Validation Methods for Energy Time Series Scenarios from Deep Generative
Models

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Validation Methods for Energy Time Series Scenarios from Deep Generative Models

27 October 2021

Alexander Mitsos

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Papers citing "Validation Methods for Energy Time Series Scenarios from Deep Generative Models"

16 / 16 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 280 30,103 0 01 Mar 2022
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models Sam Bond-Taylor Adam Leach Yang Long Chris G. Willcocks VLM TPM 98 500 0 08 Mar 2021
Generative Adversarial Networks for Operational Scenario Planning of Renewable Energy Farms: A Study on Wind and Photovoltaic Jens Schreiber Maik Jessulat Bernhard Sick 33 12 0 03 Jun 2019
Forecasting Spatio-Temporal Renewable Scenarios: a Deep Generative Approach Congmei Jiang Yize Chen Yongfang Mao Yi Chai Mingbiao Yu 21 7 0 13 Mar 2019
Pros and Cons of GAN Evaluation Measures Ali Borji ELM EGVM 65 876 0 09 Feb 2018
Bayesian Renewables Scenario Generation via Deep Generative Networks Yize Chen Pan Li Baosen Zhang 61 42 0 02 Feb 2018
Model-Free Renewable Scenario Generation Using Generative Adversarial Networks Yize Chen Yishen Wang D. Kirschen Baosen Zhang 54 412 0 30 Jul 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 207 9,548 0 31 Mar 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 172 4,826 0 26 Jan 2017
Towards Principled Methods for Training Generative Adversarial Networks Martín Arjovsky M. Nault GAN 81 2,109 0 17 Jan 2017
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 100 1,004 0 07 Nov 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 483 9,052 0 10 Jun 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 258 14,012 0 19 Nov 2015
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 313 4,182 0 21 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,929 0 20 Dec 2013