A
Adrian Albert
Researcher at Lawrence Berkeley National Laboratory
Publications - 38
Citations - 1992
Adrian Albert is an academic researcher from Lawrence Berkeley National Laboratory. The author has contributed to research in topics: Energy consumption & Smart meter. The author has an hindex of 16, co-authored 38 publications receiving 1448 citations. Previous affiliations of Adrian Albert include Jacobs University Bremen & Massachusetts Institute of Technology.
Papers
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Journal ArticleDOI
Physics-informed machine learning: case studies for weather and climate modelling.
Karthik Kashinath,Mustafa Mustafa,Adrian Albert,Jin-Long Wu,Jin-Long Wu,Chiyu "Max" Jiang,Chiyu "Max" Jiang,Soheil Esmaeilzadeh,Kamyar Azizzadenesheli,Rui Wang,Rui Wang,Ashesh Chattopadhyay,Ashesh Chattopadhyay,A. Singh,Ashray Manepalli,Dragos B. Chirila,Rose Yu,Robin Walters,Brian White,Heng Xiao,Hamdi A. Tchelepi,Philip Marcus,Animashree Anandkumar,Animashree Anandkumar,Pedram Hassanzadeh,Prabhat +25 more
TL;DR: In this paper, the authors survey systematic approaches to incorporating physics and domain knowledge into ML models and distill these approaches into broad categories, and show how these approaches have been used successfully for emulating, downscaling, and forecasting weather and climate processes.
Journal ArticleDOI
Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems
TL;DR: In this article, a statistical constrained generative adversarial network (GAN) was proposed to solve the Rayleigh-Benard convection, a turbulent flow system that is an idealized model of the Earth's atmosphere.
Proceedings ArticleDOI
Using Convolutional Networks and Satellite Imagery to Identify Patterns in Urban Environments at a Large Scale
TL;DR: In this article, the authors analyze patterns in land use in urban neighborhoods using large-scale satellite imagery data and state-of-the-art computer vision techniques based on deep convolutional neural networks.
Journal ArticleDOI
Thermal Profiling of Residential Energy Use
Adrian Albert,Ram Rajagopal +1 more
TL;DR: In this article, the authors proposed a model of temperature response that is based on thermal regimes, i.e., unobserved decisions of consumers to use their heating or cooling appliances.
Proceedings ArticleDOI
Steptacular: An incentive mechanism for promoting wellness
Naini Rose Gomes,Deepak Merugu,Gearóid O'Brien,Chinmoy Mandayam,Jia Shuo Yue,Berk Atikoglu,Adrian Albert,Norihiro Fukumoto,Huan Liu,Balaji Prabhakar,Damon Wischik +10 more
TL;DR: Steptacular, an online interactive incentive system for encouraging people to walk more, is described and preliminary findings about the effectiveness of each of these features in encouraging physical activity are presented.