Computers Environment and Urban Systems

Article	Citations
Understanding the drivers of sustainable land expansion using a patch-generating land use simulation (PLUS) model: A case study in Wuhan, China	674
Extracting spatial effects from machine learning model using local interpretation method: An example of SHAP and XGBoost	197
Urban function classification at road segment level using taxi trajectory data: A graph convolutional neural network approach	91
How did micro-mobility change in response to COVID-19 pandemic? A case study based on spatial-temporal-semantic analytics	81
Impacts of tree and building shades on the urban heat island: Combining remote sensing, 3D digital city and spatial regression approaches	75
Classification of urban morphology with deep learning: Application on urban vitality	70
The potential of nighttime light remote sensing data to evaluate the development of digital economy: A case study of China at the city level	62
Access to urban parks: Comparing spatial accessibility measures using three GIS-based approaches	54
Global Building Morphology Indicators	53
Analytics of location-based big data for smart cities: Opportunities, challenges, and future directions	53
Desirable streets: Using deviations in pedestrian trajectories to measure the value of the built environment	53
Delineating urban functional use from points of interest data with neural network embedding: A case study in Greater London	50
Interpretable machine learning models for crime prediction	48
Decoding urban landscapes: Google street view and measurement sensitivity	48
Urban morphology and traffic congestion: Longitudinal evidence from US cities	47
Integrating a Forward Feature Selection algorithm, Random Forest, and Cellular Automata to extrapolate urban growth in the Tehran-Karaj Region of Iran	45
Places for play: Understanding human perception of playability in cities using street view images and deep learning	44
VictimFinder: Harvesting rescue requests in disaster response from social media with BERT	44
Mobile phone location data for disasters: A review from natural hazards and epidemics	42
Associations between mobility and socio-economic indicators vary across the timeline of the Covid-19 pandemic	41
Using Google Street View imagery to capture micro built environment characteristics in drug places, compared with street robbery	41
Simulating the urban spatial structure with spatial interaction: A case study of urban polycentricity under different scenarios	41
Flood depth mapping in street photos with image processing and deep neural networks	40
A systematic review of agent-based models for autonomous vehicles in urban mobility and logistics: Possibilities for integrated simulation models	40
Cultivating historical heritage area vitality using urban morphology approach based on big data and machine learning	40

Assessing multiscale visual appearance characteristics of neighbourhoods using geographically weighted principal component analysis in Shenzhen, China	39
Investigating the spatiotemporal pattern between the built environment and urban vibrancy using big data in Shenzhen, China	39
Estimating quality of life dimensions from urban spatial pattern metrics	39
Estimating congestion zones and travel time indexes based on the floating car data	39
Towards a multidimensional view of tourist mobility patterns in cities: A mobile phone data perspective	38
Establishing a citywide street tree inventory with street view images and computer vision techniques	38
Inferencing hourly traffic volume using data-driven machine learning and graph theory	37
Sensing urban soundscapes from street view imagery	37
3D city models for urban farming site identification in buildings	36
“Domains of deprivation framework” for mapping slums, informal settlements, and other deprived areas in LMICs to improve urban planning and policy: A scoping review	36
A framework for urban land use classification by integrating the spatial context of points of interest and graph convolutional neural network method	34
Modeling urban growth sustainability in the cloud by augmenting Google Earth Engine (GEE)	33
Chinese tourists in Nordic countries: An analysis of spatio-temporal behavior using geo-located travel blog data	33
Spatio-temporal graph convolutional networks for road network inundation status prediction during urban flooding	32
Modeling urban development and its exposure to river flood risk in Southeast Asia	32
A geographic data science framework for the functional and contextual analysis of human dynamics within global cities	31
A building volume adjusted nighttime light index for characterizing the relationship between urban population and nighttime light intensity	31
Numerical modelling for analysis of the effect of different urban green spaces on urban heat load patterns in the present and in the future	30
Coupling graph deep learning and spatial-temporal influence of built environment for short-term bus travel demand prediction	30
Free and open source urbanism: Software for urban planning practice	30
Scaling of urban economic outputs: insights both from urban population size and population mobility	29
Quantify city-level dynamic functions across China using social media and POIs data	29
Measuring inequalities in urban systems: An approach for evaluating the distribution of amenities and burdens	29
Assessing the influence of point-of-interest features on the classification of place categories	29
Towards user-driven earth observation-based slum mapping	29
Peeking inside the black-box: Explainable machine learning applied to household transportation energy consumption	29
Sensing urban poverty: From the perspective of human perception-based greenery and open-space landscapes	28
Towards generating network of bikeways from Mapillary data	28
Quality assessment of crowdsourced social media data for urban flood management	27
