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	470
Understanding spatio-temporal heterogeneity of bike-sharing and scooter-sharing mobility	112
Portraying the spatial dynamics of urban vibrancy using multisource urban big data	107
An integrated physical-social analysis of disrupted access to critical facilities and community service-loss tolerance in urban flooding	81
Extracting spatial effects from machine learning model using local interpretation method: An example of SHAP and XGBoost	81
How did micro-mobility change in response to COVID-19 pandemic? A case study based on spatial-temporal-semantic analytics	70
Urban function classification at road segment level using taxi trajectory data: A graph convolutional neural network approach	67
Uncovering inconspicuous places using social media check-ins and street view images	63
Modeling urban growth using spatially heterogeneous cellular automata models: Comparison of spatial lag, spatial error and GWR	53
Estimating pedestrian volume using Street View images: A large-scale validation test	52
The potential of nighttime light remote sensing data to evaluate the development of digital economy: A case study of China at the city level	51
Impacts of tree and building shades on the urban heat island: Combining remote sensing, 3D digital city and spatial regression approaches	51
Classification of urban morphology with deep learning: Application on urban vitality	51
Using graph structural information about flows to enhance short-term demand prediction in bike-sharing systems	51
Morphological tessellation as a way of partitioning space: Improving consistency in urban morphology at the plot scale	47
Towards concentration and decentralization: The evolution of urban spatial structure of Chinese cities, 2001–2016	45
Desirable streets: Using deviations in pedestrian trajectories to measure the value of the built environment	42
Automatic geo-referencing of BIM in GIS environments using building footprints	42
Scale effects in remotely sensed greenspace metrics and how to mitigate them for environmental health exposure assessment	42
A framework for extracting urban functional regions based on multiprototype word embeddings using points-of-interest data	41
Land suitability and urban growth modeling: Development of SLEUTH-Suitability	40
Decoding urban landscapes: Google street view and measurement sensitivity	39
Global Building Morphology Indicators	38
Access to urban parks: Comparing spatial accessibility measures using three GIS-based approaches	38
Integrating a Forward Feature Selection algorithm, Random Forest, and Cellular Automata to extrapolate urban growth in the Tehran-Karaj Region of Iran	38

Analytics of location-based big data for smart cities: Opportunities, challenges, and future directions	37
Spatial biases in crowdsourced data: Social media content attention concentrates on populous areas in disasters	36
Delineating urban functional use from points of interest data with neural network embedding: A case study in Greater London	36
Using Google Street View imagery to capture micro built environment characteristics in drug places, compared with street robbery	35
Delineating urban park catchment areas using mobile phone data: A case study of Tokyo	34
Associations between mobility and socio-economic indicators vary across the timeline of the Covid-19 pandemic	33
Estimating congestion zones and travel time indexes based on the floating car data	33
Cultivating historical heritage area vitality using urban morphology approach based on big data and machine learning	32
Assessing multiscale visual appearance characteristics of neighbourhoods using geographically weighted principal component analysis in Shenzhen, China	32
Flood depth mapping in street photos with image processing and deep neural networks	31
Urban morphology and traffic congestion: Longitudinal evidence from US cities	31
Estimating quality of life dimensions from urban spatial pattern metrics	30
Places for play: Understanding human perception of playability in cities using street view images and deep learning	29
Interpretable machine learning models for crime prediction	29
Quality of location-based crowdsourced speed data on surface streets: A case study of Waze and Bluetooth speed data in Sevierville, TN	29
A framework for urban land use classification by integrating the spatial context of points of interest and graph convolutional neural network method	29
3D city models for urban farming site identification in buildings	28
Domain-specific sentiment analysis for tweets during hurricanes (DSSA-H): A domain-adversarial neural-network-based approach	28
Road network structure and ride-sharing accessibility: A network science perspective	28
Modeling urban growth sustainability in the cloud by augmenting Google Earth Engine (GEE)	28
Simulating the urban spatial structure with spatial interaction: A case study of urban polycentricity under different scenarios	28
Towards a multidimensional view of tourist mobility patterns in cities: A mobile phone data perspective	27
A systematic review of agent-based models for autonomous vehicles in urban mobility and logistics: Possibilities for integrated simulation models	27
VictimFinder: Harvesting rescue requests in disaster response from social media with BERT	26
A geographic data science framework for the functional and contextual analysis of human dynamics within global cities	26
Chinese tourists in Nordic countries: An analysis of spatio-temporal behavior using geo-located travel blog data	26
Inferencing hourly traffic volume using data-driven machine learning and graph theory	26
Numerical modelling for analysis of the effect of different urban green spaces on urban heat load patterns in the present and in the future	25
