Roofpedia: Automatic mapping of green and solar roofs for an open roofscape registry and evaluation of urban sustainability

[1]  Julie M. David Big Data Mining (巨量資料探勘) , 2014 .

[2]  Vesna Kosorić,et al.  Design Optimization of Productive Façades: Integrating Photovoltaic and Farming Systems at the Tropical Technologies Laboratory , 2018, Sustainability.

[3]  R. Belarbi,et al.  A comprehensive study of the impact of green roofs on building energy performance , 2012 .

[4]  Sara Wilkinson,et al.  Green roof retrofit potential in the central business district , 2009 .

[5]  Timothy Carter,et al.  Life-cycle cost-benefit analysis of extensive vegetated roof systems. , 2008, Journal of environmental management.

[6]  Ursula Eicker,et al.  Assessment of the photovoltaic potential at urban level based on 3D city models: A case study and new methodological approach , 2017 .

[7]  Kasun Hewage,et al.  Probabilistic social cost-benefit analysis for green roofs: A lifecycle approach , 2012 .

[8]  Rui Zhu,et al.  Assessment of solar photovoltaic potentials on urban noise barriers using street-view imagery , 2021 .

[9]  Benjamin H. Mandel,et al.  Economic comparison of white, green, and black flat roofs in the United States , 2014 .

[10]  J. Nagel,et al.  Assessing Performance , 2019, The United States and Canada.

[11]  Subhransu Maji,et al.  DeepRoof: A Data-driven Approach For Solar Potential Estimation Using Rooftop Imagery , 2019, KDD.

[12]  N. Wong,et al.  The effects of rooftop garden on energy consumption of a commercial building in Singapore , 2003 .

[13]  Theodore G Theodosiou,et al.  Summer period analysis of the performance of a planted roof as a passive cooling technique , 2003 .

[14]  Jantien Stoter,et al.  Bayesian calibration at the urban scale: a case study on a large residential heating demand application in Amsterdam , 2020 .

[15]  Filip Biljecki,et al.  3D city models for urban farming site identification in buildings , 2020, Comput. Environ. Urban Syst..

[16]  M. Santamouris Cooling the cities – A review of reflective and green roof mitigation technologies to fight heat island and improve comfort in urban environments , 2014 .

[17]  N. Wong,et al.  Greenery as a mitigation and adaptation strategy to urban heat , 2021, Nature Reviews Earth & Environment.

[18]  Xiao Ping Song,et al.  Assessment of light adequacy for vertical farming in a tropical city , 2018 .

[19]  Philip L. Smith,et al.  The concept of application , 1981 .

[20]  Edgar Villarreal-Gonzalez,et al.  Response of a Sedum green-roof to individual rain events , 2005 .

[21]  Jian Sun,et al.  Deep Residual Learning for Image Recognition , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[22]  Chi‐Feng Chen,et al.  Performance evaluation and development strategies for green roofs in Taiwan: A review , 2013 .

[23]  Barbara J. Lence,et al.  Assessing the performance of sustainable technologies: a framework and its application , 2007 .

[24]  Trevor Darrell,et al.  Fully Convolutional Networks for Semantic Segmentation , 2017, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[25]  R. Stouffs,et al.  Hierarchical (multi-label) architectural image recognition and classification , 2021, CAADRIA proceedings.

[26]  Supratik Mukhopadhyay,et al.  DeepSat: a learning framework for satellite imagery , 2015, SIGSPATIAL/GIS.

[27]  Dan Stowell,et al.  A harmonised, high-coverage, open dataset of solar photovoltaic installations in the UK , 2020, Scientific data.

[28]  T. Reindl,et al.  Impact of urban block typology on building solar potential and energy use efficiency in tropical high-density city , 2019, Applied Energy.

[29]  Marek R. Ogiela,et al.  Multimedia tools and applications , 2005, Multimedia Tools and Applications.

[30]  Natalia Gimelshein,et al.  PyTorch: An Imperative Style, High-Performance Deep Learning Library , 2019, NeurIPS.

[31]  Robert Ries,et al.  Comparative environmental life cycle assessment of green roofs , 2007 .

[32]  Oscar Eugenio Bellini,et al.  Rooftop architecture and urban roofscape: designing the new vertical city , 2019 .

[33]  Jiafan Yu,et al.  DeepSolar: A Machine Learning Framework to Efficiently Construct a Solar Deployment Database in the United States , 2018, Joule.

[34]  N. Wong,et al.  Effects of vertical greenery on mean radiant temperature in the tropical urban environment , 2014 .

[35]  N. Kishnani,et al.  Building Integrated Agriculture: Utilising Rooftops for Sustainable Food Crop Cultivation in Singapore , 2010 .

[36]  Yannis A. Phillis,et al.  Urban sustainability assessment and ranking of cities , 2017, Comput. Environ. Urban Syst..

[37]  Mathias Kluge,et al.  Towards A New Architecture , 2016 .

[38]  Muhammad Shafique,et al.  Green roof benefits, opportunities and challenges – A review , 2018, Renewable and Sustainable Energy Reviews.

[39]  P. Fazio,et al.  Parametric investigation of geometric form effects on solar potential of housing units , 2011 .

[40]  Heidi Kreibich,et al.  Are OpenStreetMap building data useful for flood vulnerability modelling? , 2021, Natural Hazards and Earth System Sciences.

[41]  F. Moura,et al.  Urban solar potential for vehicle integrated photovoltaics , 2021 .

[42]  D. Botteldooren,et al.  Reducing the acoustical façade load from road traffic with green roofs , 2009 .

[43]  S. Schrader,et al.  Soil formation on green roofs and its contribution to urban biodiversity with emphasis on Collembolans , 2006 .

[44]  Zachary M. Berzolla,et al.  From concept to application: A review of use cases in urban building energy modeling , 2020, Applied Energy.

[45]  Thomas Brox,et al.  U-Net: Convolutional Networks for Biomedical Image Segmentation , 2015, MICCAI.

[46]  Filip Biljecki,et al.  Extending CityGML for IFC-sourced 3D city models , 2021 .

[47]  Junwei Han,et al.  A Survey on Object Detection in Optical Remote Sensing Images , 2016, ArXiv.

[48]  Fang Zhao,et al.  Vehicle Detection from Satellite Images , 2009 .

[49]  Jun Yang,et al.  Quantifying air pollution removal by green roofs in Chicago , 2008 .

[50]  S. Rousseau,et al.  Public versus Private Incentives to Invest in Green Roofs: A Cost Benefit Analysis for Flanders , 2010 .

[51]  V. Stovin The potential of green roofs to manage Urban Stormwater , 2010 .

[52]  Siew Eang Lee,et al.  Green and cool roofs’ urban heat island mitigation potential in tropical climate , 2018, Solar Energy.

[53]  F. Biljecki EXPLORATION OF OPEN DATA IN SOUTHEAST ASIA TO GENERATE 3D BUILDING MODELS , 2020, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences.

[54]  Daniel Feldmeyer,et al.  An open resilience index: Crowdsourced indicators empirically developed from natural hazard and climatic event data , 2021, Science of The Total Environment.

[55]  Shiming Xiang,et al.  Vehicle Detection in Satellite Images by Hybrid Deep Convolutional Neural Networks , 2014, IEEE Geoscience and Remote Sensing Letters.

[56]  Impact of urban expansion on regional temperature change in the Yangtze River Delta , 2007 .

[57]  Jordan M. Malof,et al.  Automatic Detection of Solar Photovoltaic Arrays in High Resolution Aerial Imagery , 2016, ArXiv.

[58]  F. B. Talbot,et al.  Green roof valuation: a probabilistic economic analysis of environmental benefits. , 2008, Environmental science & technology.

[59]  Syed Monjur Murshed,et al.  Impact of Urban Morphology on Energy Consumption of Vertical Mobility in Asian Cities—A Comparative Analysis with 3D City Models , 2018, Urban Science.

