Shapley additive explanations of multigeometrical variable coupling effect in transonic compressor

J Wang, X He, B Wang, X Zheng - … of Engineering for …, 2022 - asmedigitalcollection.asme.org
… In this work, the Shapley additive explanations (SHAP) method from game theory is proposed
as an efficient methodology to extract design guidelines from databases. A database was …

Estimating energy consumption of battery electric vehicles using vehicle sensor data and machine learning approaches

W Achariyaviriya, W Wongsapai, K Janpoom… - Energies, 2023 - mdpi.com
… of commercial battery electric vehicles (BEVs) in … SHapley Additive exPlanations (SHAP)
approach. This investigation provided insights into the influence of battery current and vehicle

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 (…

An Explainable Prediction Model for Aerodynamic Noise of an Engine Turbocharger Compressor Using an Ensemble Learning and Shapley Additive Explanations …

R Huang, J Ni, P Qiao, Q Wang, X Shi, Q Yin - Sustainability, 2023 - mdpi.com
… To further interpret the model, an analysis conducted by applying the Shapley Additive
Explanation algorithm showed that frequency significantly affected the SPL, while the speed, …

Interpretable machine learning in damage detection using Shapley Additive Explanations

A Movsessian, DG Cava… - … -ASME Journal of …, 2022 - asmedigitalcollection.asme.org
… For this purpose, this study integrates the novel Shapley Additive exPlanations (SHAP)
method into a ML-based damage detection process as a tool for introducing interpretability and, …

A comprehensive framework for predicting electric vehicle's participation in ancillary service markets

SN Jahromi, A Abdollahi… - IET Smart …, 2024 - Wiley Online Library
Electric vehicles (EVs) have significant potential to offer unused capacity in ancillary service
… week, using the game theory method SHapley Additive exPlanations (SHAP) to minimise …

Explainable Data-Driven Digital Twins for Predicting Battery States in Electric Vehicles

JN Njoku, CI Nwakanma, DS Kim - IEEE Access, 2024 - ieeexplore.ieee.org
… This paper seeks to enhance the current understanding of XAI by specifically examining
the effectiveness of Shapley Additive exPlanations (SHAP), Local Interpretable Model-agnostic …

Predicting travel mode choice with a robust neural network and Shapley additive explanations analysis

L Tang, C Tang, Q Fu, C Ma - IET Intelligent Transport Systems, 2024 - Wiley Online Library
… for predicting travel mode choices and Shapley additive explanations (SHAP) analysis for
model … Modeling of machine learning with SHAP approach for electric vehicle charging station …

Analyzing pile-up crash severity: Insights from real-time traffic and environmental factors using ensemble machine learning and shapley additive explanations method

SA Samerei, K Aghabayk, A Montella - Safety, 2024 - mdpi.com
… In this study, the Shapley values were computed using a recently introduced technique
called tree-SHAP developed by [73]. The tree-SHAP algorithm is specially designed for tree-…

The sliding window and SHAP theory—an improved system with a long short-term memory network model for state of charge prediction in electric vehicle application

X Gu, KW See, Y Wang, L Zhao, W Pu - Energies, 2021 - mdpi.com
… The state of charge (SOC) prediction for an electric vehicle … algorithm (SW) and the Shapley
additive explanation theory (SHAP). … cycle of five different electric vehicles driven by different …