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Constructing dynamic residential energy lifestyles using Latent Dirichlet Allocation


Apr 22, 2022
Xiao Chen, Chad Zanocco, June Flora, Ram Rajagopal

* forthcoming in Applied Energy 

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NeuralProphet: Explainable Forecasting at Scale


Nov 29, 2021
Oskar Triebe, Hansika Hewamalage, Polina Pilyugina, Nikolay Laptev, Christoph Bergmeir, Ram Rajagopal

* NeuralProphet can be installed with pip or from https://github.com/ourownstory/neural_prophet - Documentation is available at https://neuralprophet.com 

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EVGen: Adversarial Networks for Learning Electric Vehicle Charging Loads and Hidden Representations


Aug 09, 2021
Robert Buechler, Emmanuel Balogun, Arun Majumdar, Ram Rajagopal

* Tackling Climate Change with Machine Learning Workshop at International Conference on Machine Learning (ICML) 2021 

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Joint Optimization of Autonomous Electric Vehicle Fleet Operations and Charging Station Siting


Jul 21, 2021
Justin Luke, Mauro Salazar, Ram Rajagopal, Marco Pavone

* 9 pages, 7 figures. Corrected typos, revised text for clarification purposes, results unchanged. A version of this submission, with minor formatting changes, is to be published in the proceedings of the 24th IEEE International Conference on Intelligent Transportation Systems (ITSC 2021) 

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Learning Neighborhood Representation from Multi-Modal Multi-Graph: Image, Text, Mobility Graph and Beyond


May 06, 2021
Tianyuan Huang, Zhecheng Wang, Hao Sheng, Andrew Y. Ng, Ram Rajagopal


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Quick Line Outage Identification in Urban Distribution Grids via Smart Meters


Apr 01, 2021
Yizheng Liao, Yang Weng, Chin-woo Tan, Ram Rajagopal

* 12 pages, 12 figures. arXiv admin note: substantial text overlap with arXiv:1811.05646 

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An Enriched Automated PV Registry: Combining Image Recognition and 3D Building Data


Dec 07, 2020
Benjamin Rausch, Kevin Mayer, Marie-Louise Arlt, Gunther Gust, Philipp Staudt, Christof Weinhardt, Dirk Neumann, Ram Rajagopal

* Tackling Climate Change with Machine Learning at NeurIPS 2020 (Spotlight talk) 

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Generating private data with user customization


Dec 02, 2020
Xiao Chen, Thomas Navidi, Ram Rajagopal

* arXiv admin note: substantial text overlap with arXiv:1904.09415 

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Activity Detection And Modeling Using Smart Meter Data: Concept And Case Studies


Oct 26, 2020
Hao Wang, Gonzague Henri, Chin-Woo Tan, Ram Rajagopal

* 2020 IEEE Power & Energy Society General Meeting 

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