Assessing the effects of bus stop relocation on street robbery	25
Economic and technical assessment of rooftop solar photovoltaic potential in Brownsville, Texas, U.S.A	24
Assessing the influence of point-of-interest features on the classification of place categories	24
Scaling of urban economic outputs: insights both from urban population size and population mobility	24
Mobile phone location data for disasters: A review from natural hazards and epidemics	23
Establishing a citywide street tree inventory with street view images and computer vision techniques	23
Automated reconstruction of 3D input data for noise simulation	23
Peeking inside the black-box: Explainable machine learning applied to household transportation energy consumption	23
Advancing scenario planning through integrating urban growth prediction with future flood risk models	23
Healthier routes planning: A new method and online implementation for minimizing air pollution exposure risk	22
Geographic micro-process model: Understanding global urban expansion from a process-oriented view	22
Calibrating SLEUTH with big data: Projecting California's land use to 2100	22
Mapping the geodemographics of digital inequality in Great Britain: An integration of machine learning into small area estimation	22
Investigating the spatiotemporal pattern between the built environment and urban vibrancy using big data in Shenzhen, China	21
The importance of spatio-temporal infrastructure assessment: Evidence for 5G from the Oxford–Cambridge Arc	21
Impact of 3-D urban landscape patterns on the outdoor thermal environment: A modelling study with SOLWEIG	21
Identifying and understanding road-constrained areas of interest (AOIs) through spatiotemporal taxi GPS data: A case study in New York City	21
Discovering traffic congestion through traffic flow patterns generated by moving object trajectories	21
Towards user-driven earth observation-based slum mapping	21
Modeling urban development and its exposure to river flood risk in Southeast Asia	21
Towards generating network of bikeways from Mapillary data	21
Quantify city-level dynamic functions across China using social media and POIs data	21

Sensing urban poverty: From the perspective of human perception-based greenery and open-space landscapes	21
Advances in portable sensing for urban environments: Understanding cities from a mobility perspective	20
Impact of extreme weather events on urban human flow: A perspective from location-based service data	20
Quality assessment of crowdsourced social media data for urban flood management	20
Modelling multi-regional urban growth with multilevel logistic cellular automata	20
A building volume adjusted nighttime light index for characterizing the relationship between urban population and nighttime light intensity	20
Life is a scene and we are the actors: Assessing the usefulness of planning support theatres for smart city planning	19
Sensing urban soundscapes from street view imagery	19
Free and open source urbanism: Software for urban planning practice	19
An efficient dynamic route optimization for urban flooding evacuation based on Cellular Automata	19
Urban expansion simulation from the perspective of land acquisition-based on bargaining model and ant colony optimization	19
BiFlowLISA: Measuring spatial association for bivariate flow data	19
Coupling graph deep learning and spatial-temporal influence of built environment for short-term bus travel demand prediction	19
GSAM: A deep neural network model for extracting computational representations of Chinese addresses fused with geospatial feature	19
“Domains of deprivation framework” for mapping slums, informal settlements, and other deprived areas in LMICs to improve urban planning and policy: A scoping review	18
Integrating spatial nonstationarity into SLEUTH for urban growth modeling: A case study in the Wuhan metropolitan area	18
Measuring inequalities in urban systems: An approach for evaluating the distribution of amenities and burdens	18
Annually modelling built-settlements between remotely-sensed observations using relative changes in subnational populations and lights at night	18
Comprehensive decision-strategy space exploration for efficient territorial planning strategies	18
An iterative tessellation-based analytical approach to the design and planning of waste management regions	18
An extended patch-based cellular automaton to simulate horizontal and vertical urban growth under the shared socioeconomic pathways	18
You are how you travel: A multi-task learning framework for Geodemographic inference using transit smart card data	17
A data-driven agent-based simulation to predict crime patterns in an urban environment	17
Modelling the effect of landmarks on pedestrian dynamics in urban environments	17
ViCTS: A novel network partition algorithm for scalable agent-based modeling of mass evacuation	17
Incorporating space and time into random forest models for analyzing geospatial patterns of drug-related crime incidents in a major U.S. metropolitan area	17
Probabilistic allocation and scheduling of multiple resources for emergency operations; a Victorian bushfire case study	17
Road network evolution in the urban and rural United States since 1900	17
An agent-based model of public space use	16
A multi-objective Markov Chain Monte Carlo cellular automata model: Simulating multi-density urban expansion in NYC	16
Spatio-temporal graph convolutional networks for road network inundation status prediction during urban flooding	16
Multiscale analysis of the influence of street built environment on crime occurrence using street-view images	16
Understanding the movement predictability of international travelers using a nationwide mobile phone dataset collected in South Korea	16
Ridesharing accessibility from the human eye: Spatial modeling of built environment with street-level images	16
