Impacts of building configurations on urban stormwater management at a block scale using XGBoost

Data-Driven Flood Alert System (FAS) Using Extreme Gradient Boosting (XGBoost) to Forecast Flood Stages

(2022) Will Sanders et al.   Water

Predicting effects of built environment on fatal pedestrian accidents at location-specific level: Application of XGBoost and SHAP

(2022) Iljoon Chang et al.   ACCIDENT ANALYSIS AND PREVENTION

Factors affecting traffic risks on bridge sections of freeways based on partial dependence plots

(2022) Xiaohua Zhao et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Using SWAT Model to Assess the Impacts of Land Use and Climate Changes on Flood in the Upper Weihe River, China

(2022) Yinge Liu et al.   Water

Impacts of urban spatial layout and scale on local climate: A case study in Beijing

(2021) Yonghong Liu et al.   Sustainable Cities and Society

Effect of urban form on microclimate and energy loads: Case study of generic residential district prototypes in Nanjing, China

(2021) Mingjie Zhang et al.   Sustainable Cities and Society

Urban storm water drainage system optimization using a sustainability index and LID/BMPs

(2021) Babak Azari et al.   Sustainable Cities and Society

Correcting mean areal precipitation forecasts to improve urban flooding predictions by using long short-term memory network

(2020) Duc Hai Nguyen et al.   JOURNAL OF HYDROLOGY

Depth prediction of urban flood under different rainfall return periods based on deep learning and data warehouse

(2020) Zening Wu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

1D / 2D stormwater modelling to support urban flood risk management in estuarine areas: Hazard assessment in the Dafundo case study

(2020) Maria Adriana Cardoso et al.   Journal of Flood Risk Management

Developing a simulation-optimization approach to allocate low impact development practices for managing hydrological alterations in urban watershed

(2020) Motahareh Saadatpour et al.   Sustainable Cities and Society

Investigating the influence of three-dimensional building configuration on urban pluvial flooding using random forest algorithm

(2020) Jinyao Lin et al.   ENVIRONMENTAL RESEARCH

Predicting flood susceptibility using LSTM neural networks

(2020) Zhice Fang et al.   JOURNAL OF HYDROLOGY

Analysis of Three-Dimensional Space Expansion Characteristics in Old Industrial Area Renewal Using GIS and Barista: A Case Study of Tiexi District, Shenyang, China

(2019) Yanyan Xu et al.   Sustainability

An ensemble neural network model for real-time prediction of urban floods

(2019) Simon Berkhahn et al.   JOURNAL OF HYDROLOGY

A fast and robust simulation-optimization methodology for stormwater quality management

(2019) Guowangchen Liu et al.   JOURNAL OF HYDROLOGY

Rapid spatio-temporal flood prediction and uncertainty quantification using a deep learning method

(2019) R. Hu et al.   JOURNAL OF HYDROLOGY

Dynamic Streamflow Simulation via Online Gradient-Boosted Regression Tree

(2019) Heng Zhang et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Exploring trade-offs among the multiple benefits of green-blue-grey infrastructure for urban flood mitigation

(2019) Alida Alves et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatio-temporal planning of urban neighborhoods in the context of global climate change: Lessons for urban form design in Tehran, Iran

(2019) Reza Ramyar et al.   Sustainable Cities and Society

Impact of urban microclimate on summertime building cooling demand: A parametric analysis for Antwerp, Belgium

(2018) Y. Toparlar et al.   APPLIED ENERGY

Urban flood simulation and prioritization of critical urban sub-catchments using SWMM model and PROMETHEE II approach

(2018) Sahar Babaei et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Integrated assessments of green infrastructure for flood mitigation to support robust decision-making for sponge city construction in an urbanized watershed

(2018) Chao Mei et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Influence of urban pattern on inundation flow in floodplains of lowland rivers

(2018) M. Bruwier et al.   SCIENCE OF THE TOTAL ENVIRONMENT

The changing pattern of urban flooding in Guangzhou, China

(2018) Huabing Huang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Fine-scale analysis of urban flooding reduction from green infrastructure: An ecosystem services approach for the management of water flows

(2018) Denis Maragno et al.   ECOLOGICAL MODELLING

Spatiotemporal Variance Assessment of Urban Rainstorm Waterlogging Affected by Impervious Surface Expansion: A Case Study of Guangzhou, China

(2018) Huafei Yu et al.   Sustainability

Shallow-water models with anisotropic porosity and merging for flood modelling on Cartesian grids

(2017) M. Bruwier et al.   JOURNAL OF HYDROLOGY

Urban flood risk warning under rapid urbanization

(2015) Yangbo Chen et al.   ENVIRONMENTAL RESEARCH

Flood hazard risk assessment model based on random forest

(2015) Zhaoli Wang et al.   JOURNAL OF HYDROLOGY

Large scale and sub-regional connections in the lead up to summer heat wave and extreme rainfall events in eastern Australia

(2014) Ghyslaine Boschat et al.   CLIMATE DYNAMICS

Effects of vegetation, urban density, building height, and atmospheric conditions on local temperatures and thermal comfort

(2014) Katia Perini et al.   URBAN FORESTRY & URBAN GREENING

Using Building Heights and Street Configuration to Enhance Intraurban PM10, NOX, and NO2 Land Use Regression Models

(2013) Robert Tang et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Reinforced recurrent neural networks for multi-step-ahead flood forecasts

(2013) Pin-An Chen et al.   JOURNAL OF HYDROLOGY

Analysis and modelling of flood risk assessment using information diffusion and artificial neural network

(2013) Q Li et al.   WATER SA

Influence of the urban microclimate in street canyons on the energy demand for space cooling and heating of buildings

(2012) Jonas Allegrini et al.   ENERGY AND BUILDINGS

ANN-based residential water end-use demand forecasting model

(2012) Christopher Bennett et al.   EXPERT SYSTEMS WITH APPLICATIONS

Evaluation of random forest method for agricultural crop classification

(2012) Asli Ozdarici Ok et al.   European Journal of Remote Sensing

Evaluation of the impact of the surrounding urban morphology on building energy consumption

(2010) Nyuk Hien Wong et al.   SOLAR ENERGY

Energy loads, CO2 emissions and building stocks: morphologies, typologies, energy systems and behaviour

(2009) Serge Salat   BUILDING RESEARCH AND INFORMATION