ISBN: 9789811335433
    Series Statement: Studies in Systems, Decision and Control Series ; v.192
    DDC: 307.1216
    Language: English
    Note: Intro -- Preface -- Acknowledgements -- About This Book -- Remorph: A Framework for Application of Computer Vision and Audition in Urban Analysis -- Contents -- About the Authors -- Abbreviations -- List of Figures -- 1 Application of AI in Urban Design -- 1.1 Overview -- 1.2 Book Structure -- 1.3 Situating the Question in the General Field of Inquiry -- 1.4 Remorph as an Analytical Tool for Urban Studies -- 1.4.1 Computer Vision and Its Application in Urban Planning and Design -- 1.4.2 A Brief History of Computer Audition and Its Application in Urban Planning and Design -- 1.4.3 A Brief History of Data Visualization in Urban Planning and Design -- 1.4.4 A Brief History of City as a Cybernetic Mechanism and Application of Data-Driven Analysis in Urban Planning and Design -- 2 Computer Audition in Urban Studies: Theory, Techniques and Rules of Application -- 2.1 Introduction -- 2.2 Disambiguation -- 2.3 Finding a Question, Identifying Perfect Strategy of Auditory Data Collection and Urban Sonification -- 2.3.1 Single Sensor -- 2.3.2 Multi Array of Sensors -- 2.3.3 Pointwise Sound Acquisition -- 2.3.4 Linear Sound Acquisition -- 2.4 Understanding Theory, Techniques and Rules of Producing Urban Soundscapes -- 2.4.1 Spatial Soundscapes -- 2.4.2 Temporal Soundscapes -- 2.5 Understanding Theory, Techniques and Rules of Audio-Metrication -- 2.5.1 Pitch Extraction Techniques -- 2.5.1.1 Neural Network Pitch Detection -- 2.5.1.2 YAAPT Pitch Detection -- 2.5.1.3 LPC Pitch Detection -- 2.5.1.4 Autocorrelation Pitch Detection -- 2.5.1.5 Cepstral Pitch Detection -- 2.5.1.6 Dynamic Time Warping -- 2.5.2 Melody -- 2.5.3 Spectrogram -- 2.6 Understanding Theory, Techniques and Rules of Soundscape Analysis -- 2.7 Understanding Theory, Techniques and Rules of Sound-Scape Representation (Citygrams) -- 2.7.1 Preprocessing Phase -- 2.7.2 Acoustic Feature Extraction. , 2.7.3 Acoustic Feature Modelling -- 2.8 Urban Audio Processing -- 2.9 Audio Segmentation -- 2.10 Audio Classification -- 2.11 Melodification -- 2.12 Conclusion -- 3 Computer Vision in Urban Studies: Theory, Techniques and Rules of Application -- 3.1 Introduction -- 3.2 Disambiguation -- 3.3 What Is Computer Vision -- 3.4 Brief History of Computer Vision -- 3.5 Introduction to Various Techniques of Computer Vision -- 3.5.1 Blob Detection -- 3.5.2 Shape Detection -- 3.5.3 Color Detection -- 3.5.4 Tracking -- 3.5.5 Size Detection -- 3.5.6 Identity Detection -- 3.5.7 Filtering -- 3.6 Kmeans Clustering -- 3.7 Overall Approach -- 3.7.1 Green Detection -- 3.7.1.1 Extract the Official Boundary of the City in Terms of Longitudes and Latitudes -- 3.7.1.2 Compute the Region of Interest (ROI) -- 3.7.1.3 Segmented the Overall Space of the City into Series of the High Resolution Images -- 3.7.1.4 Compute the Green Area of the Masked Aerial Images Separately -- 3.7.1.5 Calculate the Overall Green Per Capita and Convert Zoom Level to Square Meter -- 3.7.1.6 Plot Green Per Capita with Respect to Zoom Level and Select the Most Fitness Line -- 3.7.2 Road (Network) Detection -- 3.7.3 Water Detection -- 3.7.4 Desert Detection -- 3.7.5 Built-Up Detection -- 3.7.6 Skyline Detection -- 3.8 Conclusion -- 4 Remorph Is a Pedagogical Framework -- 4.1 Introduction -- 4.2 Introducing the Structure of a Remorph Workshops -- 4.3 Remorph01: Urban Melodies (Application of the Computer Audition in Urban Planning and Design) -- 4.3.1 Data Acquisition -- 4.3.2 Visualization and Melodification of Data -- 4.3.3 Data Analysis -- 4.3.3.1 Sound Segmentation -- 4.3.3.2 Sound Classification -- 4.4 Remorph02: Urban Processing (Application of the Computer Vision in Urban Planning and Design) -- 4.4.1 Data Acquisition -- 4.4.2 Data Visualization -- 4.4.3 Data Analysis -- References.
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