Impact of 3-D urban landscape patterns on the outdoor thermal environment: A modelling study with SOLWEIG	27
Advances in portable sensing for urban environments: Understanding cities from a mobility perspective	27
Multiscale analysis of the influence of street built environment on crime occurrence using street-view images	26
Identifying and understanding road-constrained areas of interest (AOIs) through spatiotemporal taxi GPS data: A case study in New York City	26
Geographic micro-process model: Understanding global urban expansion from a process-oriented view	26
An efficient dynamic route optimization for urban flooding evacuation based on Cellular Automata	26
Identifying degrees of deprivation from space using deep learning and morphological spatial analysis of deprived urban areas	25
An extended patch-based cellular automaton to simulate horizontal and vertical urban growth under the shared socioeconomic pathways	25
Using smartphone-GPS data to understand pedestrian-scale behavior in urban settings: A review of themes and approaches	24
SALT: A multifeature ensemble learning framework for mapping urban functional zones from VGI data and VHR images	24
Automatic detection of potential mosquito breeding sites from aerial images acquired by unmanned aerial vehicles	24
Multi-objective optimization of urban environmental system design using machine learning	23
Integrating spatial nonstationarity into SLEUTH for urban growth modeling: A case study in the Wuhan metropolitan area	23
A spatiotemporal dynamic analyses approach for dockless bike-share system	22
Road network evolution in the urban and rural United States since 1900	22
GeoAI in terrain analysis: Enabling multi-source deep learning and data fusion for natural feature detection	22
Urban morphological regionalization based on 3D building blocks—A case in the central area of Chengdu, China	22
Structural changes in intercity mobility networks of China during the COVID-19 outbreak: A weighted stochastic block modeling analysis	21
A data-driven agent-based simulation to predict crime patterns in an urban environment	21
Combining a land parcel cellular automata (LP-CA) model with participatory approaches in the simulation of disruptive future scenarios of urban land use change	21
Equalizing the spatial accessibility of emergency medical services in Shanghai: A trade-off perspective	21

The inclusive 15-minute city: Walkability analysis with sidewalk networks	20
An agent-based modeling approach for public charging demand estimation and charging station location optimization at urban scale	20
A multi-objective Markov Chain Monte Carlo cellular automata model: Simulating multi-density urban expansion in NYC	20
Modelling the effect of landmarks on pedestrian dynamics in urban environments	20
Vital triangle: A new concept to evaluate urban vitality	20
Optimization of carsharing fleet size to maximize the number of clients served	19
Determination of building flood risk maps from LiDAR mobile mapping data	19
Spatial stratified heterogeneity and driving mechanism of urban development level in China under different urban growth patterns with optimal parameter-based geographic detector model mining	19
Shared automated vehicle fleet operations for first-mile last-mile transit connections with dynamic pooling	19
An iterative tessellation-based analytical approach to the design and planning of waste management regions	19
Incorporating space and time into random forest models for analyzing geospatial patterns of drug-related crime incidents in a major U.S. metropolitan area	19
Understanding the movement predictability of international travelers using a nationwide mobile phone dataset collected in South Korea	19
Which city is the greenest? A multi-dimensional deconstruction of city rankings	19
A new approach to detecting and designing living structure of urban environments	19
Space-time analytics of human physiology for urban planning	19
Converting street view images to land cover maps for metric mapping: A case study on sidewalk network extraction for the wheelchair users	18
Ridesharing accessibility from the human eye: Spatial modeling of built environment with street-level images	18
Exploring the effect of urban spatial development pattern on carbon dioxide emissions in China: A socioeconomic density distribution approach based on remotely sensed nighttime light data	18
Mapping dynamic peri-urban land use transitions across Canada using Landsat time series: Spatial and temporal trends and associations with socio-demographic factors	18
Predicting individuals' car accident risk by trajectory, driving events, and geographical context	18
Characterizing the activity patterns of outdoor jogging using massive multi-aspect trajectory data	18
Streets of London: Using Flickr and OpenStreetMap to build an interactive image of the city	17
Towards the automated large-scale reconstruction of past road networks from historical maps	17
Population mobility modelling for mobility data simulation	17
Mapping the walk: A scalable computer vision approach for generating sidewalk network datasets from aerial imagery	17
Analyzing movement predictability using human attributes and behavioral patterns	16
Urban hotspots detection of taxi stops with local maximum density	16
Urban ambient air temperature estimation using hyperlocal data from smart vehicle-borne sensors	16
An agent-based model for simulating urban crime with improved daily routines	16
Spatial aspects of urban air quality management: Estimating the impact of micro-scale urban form on pollution dispersion	16
Intra-urban land use maps for a global sample of cities from Sentinel-2 satellite imagery and computer vision	16
I-index for quantifying an urban location's irreplaceability	16
To be, or not to be ‘urban’? A multi-modal method for the differentiated measurement of the degree of urbanization	16
