More Buildings Make More Generalizable Models—Benchmarking Prediction Methods on Open Electrical Meter Data

بواسطة Miller, Clayton
منشور في 2022

What's in the box?! Towards explainable machine learning applied to non-residential building smart meter classification

بواسطة Miller, Clayton
منشور في 2019

The Building Data Genome Project: An open, public data set from non-residential building electrical meters

بواسطة Miller, Clayton, Meggers, Forrest
منشور في 2021

Mining electrical meter data to predict principal building use, performance class, and operations strategy for hundreds of non-residential buildings

بواسطة Miller, Clayton, Meggers, Forrest
منشور في 2021

Poster Abstract: Towards Class-Balancing Human Comfort Datasets with GANs

بواسطة Quintana, Matias, Miller, Clayton
منشور في 2021

Using Google Trends as a proxy for occupant behavior to predict building

بواسطة Fu, Chun, Miller, Clayton
منشور في 2022

BEEM: Data-driven building energy benchmarking for Singapore

بواسطة Arjunan, Pandarasamy, Poolla, Kameshwar, Miller, Clayton
منشور في 2022

EnergyStar plus plus : Towards more accurate and explanatory building energy benchmarking

بواسطة Arjunan, Pandarasamy, Poolla, Kameshwar, Miller, Clayton
منشور في 2021

A review of unsupervised statistical learning and visual analytics techniques applied to performance analysis of non-residential buildings

بواسطة Miller, Clayton, Nagy, Zoltan, Schlueter, Arno
منشور في 2021

Build2Vec: Building Representation in Vector Space

بواسطة Abdelrahman, Mahmoud, Chong, Adrian, Miller, Clayton
منشور في 2021

Islands of misfit buildings: Detecting uncharacteristic electricity use behavior using load shape clustering

بواسطة Quintana, Matias, Arjunan, Pandarasamy, Miller, Clayton
منشور في 2021

Data mining cubes for buildings, a generic framework for multidimensional analytics of building performance data

بواسطة Leprince, Julien, Miller, Clayton, Zeiler, Wim
منشور في 2022

Twenty Years of Building Performance Analysis Trends: A Topic Modeling Analysis of the Bldg-Sim Email List Archive

بواسطة Miller, Clayton, Quintana, Matias, Glazer, Jason
منشور في 2022

Personal thermal comfort models using digital twins: Preference prediction with BIM-extracted spatial-temporal proximity data from Build2Vec

بواسطة Abdelrahman, Mahmoud M, Chong, Adrian, Miller, Clayton
منشور في 2022

Gradient boosting machines and careful pre-processing work best: ASHRAE Great Energy Predictor III lessons learned

بواسطة Miller, Clayton Carl, Hao, Liu, Fu, Chun
منشور في 2023

A workflow for managing building information and performance data using virtual reality: an alternative to BIM for existing buildings?

بواسطة Rysanek, Adam, Miller, Clayton Carl, Schlueter, Arno
منشور في 2021

Unsupervised load shape clustering for urban building performance assessment

بواسطة Fonseca, Jimeno A, Miller, Clayton, Schlueter, Arno
منشور في 2021

Design with Comfort: Expanding the psychrometric chart with radiation and convection dimensions

بواسطة Teitelbaum, Eric, Jayathissa, Prageeth, Miller, Clayton, Meggers, Forrest
منشور في 2022

Personal comfort models based on a 6-month experiment using environmental parameters and data from wearables

بواسطة Tartarini, Federico, Schiavon, Stefano, Quintana, Matias, Miller, Clayton
منشور في 2023

Energy balances, thermal performance, and heat stress: Disentangling occupant behaviour and weather influences in a Dutch net-zero energy neighborhood

بواسطة Kazmi, Hussain, Keijsers, Merel, Mehmood, Fahad, Miller, Clayton
منشور في 2022