Ensemble machine learning models for the detection of energy theft

Energy Theft Detection Using Gradient Boosting Theft Detector With Feature Engineering-Based Preprocessing

(2019) Rajiv Punmiya et al.   IEEE Transactions on Smart Grid

Very High Resolution Object-Based Land Use–Land Cover Urban Classification Using Extreme Gradient Boosting

(2018) Stefanos Georganos et al.   IEEE Geoscience and Remote Sensing Letters

Electricity theft detection in smart grid using random matrix theory

(2018) Fei Xiao et al.   IET Generation Transmission & Distribution

Review of various modeling techniques for the detection of electricity theft in smart grid environment

(2018) Tanveer Ahmad et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Detection of Non-Technical Losses Using Smart Meter Data and Supervised Learning

(2018) Madalina-Mihaela Buzau et al.   IEEE Transactions on Smart Grid

Detecting and Locating Non-Technical Losses in Modern Distribution Networks

(2018) Jonatas Boas Leite et al.   IEEE Transactions on Smart Grid

A Data-Driven Design for Fault Detection of Wind Turbines Using Random Forests and XGboost

(2018) Dahai Zhang et al.   IEEE Access

Online Cyber-Attack Detection in Smart Grid: A Reinforcement Learning Approach

(2018) Mehmet Necip Kurt et al.   IEEE Transactions on Smart Grid

The Challenge of Non-Technical Loss Detection Using Artificial Intelligence: A Survey

(2017) Patrick Glauner et al.   International Journal of Computational Intelligence Systems

A Tunable Fraud Detection System for Advanced Metering Infrastructure using Short-Lived Patterns

(2017) Marcelo Zanetti et al.   IEEE Transactions on Smart Grid

Decision Tree and SVM-Based Data Analytics for Theft Detection in Smart Grid

(2016) Anish Jindal et al.   IEEE Transactions on Industrial Informatics

Privacy-Preserving Energy Theft Detection in Microgrids: A State Estimation Approach

(2016) Sergio A. Salinas et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Electricity Theft Detection in AMI Using Customers’ Consumption Patterns

(2016) Paria Jokar et al.   IEEE Transactions on Smart Grid

Game-Theoretic Models of Electricity Theft Detection in Smart Utility Networks: Providing New Capabilities with Advanced Metering Infrastructure

(2015)   IEEE CONTROL SYSTEMS MAGAZINE

A survey on Advanced Metering Infrastructure

(2014) Ramyar Rashed Mohassel et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Energy-theft detection issues for advanced metering infrastructure in smart grid

(2014) Rong Jiang et al.   TSINGHUA SCIENCE AND TECHNOLOGY

Probabilistic methodology for Technical and Non-Technical Losses estimation in distribution system

(2013) Edison A.C. Aranha Neto et al.   ELECTRIC POWER SYSTEMS RESEARCH

A Multi-Sensor Energy Theft Detection Framework for Advanced Metering Infrastructures

(2013) Stephen McLaughlin et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Online Data Validation for Distribution Operations Against Cybertampering

(2013) Yonghe Guo et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Improving SVM-Based Nontechnical Loss Detection in Power Utility Using the Fuzzy Inference System

(2011) J Nagi et al.   IEEE TRANSACTIONS ON POWER DELIVERY

Electricity theft: Overview, issues, prevention and a smart meter based approach to control theft

(2010) Soma Shekara Sreenadh Reddy Depuru et al.   ENERGY POLICY

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Security and Privacy Challenges in the Smart Grid

(2009) Patrick McDaniel et al.   IEEE SECURITY & PRIVACY

Nontechnical Loss Detection for Metered Customers in Power Utility Using Support Vector Machines

(2009) Jawad Nagi et al.   IEEE TRANSACTIONS ON POWER DELIVERY