A spatiotemporal dynamic analyses approach for dockless bike-share system	16
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	16
A new approach to detecting and designing living structure of urban environments	16
ACCESS: An agent-based model to explore job accessibility inequalities	16
Converting street view images to land cover maps for metric mapping: A case study on sidewalk network extraction for the wheelchair users	15
Space-time analytics of human physiology for urban planning	15
Optimization of carsharing fleet size to maximize the number of clients served	15
Which city is the greenest? A multi-dimensional deconstruction of city rankings	14
Towards the automated large-scale reconstruction of past road networks from historical maps	14
Mapping dynamic peri-urban land use transitions across Canada using Landsat time series: Spatial and temporal trends and associations with socio-demographic factors	14
Equalizing the spatial accessibility of emergency medical services in Shanghai: A trade-off perspective	14
Analyzing movement predictability using human attributes and behavioral patterns	14
Activity knowledge discovery: Detecting collective and individual activities with digital footprints and open source geographic data	14
Using smartphone-GPS data to understand pedestrian-scale behavior in urban settings: A review of themes and approaches	14
Using a deep learning model to quantify trash accumulation for cleaner urban stormwater	14
Understanding resilience in slums using an agent-based model	14
Shared automated vehicle fleet operations for first-mile last-mile transit connections with dynamic pooling	14
Automatic detection of potential mosquito breeding sites from aerial images acquired by unmanned aerial vehicles	14
Streets of London: Using Flickr and OpenStreetMap to build an interactive image of the city	14
Multi-scale detection and interpretation of spatio-temporal anomalies of human activities represented by time-series	13
An agent-based model for simulating urban crime with improved daily routines	13
Network analysis and characterization of vulnerability in flood control infrastructure for system-level risk reduction	13
GeoAI in terrain analysis: Enabling multi-source deep learning and data fusion for natural feature detection	13
A context sensitive approach to anonymizing public participation GIS data: From development to the assessment of anonymization effects on data quality	13
A graph-based semi-supervised approach to classification learning in digital geographies	13
Identifying degrees of deprivation from space using deep learning and morphological spatial analysis of deprived urban areas	13
Daily mobility patterns of small business owners and homeworkers in post-industrial cities	13
SALT: A multifeature ensemble learning framework for mapping urban functional zones from VGI data and VHR images	12
Vital triangle: A new concept to evaluate urban vitality	12
Measuring urban regional similarity through mobility signatures	12
Modeling urban growth by coupling localized spatio-temporal association analysis and binary logistic regression	12
Urban ambient air temperature estimation using hyperlocal data from smart vehicle-borne sensors	12
A framework to bridge digital planning tools' utilization gap in peri-urban spatial planning; lessons from Pakistan	12
Burglars blocked by barriers? The impact of physical and social barriers on residential burglars' target location choices in China	12
Predicting individuals' car accident risk by trajectory, driving events, and geographical context	12
Population mobility modelling for mobility data simulation	11
Multi-objective optimization of urban environmental system design using machine learning	11
Integrated Multimedia City Data (iMCD): A composite survey and sensing approach to understanding urban living and mobility	11
Determination of building flood risk maps from LiDAR mobile mapping data	11
Predicting and mapping neighborhood-scale health outcomes: A machine learning approach	11
The language of neighborhoods: A predictive-analytical framework based on property advertisement text and mortgage lending data	11
A network-based scan statistic for detecting the exact location and extent of hotspots along urban streets	11
Understanding spatiotemporal trip purposes of urban micro-mobility from the lens of dockless e-scooter sharing	11
Development of SLEUTH-Density for the simulation of built-up land density	11
Significant spatial co-distribution pattern discovery	11
Urban morphological regionalization based on 3D building blocks—A case in the central area of Chengdu, China	11

ORTEGA: An object-oriented time-geographic analytical approach to trace space-time contact patterns in movement data	11
Combining a land parcel cellular automata (LP-CA) model with participatory approaches in the simulation of disruptive future scenarios of urban land use change	11
Structural changes in intercity mobility networks of China during the COVID-19 outbreak: A weighted stochastic block modeling analysis	11
Spatial factors influencing building age prediction and implications for urban residential energy modelling	11
Evaluation of heuristics for the p-median problem: Scale and spatial demand distribution	11
Calibration of cellular automata urban growth models from urban genesis onwards - a novel application of Markov chain Monte Carlo approximate Bayesian computation	10
Temporal dynamics of the impact of land use on modal disparity in commuting efficiency	10
A social sensing approach for everyday urban problem-handling with the 12345-complaint hotline data	10
Creating spatially-detailed heterogeneous synthetic populations for agent-based microsimulation	10
Detecting anomalous spatial interaction patterns by maximizing urban population carrying capacity	10