Delineating urban functional zones using mobile phone data: A case study of cross-boundary integration in Shenzhen-Dongguan-Huizhou area	16
Network analysis and characterization of vulnerability in flood control infrastructure for system-level risk reduction	16
Activity knowledge discovery: Detecting collective and individual activities with digital footprints and open source geographic data	16
Measuring urban regional similarity through mobility signatures	16
Delineating functional urban areas in Chinese mega city regions using fine-grained population data and cellphone location data: A case of Pearl River Delta	16
Using a deep learning model to quantify trash accumulation for cleaner urban stormwater	16
Measuring the impacts of dockless micro-mobility services on public transit accessibility	15
Understanding spatiotemporal trip purposes of urban micro-mobility from the lens of dockless e-scooter sharing	15
Significant spatial co-distribution pattern discovery	15
Daily mobility patterns of small business owners and homeworkers in post-industrial cities	15
Multi-scale detection and interpretation of spatio-temporal anomalies of human activities represented by time-series	15
Implementing a deep-learning model using Google street view to combine social and physical indicators of gentrification	15
A social sensing approach for everyday urban problem-handling with the 12345-complaint hotline data	15
An integrated global model of local urban development and population change	15
Understanding temporal and spatial patterns of urban activities across demographic groups through geotagged social media data	15
A graph-based semi-supervised approach to classification learning in digital geographies	15
Spatial factors influencing building age prediction and implications for urban residential energy modelling	15
KE-CNN: A new social sensing method for extracting geographical attributes from text semantic features and its application in Wuhan, China	15
ORTEGA: An object-oriented time-geographic analytical approach to trace space-time contact patterns in movement data	15
Finding the difference: Measuring spatial perception of planning phases of high-rise urban developments in Virtual Reality	14
On the knowledge gain of urban morphology from space	14
Incorporating active transportation modes in large scale urban modeling to inform sustainable urban development	14
Identifying borders of activity spaces and quantifying border effects on intra-urban travel through spatial interaction network	14
A machine learning approach to evaluate the spatial variability of New York City's 311 street flooding complaints	14
Automatic detection of Aedes aegypti breeding grounds based on deep networks with spatio-temporal consistency	14
Urban development wave: Understanding physical spatial processes of urban expansion from density gradient of new urban land	14
A novel approach to examining urban housing market segmentation: Comparing the dynamics between sales submarkets and rental submarkets	14
Examining runner's outdoor heat exposure using urban microclimate modeling and GPS trajectory mining	14
Trackintel: An open-source Python library for human mobility analysis	14
Development of SLEUTH-Density for the simulation of built-up land density	14
Estimating generalized measures of local neighbourhood context from multispectral satellite images using a convolutional neural network	13
Detecting older pedestrians and aging-friendly walkability using computer vision technology and street view imagery	13
The language of neighborhoods: A predictive-analytical framework based on property advertisement text and mortgage lending data	13
Performance benchmark on semantic web repositories for spatially explicit knowledge graph applications	13
Plant pest invasions, as seen through news and social media	13
Evolution of residents' cooperative behavior in neighborhood renewal: An agent-based computational approach	13
Creating spatially-detailed heterogeneous synthetic populations for agent-based microsimulation	13
Simulating large-scale urban land-use patterns and dynamics using the U-Net deep learning architecture	13
High-resolution urban change modeling and flood exposure estimation at a national scale using open geospatial data: A case study of the Philippines	13
Exploring night and day socio-spatial segregation based on mobile phone data: The case of Medellin (Colombia)	13
Predicting and mapping neighborhood-scale health outcomes: A machine learning approach	13
Discovering income-economic segregation patterns: A residential-mobility embedding approach	13
A simulation-based design framework to iteratively analyze and shape urban landscapes using point cloud modeling	13
Identification of urban sectors prone to solid waste accumulation: A machine learning approach based on social indicators	12
W-TextCNN: A TextCNN model with weighted word embeddings for Chinese address pattern classification	12
Capturing urban recreational hotspots from GPS data: A new framework in the lens of spatial heterogeneity	12
Early warning of COVID-19 hotspots using human mobility and web search query data	12

Detecting anomalous spatial interaction patterns by maximizing urban population carrying capacity	12
Portable - trackable methodologies for measuring personal and place exposure to nuisances in urban environments: Towards a people oriented paradigm	12
Optimisation of surveillance camera site locations and viewing angles using a novel multi-attribute, multi-objective genetic algorithm: A day/night anti-poaching application	12
Evaluation of heuristics for the p-median problem: Scale and spatial demand distribution	12
Causal effects of mobility intervention policies on intracity flows during the COVID-19 pandemic: The moderating role of zonal locations in the transportation networks	12
