Prediction of electric vehicle charging duration time using ensemble machine learning algorithm and Shapley additive explanations

I Ullah, K Liu, T Yamamoto, M Zahid… - International Journal of …, 2022 - Wiley Online Library
… Moreover, we also employ the newly developed Shapley additive explanation (SHAP)
approach to tackle the non-interpretability issues of the ML algorithm by interpreting the XGBoost …

Improved prediction of total energy consumption and feature analysis in electric vehicles using machine learning and shapley additive explanations method

S Pokharel, P Sah, D Ganta - World Electric Vehicle Journal, 2021 - mdpi.com
… This pairwise correlation helps to determine each independent variable’s significance for
the total energy consumed by the electric vehicle used in this study. The pairwise correlation …

Analyzing the factors influencing energy consumption at electric vehicle charging stations with Shapley additive explanations

PK Mohanty, DS Roy - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
vehicles such as electric vehicles, hydrogen fuel cell vehicles, and biofuels can also help
reduce reliance on fossil fuels. Adopting electric vehicles (… gasoline and diesel vehicles, major …

Interpreting Energy Utilisation With Shapley Additive Explanations by Defining a Synthetic Data Generator for Plausible Charging Sessions of Electric Vehicles

P Kumar Mohanty, G Panda, M Basu, D Sinha Roy - 2023 - arrow.tudublin.ie
… factors for electric vehicles and electric vehicle charging stations … a synthetic dataset for
electric vehicle charging sessions is … several other factors of electric vehicle charging stations in …

Interpreting Energy Utilisation with Shapley Additive Explanations by Defining a Synthetic Data Generator for Plausible Charging Sessions of Electric Vehicles

PK Mohanty, G Panda, M Basu… - 2023 5th International …, 2023 - ieeexplore.ieee.org
… factors for electric vehicles and electric vehicle charging stations … a synthetic dataset for
electric vehicle charging sessions is … several other factors of electric vehicle charging stations in …

Gradient boosting and Shapley additive explanations for fraud detection in electricity distribution grids

RN Santos, S Yamouni, B Albiero… - … on Electrical Energy …, 2021 - Wiley Online Library
… Moreover, we demonstrate how Shapley additive explanation (SHAP) values can be
employed to build user friendly explanations. Together, the proposed model and its explainers …

Investigating the Application of a Transportation Energy Consumption Prediction Model for Urban Planning Scenarios in Machine Learning and Shapley Additive …

SS Amiri, M Mueller, S Hoque - Journal of Sustainability …, 2022 - sustainability.hapres.com
SHapley Additive exPlanations (SHAP) analysis of feature contribution. From this, a synthetic
population is produced using the ML outputs and marginal sums with data from the Census …

Modeling of machine learning with SHAP approach for electric vehicle charging station choice behavior prediction

I Ullah, K Liu, T Yamamoto, M Zahid, A Jamal - Travel Behaviour and …, 2023 - Elsevier
… weak learner prediction with additive training methods to generate a … Shapley additive
explanations (SHAP) … with local explanation by employing the Shapley value from game theory, …

Leveraging Generative & Explainable AI for Electric Vehicle Energy towards Sustainable, Consumer-Centric Transportation

PK Mohanty, KHK Reddy, SK Panigrahy… - IEEE Access, 2024 - ieeexplore.ieee.org
… Prediction of electric vehicle charging duration time using ensemble machine learning
algorithm and Shapley additive explanations." International Journal of Energy Research 46.11 (…

Identification of Key Factors that Influence Electric Vehicle Adoption: A Case Study of Okanagan (Canada)

M Zahid, SN Hussain, B Paudel, R Sadiq… - Available at SSRN … - papers.ssrn.com
… a Shapley Additive exPlanations (SHAP) approach to explaining individual predictions based
on 274 the game's theoretically optimal Shapley … theory to compute Shapley values. The …