[60]  Daniel Hofmann,et al.  Scalable Feature Extraction with Aerial and Satellite Imagery , 2018, SciPy.

[61]  M. J. Kim,et al.  Green Environments and Happiness Level in Housing Areas toward a Sustainable Life , 2019, Sustainability.

[62]  Kenji Suzuki,et al.  A deep CNN based transfer learning method for false positive reduction , 2018, Multimedia Tools and Applications.

[63]  R. Castello,et al.  Big data mining for the estimation of hourly rooftop photovoltaic potential and its uncertainty , 2020 .

[64]  A. Jäger-Waldau,et al.  A high-resolution geospatial assessment of the rooftop solar photovoltaic potential in the European Union , 2019, Renewable and Sustainable Energy Reviews.

[65]  Jean-Louis Scartezzini,et al.  Deep learning in the built environment: automatic detection of rooftop solar panels using Convolutional Neural Networks , 2019, Journal of Physics: Conference Series.

[66]  Liang Chen,et al.  A study on the cooling effects of greening in a high-density city: An experience from Hong Kong , 2012 .

[67]  Ying Long,et al.  Measuring visual quality of street space and its temporal variation: Methodology and its application in the Hutong area in Beijing , 2019, Landscape and Urban Planning.

[68]  Ross Maciejewski,et al.  Urban form and composition of street canyons: A human-centric big data and deep learning approach , 2019, Landscape and Urban Planning.

[69]  Qunshan Zhao,et al.  Assessing validation methods for building identification and extraction , 2015, 2015 Joint Urban Remote Sensing Event (JURSE).

[70]  S. Brenneisen Space for urban wildlife : designing green roofs as habitats in Switzerland , 2006 .

[71]  K. R I S T I,et al.  Carbon Sequestration Potential of Extensive Green Roofs , 2009 .

[72]  M. Hauschild,et al.  Contributions of Local Farming to Urban Sustainability in the Northeast United States. , 2017, Environmental science & technology.

[73]  J. Gonçalves,et al.  Quantifying the City’s Green Area Potential Gain Using Remote Sensing Data , 2016 .

[74]  Ronald M. Summers,et al.  Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning , 2016, IEEE Transactions on Medical Imaging.

[75]  J. Ahrendt Historische Gründächer: Ihr Entwicklungsgang bis zur Erfindung des Eisenbetons , 2007 .

[76]  E. Zamperini Symbiotic architecture : rooftop additiones on existing buildings , 2014 .

[77]  Francesco Frontini,et al.  An integrated 3D GIS-based method for estimating the urban potential of BIPV retrofit of façades , 2020 .

[78]  Julia Md. Tukiran A STUDY ON THE COOLING EFFECTS OF GREENING FOR IMPROVING THE OUTDOOR THERMAL ENVIRONMENT IN PENANG, MALAYSIA , 2017 .

[79]  Francesco Frontini,et al.  BIPV Products for Façades and Roofs: a Market Analysis , 2014 .

[80]  Leigh J. Whittinghill,et al.  The role of green roof technology in urban agriculture , 2011, Renewable Agriculture and Food Systems.

[81]  A. Richards Energy and buildings , 2012 .

[82]  Jeremy M. Jungels,et al.  Attitudes and aesthetic reactions toward green roofs in the Northeastern United States , 2013 .

[83]  Weixing Zhang,et al.  Assessing street-level urban greenery using Google Street View and a modified green view index , 2015 .

[84]  N. Wong,et al.  GIS-based greenery evaluation on campus master plan , 2008 .

[85]  Alamah Misni,et al.  THE IMPACT OF ROOF GARDENS AT HIGH-RISE RESIDENTIAL BUILDINGS ON PROPERTY VALUES , 2017 .

[86]  Chao Fan,et al.  Rooftop Surface Temperature Analysis in an Urban Residential Environment , 2015, Remote. Sens..

