Prediction of electric vehicle charging duration time using ensemble machine learning algorithm and Shapley additive explanations
… 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 …
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 …
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 …
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
… 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 …
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
… 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 …
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
… Moreover, we demonstrate how Shapley additive explanation (SHAP) values can be
employed to build user friendly explanations. Together, the proposed model and its explainers …
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 …
… 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 …
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
… 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, …
explanations (SHAP) … with local explanation by employing the Shapley value from game theory, …
… the application of a commercial and residential energy consumption prediction model for urban Planning scenarios with Machine Learning and Shapley Additive …
… A corresponding SHAP (SHapley Additive exPlanations) analysis is implemented to pinpoint
feature contributions to the model’s energy estimates. By using the PopGen software, the …
feature contributions to the model’s energy estimates. By using the PopGen software, the …
Identification of Key Factors that Influence Electric Vehicle Adoption: A Case Study of Okanagan (Canada)
… 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 …
on 274 the game's theoretically optimal Shapley … theory to compute Shapley values. The …
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