Burglars blocked by barriers? The impact of physical and social barriers on residential burglars' target location choices in China	12
HGAT-VCA: Integrating high-order graph attention network with vector cellular automata for urban growth simulation	12
Impacts of urban development on urban water management – Limits of predictability	12
Probabilistic positioning in mobile phone network and its consequences for the privacy of mobility data	12
HiVG: A hierarchical indoor visibility-based graph for navigation guidance in multi-storey buildings	12
An examination of the spatial coverage and temporal variability of Google Street View (GSV) images in small- and medium-sized cities: A people-based approach	11
Detecting individuals' spatial familiarity with urban environments using eye movement data	11
Detecting spatial flow outliers in the presence of spatial autocorrelation	11
Understanding collective human movement dynamics during large-scale events using big geosocial data analytics	11
Using Wi-Fi probe requests from mobile phones to quantify the impact of pedestrian flows on retail turnover	10
Mapping urban linguistic diversity with social media and population register data	10
Characterizing cycling traffic fluency using big mobile activity tracking data	10
Delineating a hierarchical organization of ranked urban clusters using a spatial interaction network	10
Diversity and density of urban functions in station areas	10
Constructing multi-level urban clusters based on population distributions and interactions	10
Modelling forced migration: A framework for conflict-induced forced migration modelling according to an agent-based approach	10
Urban co-opetition in megaregions: Measuring competition and cooperation within and beyond the Pearl River Delta	10
Large scale geospatial data conflation: A feature matching framework based on optimization and divide-and-conquer	10
Calibration of cellular automata urban growth models from urban genesis onwards - a novel application of Markov chain Monte Carlo approximate Bayesian computation	10
Measuring spatial age segregation through the lens of co-accessibility to urban activities	10
Flow trace: A novel representation of intra-urban movement dynamics	10
Machine learning application to spatio-temporal modeling of urban growth	10
Measuring children's and adolescents' accessibility to greenspaces from different locations and commuting settings	10
Modeling interurban mentioning relationships in the U.S. Twitter network using geo-hashtags	9
Representing geographic space as a hierarchy of recursively defined subspaces for computing the degree of order	9
OGITO, an Open Geospatial Interactive Tool to support collaborative spatial planning with a maptable	9
Understanding dockless bike-sharing spatiotemporal travel patterns: Evidence from ten cities in China	9
Defining urban boundaries by characteristic scales	9
Implementing Deep Learning algorithms for urban tree detection and geolocation with high-resolution aerial, satellite, and ground-level images	9
Using street-view panoramas to model the decision-making complexity of road intersections based on the passing branches during navigation	9
Automatic detection of urban vacant land: An open-source approach for sustainable cities	9
The utility of built environment geospatial data for high-resolution dasymetric global population modeling	8
Inverse augmentation: Transposing real people into pedestrian models	8
Mechanisms for increased school segregation relative to residential segregation: a model-based analysis	8
Combining an agent-based model, hedonic pricing and multicriteria analysis to model green gentrification dynamics	8
Can machine learning improve small area population forecasts? A forecast combination approach	8
A street-point method to measure the spatiotemporal relationship between walkability and pedestrian flow	8
Graph-based mobility profiling	8
360-degree video for virtual place-based research: A review and research agenda	8
Revealing correlation patterns of individual location activity motifs between workdays and day-offs using massive mobile phone data	8
Unravelling the dynamics behind the urban morphology of port-cities using a LUTI model based on cellular automata	7
Comprehensive urban space representation with varying numbers of street-level images	7
Community time-activity trajectory modeling based on Markov chain simulation and Dirichlet regression	7
Detecting spatiotemporal traffic events using geosocial media data	7
Entangled footprints: Understanding urban neighbourhoods by measuring distance, diversity, and direction of flows in Singapore	7
A machine learning approach to the simulation of intercity corporate networks in mainland China	7
A comparison between residential relocation timing of Sydney and Chicago residents: A Bayesian survival analysis	7
Spatiotemporal distribution of human trafficking in China and predicting the locations of missing persons	7
Multi-level simulation of the physical, cognitive and social	7
Topological integration of BIM and geospatial water utility networks across the building envelope	7
Mapping relationships between mobile phone call activity and regional function using self-organizing map	7
Development of current estimated household data and agent-based simulation of the future population distribution of households in Japan	7
Large-scale agent-based simulation model of pedestrian traffic flows	7
A graph-based neural network approach to integrate multi-source data for urban building function classification	7
A conceptual digital twin framework for city logistics	7
Does partition matter? A new approach to modeling land use change	7
Determining transmission line path alternatives using a valley-finding algorithm	7
Predicting the variability in pedestrian travel rates and times using crowdsourced GPS data	7