Jasper Wijnands

Evidence for the 'safety in density' effect for cyclists: validation of agent-based modelling results

Jason Hugh Thompson, Jasper S Wijnands, Suzanne Mavoa, Katherine Scully, Mark R Stevenson

Journal article  |  2019  |  Injury Prevention

The safety in numbers (SiN) effect for cyclists is widely observed but remains poorly understood. Although most studies investigat..

The Effects of Driver Feedback and Financial Incentives on Driving Behaviours: A Randomised Control Trial

Mark Stevenson, Jasper Wijnands, Duncan Mortimer, Anthony Harris

Conference Proceedings  |  2019  |  Journal of Transport & Health

Background: Achieving further reductions in road trauma will require design and scaled delivery of novel road safety measures. Opp..

Reducing Cyclist Crashes by Assessing the Road Environment: An Application of Google Imagery and Machine Learning

Haifeng Zhao, Jasper Wijnands, Kerry Nice, Jason Thompson, Gideon Aschwanden, Jingqiu Guo, Mark Stevenson

Journal article  |  2019  |  Journal of Transport & Health

Background: Cycling is an active and sustainable transportation mode, and is associated with health, environmental and societal be..

REDUCING CYCLIST CRASHES BY ASSESSING THE ROAD ENVIRONMENT: AN APPLICATION OF GOOGLE IMAGERY AND MACHINE LEARNING

Haifeng Zhao, Jasper Wijnands, Kerry Nice, Jason Thompson, Gideon Aschwanden, Jingqiu Guo, Mark Stevenson

Journal article  |  2019  |  JOURNAL OF TRANSPORT & HEALTH

Streetscape augmentation using generative adversarial networks: Insights related to health and wellbeing

Jasper S Wijnands, Kerry A Nice, Jason Thompson, Haifeng Zhao, Mark Stevenson

Journal article  |  2019  |  Sustainable Cities and Society

Learning to walk: Modeling transportation mode choice distribution through neural networks

Gideon DPA Aschwanden, Jasper S Wijnands, Jason Thompson, Kerry A Nice, Haifeng Zhao, Mark Stevenson

Journal article  |  2019  |  Environment and Planning B: Urban Analytics and City Science

Opportunities to reduce road traffic injury: new insights from the study of urban areas.

Mark Stevenson, Jason Thompson, Jasper S Wijnands, Kerry Nice, Gideon Aschwanden, Haifeng Zhao

Journal article  |  2019  |  International Journal of Injury Control and Safety Promotion

Over the past four decades considerable efforts have been taken to mitigate the growing burden of road injury. With increasing urb..

Unsupervised Deep Learning to Explore Streetscape Factors Associated with Urban Cyclist Safety

Haifeng Zhao, Jasper S Wijnands, Kerry Nice, Jason Thompson, Gideon DPA Aschwanden, Mark Stevenson, Jingqiu Guo

Conference Proceedings  |  2019  |  Smart Innovation, Systems and Technologies

Cycling is associated with health, environmental and societal benefits. Urban infrastructure design catering to cyclists’ safety c..

Car-Following Modeling Incorporating Driving Memory Based on Autoencoder and Long Short-Term Memory Neural Networks

Pengcheng Fan, Jingqiu Guo, Haifeng Zhao, Jasper S Wijnands, Yibing Wang

Journal article  |  2019  |  Sustainability

Although a lot of work has been conducted on car-following modeling, model calibration and validation are still a great challenge,..

Real-time monitoring of driver drowsiness on mobile platforms using 3D neural networks

Jasper S Wijnands, Jason Thompson, Kerry A Nice, Gideon DPA Aschwanden, Mark Stevenson

Journal article  |  2019  |  Neural Computing and Applications

Driver drowsiness increases crash risk, leading to substantial road trauma each year. Drowsiness detection methods have received c..

The Nature of Human Settlement: Building an understanding of high performance city design (a.k.a. Block Typologies)

Kerry Nice, Gideon DPA Aschwanden, Jasper Wijnands, Jason Thompson, Haifeng Zhao, Mark Stevenson

Conference Proceedings  |  2019

Sky pixel detection in outdoor imagery using an adaptive algorithm and machine learning

KA Nice, JS Wijnands, A Middel, J Wang, Y Qiu, N Zhao, J Thompson, GDPA Aschwanden, H Zhao, M Stevenson

Journal article  |  2019  |  Urban Climate

Computer vision techniques enable automated detection of sky pixels in outdoor imagery. In urban climate, sky detection is an impo..

The effects of feedback and incentive-based insurance on driving behaviours: study approach and protocols

Mark Stevenson, Anthony Harris, Duncan Mortimer, Jasper S Wijnands, Alan Tapp, Frank Peppard, Samantha Buckis

Journal article  |  2018  |  Injury Prevention

Identifying behavioural change among drivers using Long Short-Term Memory recurrent neural networks

J Wijnands, J Thompson, G Aschwanden, M Stevenson

Journal article  |  2018  |  Transportation Research Part F: Traffic Psychology and Behaviour

Globally, motor vehicle crashes account for over 1.2 million fatalities per year and are the leading cause of death for people age..

The effect of 'smart' financial incentives on driving behaviour of novice drivers

Duncan Mortimer, Jasper S Wijnands, Anthony Harris, Alan Tapp, Mark Stevenson

Journal article  |  2018  |  Accident Analysis & Prevention

Recent studies have demonstrated that financial incentives can improve driving behaviour but high-value incentives are unlikely to..

The Paris end of town? Urban typology through machine learning.

K Nice, J Thompson, J Wijnands, G Aschwanden, Mark Stevenson

Conference Proceedings  |  2018

Estimating the safety benefit of separated cycling infrastructure adjusted for behavioral adaptation among drivers; an application of agent-based modelling

Jason Thompson, Jasper S Wijnands, Giovanni Savino, Brendan Lawrence, Mark Stevenson

Journal article  |  2017  |  Transportation Research Part F: Traffic Psychology and Behaviour

Variable Selection for Tropical Cyclogenesis Predictive Modeling

Jasper S Wijnands, Guoqi Qian, Yuriy Kuleshov

Journal article  |  2016  |  MONTHLY WEATHER REVIEW

Spline-based modelling of near-surface wind speeds in tropical cyclones

Jasper S Wijnands, Guoqi Qian, Yuriy Kuleshov

Journal article  |  2016  |  APPLIED MATHEMATICAL MODELLING

Tropical cyclones: improving forecast accuracy in Australia and the South Pacific Ocean

JS Wijnands

Thesis / Dissertation  |  2016

Seasonal forecasting of tropical cyclone activity in the Australian and the South Pacific Ocean regions

JS Wijnands, G Qian, KL Shelton, RJB Fawcett, JCL Chan, Y Kuleshov

Journal article  |  2015  |  Mathematics of Climate and Weather Forecasting

AbstractThe Australian Bureau of Meteorology (Bureau) issues operational tropical cyclone (TC) seasonal forecasts for the Australi..

Improving the Operational Methodology of Tropical Cyclone Seasonal Prediction in the Australian and the South Pacific Ocean Regions

JS Wijnands, K Shelton, Y Kuleshov

Journal article  |  2014  |  Advances in Meteorology