[87]  M. Santamouris,et al.  Green and cool roofs’ urban heat island mitigation potential in European climates for office buildings under free floating conditions , 2013 .

[88]  Virginia Stovin,et al.  Green roofs; building energy savings and the potential for retrofit , 2010 .

[89]  Pascal Neis,et al.  Quality assessment for building footprints data on OpenStreetMap , 2014, Int. J. Geogr. Inf. Sci..

[90]  N. Wong,et al.  Investigation of thermal benefits of rooftop garden in the tropical environment , 2003 .

[91]  Nyuk Hien Wong,et al.  Holistic analysis and prediction of life cycle cost for vertical greenery systems in Singapore , 2021 .

[92]  Methods and Applications of Geospatial Technology in Sustainable Urbanism , 2021, Advances in Geospatial Technologies.

[93]  Dustin R Partridge,et al.  Urban green roofs provide habitat for migrating and breeding birds and their arthropod prey , 2018, PloS one.

[94]  A. Mendoza Beltran,et al.  Urban agriculture — A necessary pathway towards urban resilience and global sustainability? , 2021, Landscape and Urban Planning.

[95]  F. Meneguzzo,et al.  Solar Green Roofs: A Unified Outlook 20 Years On , 2019, Energy Technology.

[96]  Sam C. M. Hui,et al.  Integration of green roof and solar photovoltaic systems , 2011 .

[97]  C. Ratti,et al.  Green streets − Quantifying and mapping urban trees with street-level imagery and computer vision , 2017 .

[98]  Jinli Zhang,et al.  Interactions between Building Integrated Photovoltaics and Microclimate in Urban Environments , 2006 .

[99]  J. Widén,et al.  Urban building energy modeling: State of the art and future prospects , 2020 .

[100]  Jordan J. Bird,et al.  A Study on CNN Transfer Learning for Image Classification , 2018, UKCI.

[101]  Parvaneh Saeedi,et al.  A novel approach for polygonal rooftop detection in satellite/aerial imageries , 2009, 2009 16th IEEE International Conference on Image Processing (ICIP).

[102]  A. Cronin,et al.  The Photovoltaic Heat Island Effect: Larger solar power plants increase local temperatures , 2016, Scientific Reports.

[103]  V. Benson-Lira,et al.  Loss of a lake system in a megacity: The impact of urban expansion on seasonal meteorology in Mexico City , 2016 .

[104]  N. D. G. Davies The Town House in Ancient Egypt , 1929 .

[105]  J. Teller,et al.  POTENTIAL FOR URBAN GREENING WITH GREEN ROOFS: A WAY TOWARDS SMART CITIES , 2020 .

[106]  Huamei Shao,et al.  Assessing city-scale green roof development potential using Unmanned Aerial Vehicle (UAV) imagery , 2020 .

[107]  Hong-Seok Yang,et al.  Acoustic effects of green roof systems on a low-profiled structure at street level , 2012 .

[108]  Jimeno A. Fonseca,et al.  Identifying carbon emission reduction potentials of BIPV in high-density cities in Southeast Asia , 2019, Journal of Physics: Conference Series.

[109]  Jianya Gong,et al.  Towards generating network of bikeways from Mapillary data , 2021, Comput. Environ. Urban Syst..

[110]  V. Masson,et al.  Solar panels reduce both global warming and urban heat island , 2014, Front. Environ. Sci..

[111]  J. Beringer,et al.  Assessing practical measures to reduce urban heat: Green and cool roofs , 2013 .

[112]  J. Monaghan,et al.  Vertical farming: a summary of approaches to growing skywards , 2019, The Journal of Horticultural Science and Biotechnology.

[113]  D. Yin,et al.  Impact of urban expansion on regional temperature change in the Yangtze River Delta , 2007 .

[114]  M. Georgescu,et al.  Anthropogenic heating of the urban environment due to air conditioning , 2014 .

[115]  B. Bhatta Remote Sensing and GIS , 2008 .