A novel approach to examining urban housing market segmentation: Comparing the dynamics between sales submarkets and rental submarkets	10
KE-CNN: A new social sensing method for extracting geographical attributes from text semantic features and its application in Wuhan, China	10
Mapping the walk: A scalable computer vision approach for generating sidewalk network datasets from aerial imagery	10
Impacts of urban development on urban water management – Limits of predictability	10
Delineating functional urban areas in Chinese mega city regions using fine-grained population data and cellphone location data: A case of Pearl River Delta	10
To be, or not to be ‘urban’? A multi-modal method for the differentiated measurement of the degree of urbanization	9
A simulation-based design framework to iteratively analyze and shape urban landscapes using point cloud modeling	9
Robustness response of the Zurich road network under different disruption processes	9
Urban hotspots detection of taxi stops with local maximum density	9
The spatial organization of accessibility and functional hierarchy: The case of Israel	9
Evolution of residents' cooperative behavior in neighborhood renewal: An agent-based computational approach	9
Discovering income-economic segregation patterns: A residential-mobility embedding approach	9
On the knowledge gain of urban morphology from space	9
Urban development wave: Understanding physical spatial processes of urban expansion from density gradient of new urban land	9
Sensitivity of sequence methods in the study of neighborhood change in the United States	9
Breaking ground: Automated disturbance detection with Landsat time series captures rapid refugee settlement establishment and growth in North Uganda	9
Early warning of COVID-19 hotspots using human mobility and web search query data	9
The inclusive 15-minute city: Walkability analysis with sidewalk networks	9
Exploring night and day socio-spatial segregation based on mobile phone data: The case of Medellin (Colombia)	9
Identifying borders of activity spaces and quantifying border effects on intra-urban travel through spatial interaction network	9
Modeling interurban mentioning relationships in the U.S. Twitter network using geo-hashtags	9
Understanding temporal and spatial patterns of urban activities across demographic groups through geotagged social media data	8
HiVG: A hierarchical indoor visibility-based graph for navigation guidance in multi-storey buildings	8
Modelling forced migration: A framework for conflict-induced forced migration modelling according to an agent-based approach	8
Characterizing the activity patterns of outdoor jogging using massive multi-aspect trajectory data	8
Performance benchmark on semantic web repositories for spatially explicit knowledge graph applications	8
Causal effects of mobility intervention policies on intracity flows during the COVID-19 pandemic: The moderating role of zonal locations in the transportation networks	8
Estimating generalized measures of local neighbourhood context from multispectral satellite images using a convolutional neural network	8
Finding the difference: Measuring spatial perception of planning phases of high-rise urban developments in Virtual Reality	8
Delineating a hierarchical organization of ranked urban clusters using a spatial interaction network	8
Automatic detection of urban vacant land: An open-source approach for sustainable cities	8
Using Wi-Fi probe requests from mobile phones to quantify the impact of pedestrian flows on retail turnover	8
Examining runner's outdoor heat exposure using urban microclimate modeling and GPS trajectory mining	8
I-index for quantifying an urban location's irreplaceability	8
Automating the evaluation of urban roadside drainage systems using mobile lidar data	8
Understanding collective human movement dynamics during large-scale events using big geosocial data analytics	8
A machine learning approach to evaluate the spatial variability of New York City's 311 street flooding complaints	7
Constructing multi-level urban clusters based on population distributions and interactions	7
A machine learning approach to the simulation of intercity corporate networks in mainland China	7
Implementing a deep-learning model using Google street view to combine social and physical indicators of gentrification	7
Ignorance is bliss? An empirical analysis of the determinants of PSS usefulness in practice	7
Probabilistic positioning in mobile phone network and its consequences for the privacy of mobility data	7
High-resolution urban change modeling and flood exposure estimation at a national scale using open geospatial data: A case study of the Philippines	7
Measuring the impacts of dockless micro-mobility services on public transit accessibility	7
Predicting the environment from social media: A collective classification approach	7
Flow trace: A novel representation of intra-urban movement dynamics	7
Characterizing cycling traffic fluency using big mobile activity tracking data	7
Portable - trackable methodologies for measuring personal and place exposure to nuisances in urban environments: Towards a people oriented paradigm	7
Large scale geospatial data conflation: A feature matching framework based on optimization and divide-and-conquer	7
The utility of built environment geospatial data for high-resolution dasymetric global population modeling	7
Can machine learning improve small area population forecasts? A forecast combination approach	7
Incorporating active transportation modes in large scale urban modeling to inform sustainable urban development	7
W-TextCNN: A TextCNN model with weighted word embeddings for Chinese address pattern classification	7
Machine learning application to spatio-temporal modeling of urban growth	7