Development of an energy consumption prediction model for battery electric vehicles in real-world driving: A combined approach of short-trip segment division and deep learning

Knowledge-based machine learning techniques for accurate prediction of CO2 storage performance in underground saline aquifers

(2022) Hung Vo Thanh et al.   APPLIED ENERGY

Quantifying the real-world CO2 emissions and energy consumption of modern plug-in hybrid vehicles

(2022) Alessandro Tansini et al.   Journal of Cleaner Production

Model predictive control and deep reinforcement learning based energy efficient eco-driving for battery electric vehicles

(2022) Kiwon Yeom   Energy Reports

Enhanced Reinforcement Learning Method Combining One-Hot Encoding-Based Vectors for CNN-Based Alternative High-Level Decisions

(2021) Bonwoo Gu et al.   Applied Sciences-Basel

Driving behaviour and trip condition effects on the energy consumption of an electric vehicle under real-world driving

(2021) Yazan Al-Wreikat et al.   APPLIED ENERGY

A data-driven method of traffic emissions mapping with land use random forest models

(2021) Yifan Wen et al.   APPLIED ENERGY

A Randomized Block-Coordinate Adam online learning optimization algorithm

(2020) Yangfan Zhou et al.   NEURAL COMPUTING & APPLICATIONS

A scalable energy modeling framework for electric vehicles in regional transportation networks

(2020) Xiaodan Xu et al.   APPLIED ENERGY

State-of-Charge Estimation of Li-Ion Battery in Electric Vehicles: A Deep Neural Network Approach

(2020) Dickshon N. T. How et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

Predictive model for energy consumption of battery electric vehicle with consideration of self-uncertainty route factors

(2020) Francesc Clar López et al.   JOURNAL OF CLEANER PRODUCTION

A new hyperparameters optimization method for convolutional neural networks

(2019) Hua Cui et al.   PATTERN RECOGNITION LETTERS

Estimation of real-driving emissions for buses fueled with liquefied natural gas based on gradient boosted regression trees

(2019) Yingjiu Pan et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Predicting residential energy consumption using CNN-LSTM neural networks

(2019) Tae-Young Kim et al.   ENERGY

A probabilistic approach for determining the influence of urban traffic management policies on energy consumption and greenhouse gas emissions from a battery electric vehicle

(2019) Roberto Álvarez Fernández et al.   JOURNAL OF CLEANER PRODUCTION

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

Modelling the Effect of Driving Events on Electrical Vehicle Energy Consumption Using Inertial Sensors in Smartphones

(2018) David Jiménez et al.   Energies

Adaptive Batch Normalization for practical domain adaptation

(2018) Yanghao Li et al.   PATTERN RECOGNITION

Microscopic series plug-in hybrid electric vehicle energy consumption model: Model development and validation

(2018) Chiara Fiori et al.   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT

Power-traffic coordinated operation for bi-peak shaving and bi-ramp smoothing – A hierarchical data-driven approach

(2018) Huaiguang Jiang et al.   APPLIED ENERGY

State-of-charge estimation of Li-ion batteries using deep neural networks: A machine learning approach

(2018) Ephrem Chemali et al.   JOURNAL OF POWER SOURCES

Electric vehicles’ impacts on residential electric local profiles – A stochastic modelling approach considering socio-economic, behavioural and spatial factors

(2018) David Fischer et al.   APPLIED ENERGY

Computationally efficient model for energy demand prediction of electric city bus in varying operating conditions

(2018) Jari Vepsäläinen et al.   ENERGY

Error bounds for approximations with deep ReLU networks

(2017) Dmitry Yarotsky   NEURAL NETWORKS

Efficient Processing of Deep Neural Networks: A Tutorial and Survey

(2017) Vivienne Sze et al.   PROCEEDINGS OF THE IEEE

Data-driven decomposition analysis and estimation of link-level electric vehicle energy consumption under real-world traffic conditions

(2017) Xuewei Qi et al.   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT

A computationally efficient simulation model for estimating energy consumption of electric vehicles in the context of route planning applications

(2017) Konstantinos N. Genikomsakis et al.   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT

Energy consumption effects of speed and acceleration in electric vehicles: Laboratory case studies and implications for drivers and policymakers

(2017) Ray Galvin   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT

Exploring the interactive effects of ambient temperature and vehicle auxiliary loads on electric vehicle energy consumption

(2017) Kai Liu et al.   APPLIED ENERGY

Power-based electric vehicle energy consumption model: Model development and validation

(2016) Chiara Fiori et al.   APPLIED ENERGY

Traffic sign detection and recognition based on random forests

(2016) Ayoub Ellahyani et al.   APPLIED SOFT COMPUTING

Driving electric vehicles at highway speeds: The effect of higher driving speeds on energy consumption and driving range for electric vehicles in Australia

(2016) Guido Wager et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Electrical vehicle modeling: A fuzzy logic model for regenerative braking

(2015) Ricardo Maia et al.   EXPERT SYSTEMS WITH APPLICATIONS

Loss-Minimization-Based Charging Strategy for Lithium-Ion Battery

(2015) Zheng Chen et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

Evaluating the energy consumption of electric vehicles based on car-following model under non-lane discipline

(2015) Yongfu Li et al.   NONLINEAR DYNAMICS

Electric vehicles’ energy consumption measurement and estimation

(2015) Xinkai Wu et al.   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT

Electric vehicles’ energy consumption estimation with real driving condition data

(2015) Rui Zhang et al.   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT

Estimating the HVAC energy consumption of plug-in electric vehicles

(2014) Kiran R. Kambly et al.   JOURNAL OF POWER SOURCES

Electric vehicle’s electricity consumption on a road with different slope

(2014) S.C. Yang et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Modeling the Driving Behavior of Electric Vehicles Using Smartphones and Neural Networks

(2014) Alberto Diaz Alvarez et al.   IEEE Intelligent Transportation Systems Magazine

Transportation fuel portfolio design under evolving technology and regulation: A California case study

(2013) Yuche Chen et al.   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT