A Two-Stage Framework for Spatio-Temporal Clustering and Forecasting of Electric Vehicle Charging
The increasing adoption of electric vehicles (EVs) presents both challenges and opportunities for power systems, particularly in understanding and forecasting charging behavior. This paper presents a two-stage framework to segment and forecast electric-vehicle (EV) charging behavior using spatio-tem...
| Published in: | IEEE Access |
|---|---|
| Main Authors: | Saman Shahrokhi, Zhanle Wang, Raman Paranjape, Darcy Kozoriz, James Fick, Shea Pederson |
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2025-01-01
|
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/11208601/ |
Similar Items
Electric Vehicle Charging Model in the Urban Residential Sector
by: Mohamed El-Hendawi, et al.
Published: (2022-07-01)
by: Mohamed El-Hendawi, et al.
Published: (2022-07-01)
Impact of Electric Vehicles Charging on Urban Residential Power Distribution Networks
by: Mohamed El-Hendawi, et al.
Published: (2024-11-01)
by: Mohamed El-Hendawi, et al.
Published: (2024-11-01)
A COMPARATIVE ANALYSIS OF DBSCAN AND GAUSSIAN MIXTURE MODEL FOR CLUSTERING INDONESIAN PROVINCES BASED ON SOCIOECONOMIC WELFARE INDICATORS
by: Sri Andayani, et al.
Published: (2025-07-01)
by: Sri Andayani, et al.
Published: (2025-07-01)
Longitudinal Exploration of Regularity and Variability in Electric Car Charging Patterns
by: Chansung Kim, et al.
Published: (2025-04-01)
by: Chansung Kim, et al.
Published: (2025-04-01)
EV charging load forecasting using an enhanced Monte Carlo simulation methods
by: LIU Ruilin, et al.
Published: (2025-08-01)
by: LIU Ruilin, et al.
Published: (2025-08-01)
Unsupervised Classification for Landslide Detection from Airborne Laser Scanning
by: Caitlin J. Tran, et al.
Published: (2019-05-01)
by: Caitlin J. Tran, et al.
Published: (2019-05-01)
Charging Behavior of Electric Vehicles: Temporal Clustering Based on Real-World Data
by: Alexandra Märtz, et al.
Published: (2022-09-01)
by: Alexandra Märtz, et al.
Published: (2022-09-01)
Transform-Based Multiresolution Decomposition for Unsupervised Learning and Data Clustering of Cellular Network Behavior
by: Juan Cantizani-Estepa, et al.
Published: (2024-01-01)
by: Juan Cantizani-Estepa, et al.
Published: (2024-01-01)
Novel Hybrid Optimized Clustering Schemes with Genetic Algorithm and PSO for Segmentation and Classification of Articular Cartilage Loss from MR Images
by: Jan Kubicek, et al.
Published: (2023-02-01)
by: Jan Kubicek, et al.
Published: (2023-02-01)
COMPARISON OF K-MEANS AND GAUSSIAN MIXTURE MODEL IN PROFILING AREAS BY POVERTY INDICATORS
by: Zumrotul Wahidah, et al.
Published: (2023-06-01)
by: Zumrotul Wahidah, et al.
Published: (2023-06-01)
Optimal EVs Charge Station Allocation Considering Residents Dispersion Using a Genetic Algorithm and Weighted K-Means
by: Rafael Monteagudo, et al.
Published: (2024-01-01)
by: Rafael Monteagudo, et al.
Published: (2024-01-01)
DEEP NEURAL NETWORK AND CNN MODEL OF DRIVING BEHAVIOR PREDICTION FOR AUTONOMOUS VEHICLES IN SMART CITY
by: Akmaral Kuatbayeva, et al.
Published: (2024-10-01)
by: Akmaral Kuatbayeva, et al.
Published: (2024-10-01)
Application of Formal Concept Analysis and Clustering Algorithms to Analyze Customer Segments
by: I Gede Bintang Arya Budaya, et al.
Published: (2025-03-01)
by: I Gede Bintang Arya Budaya, et al.
Published: (2025-03-01)
Unveiling University Groupings: A Clustering Analysis for Academic Rankings
by: George Matlis, et al.
Published: (2024-05-01)
by: George Matlis, et al.
Published: (2024-05-01)
Fault diagnosis of ship fuel system based on DPC-GMM algorithm
by: WEI Yi, et al.
Published: (2018-12-01)
by: WEI Yi, et al.
Published: (2018-12-01)
Adaptive Gaussian Mixture Model-Based Statistical Feature Extraction for Computer-Aided Diagnosis of Micro-Calcification Clusters in Mammograms
by: Zhang Zhang, et al.
Published: (2020-07-01)
by: Zhang Zhang, et al.
Published: (2020-07-01)
A novel unsupervised deep learning method for the generalization of urban form
by: Jihong Cai, et al.
Published: (2022-10-01)
by: Jihong Cai, et al.
Published: (2022-10-01)
Fuzzy C-Means Clustering for Motion Capture Tennis Time-Series Data
by: Maria Skublewska-Paszkowska, et al.
Published: (2024-01-01)
by: Maria Skublewska-Paszkowska, et al.
Published: (2024-01-01)
ADAPTIVE BACKGROUND DENGAN METODE GAUSSIAN MIXTURE MODELS UNTUK REAL-TIME TRACKING
by: Silvia Rostianingsih, et al.
Published: (2008-01-01)
by: Silvia Rostianingsih, et al.
Published: (2008-01-01)
An Extensive Analysis on Optimized 3D Watermarking Using Enhanced Clustering Techniques
by: G. Julie Sharine, et al.
Published: (2024-01-01)
by: G. Julie Sharine, et al.
Published: (2024-01-01)
Statistical and fuzzy clustering methods and their application to clustering provinces of Iraq based on agricultural products
by: Israa Atiyah, et al.
Published: (2020-02-01)
by: Israa Atiyah, et al.
Published: (2020-02-01)
3D Imaging for Array InSAR Based on Gaussian Mixture Model Clustering
by: Li Hang, et al.
Published: (2017-12-01)
by: Li Hang, et al.
Published: (2017-12-01)
Bit Reduced FCM with Block Fuzzy Transforms for Massive Image Segmentation
by: Barbara Cardone, et al.
Published: (2020-07-01)
by: Barbara Cardone, et al.
Published: (2020-07-01)
ANFIS Models with Subtractive Clustering and Fuzzy C-Mean Clustering Techniques for Predicting Swelling Percentage of Expansive Soils
by: Mehdi Hashemi Jokar, et al.
Published: (2024-10-01)
by: Mehdi Hashemi Jokar, et al.
Published: (2024-10-01)
House Prices Segmentation Using Gaussian Mixture Model-Based Clustering
by: Muhammad Hafidh Raditya, et al.
Published: (2022-11-01)
by: Muhammad Hafidh Raditya, et al.
Published: (2022-11-01)
Seasonal Load Statistics of EV Charging and Battery Swapping Stations Based on Gaussian Mixture Model for Charging Strategy Optimization in Electric Power Distribution Systems
by: Shengcong Wu, et al.
Published: (2025-10-01)
by: Shengcong Wu, et al.
Published: (2025-10-01)
Current Trends in Electric Vehicle Charging Infrastructure; Opportunities and Challenges in Wireless Charging Integration
by: Konstantina Dimitriadou, et al.
Published: (2023-02-01)
by: Konstantina Dimitriadou, et al.
Published: (2023-02-01)
AN EFFICIENCT RULE MINING MODEL USING [S]3 FCM AND ANN TECHNIQUES
by: T Thamaraiselvan, et al.
Published: (2021-10-01)
by: T Thamaraiselvan, et al.
Published: (2021-10-01)
Comparison Analysis of Hierarchical Clustering and K-Means Methods in Grouping Provinces in Indonesia Based on Dengue Hemorrhagic Fever (DHF) Cases
by: Alfidha Rahmah, et al.
Published: (2025-08-01)
by: Alfidha Rahmah, et al.
Published: (2025-08-01)
Clustering techniques and innovation-based comparison in Londrina and Region companies
by: Ana Paula Barbosa de Morais, et al.
Published: (2024-05-01)
by: Ana Paula Barbosa de Morais, et al.
Published: (2024-05-01)
Study on Fuzzy-Clustering Methods in Fuzzy Time Series Forecasting with Application
by: Azher Abbas mohammad Ayad hammad, et al.
Published: (2023-02-01)
by: Azher Abbas mohammad Ayad hammad, et al.
Published: (2023-02-01)
Electric Vehicles CAN Bus Cyber Attacks Detection Using Adaptive Neuro Fuzzy Inference System
by: Omar Adil Al Isawi, et al.
Published: (2025-01-01)
by: Omar Adil Al Isawi, et al.
Published: (2025-01-01)
IDENTIFYING THE CLUSTER OF FAMILIES AT RISK OF STUNTING IN YOGYAKARTA USING HIERARCHICAL AND NON-HIERARCHICAL APPROACH
by: Ersa Riga Puspita, et al.
Published: (2024-12-01)
by: Ersa Riga Puspita, et al.
Published: (2024-12-01)
A Superpixel-by-Superpixel Clustering Framework for Hyperspectral Change Detection
by: Qiuxia Li, et al.
Published: (2022-06-01)
by: Qiuxia Li, et al.
Published: (2022-06-01)
Machine Learning-Based Electric Vehicle Charging Demand Forecasting: A Systematized Literature Review
by: Maher Alaraj, et al.
Published: (2025-09-01)
by: Maher Alaraj, et al.
Published: (2025-09-01)
Exploitation of Bio-Inspired Classifiers for Performance Enhancement in Liver Cirrhosis Detection from Ultrasonic Images
by: Karthikamani Ramamoorthy, et al.
Published: (2024-06-01)
by: Karthikamani Ramamoorthy, et al.
Published: (2024-06-01)
A hyperspectral unmixing approach for ink mismatch detection in unbalanced clusters
by: Faryal Aurooj Nasir, et al.
Published: (2024-03-01)
by: Faryal Aurooj Nasir, et al.
Published: (2024-03-01)
ClustOfVar: An R Package for the Clustering of Variables
by: Marie Chavent, et al.
Published: (2012-09-01)
by: Marie Chavent, et al.
Published: (2012-09-01)
Characteristic analysis of 10 kV bus load based on integrated clustering technology
by: Kai Liang, et al.
Published: (2022-11-01)
by: Kai Liang, et al.
Published: (2022-11-01)
Optimal Utilization of Charging Resources of Fast Charging Station with Opportunistic Electric Vehicle Users
by: Konara Mudiyanselage Sandun Y. Konara, et al.
Published: (2023-02-01)
by: Konara Mudiyanselage Sandun Y. Konara, et al.
Published: (2023-02-01)
Similar Items
-
Electric Vehicle Charging Model in the Urban Residential Sector
by: Mohamed El-Hendawi, et al.
Published: (2022-07-01) -
Impact of Electric Vehicles Charging on Urban Residential Power Distribution Networks
by: Mohamed El-Hendawi, et al.
Published: (2024-11-01) -
A COMPARATIVE ANALYSIS OF DBSCAN AND GAUSSIAN MIXTURE MODEL FOR CLUSTERING INDONESIAN PROVINCES BASED ON SOCIOECONOMIC WELFARE INDICATORS
by: Sri Andayani, et al.
Published: (2025-07-01) -
Longitudinal Exploration of Regularity and Variability in Electric Car Charging Patterns
by: Chansung Kim, et al.
Published: (2025-04-01) -
EV charging load forecasting using an enhanced Monte Carlo simulation methods
by: LIU Ruilin, et al.
Published: (2025-08-01)
