Building and Urban Data Science (BUDS) Group

ashrae-great-energy-predictor-3-solution-analysis

Analysis of top give winning solutions of the ASHRAE Great Energy Predictor III competition

building-data-genome-project-2

Whole building non-residential hourly energy meter data from the Great Energy Predictor III competition

building-prediction-benchmarking

An array of open source ML models applied to long-term hourly energy prediction for institutional buildings

comfortGAN

This repository is the official implementation of Balancing thermal comfort datasets: We GAN, but should we?

google-trends-for-buildings

Data and Code for the Paper "Using Google Trends to Predict Building Energy"

humans-as-a-sensor-for-buildings

Implementation of the Humans-as-a-Sensor for Buildings paper.

longitudinal-personal-thermal-comfort

Official repository for Dataset: Longitudinal personal thermal comfort preference data in the wild

python-for-building-analysts

Jupyter notebook tutorials to teach scripting to building performance analysis experts

simple-building

Simplified Building Simulation Engine

the-building-data-genome-project

A collection of non-residential buildings for performance analysis and algorithm benchmarking

buds-lab/building-data-genome-project-2

Whole building non-residential hourly energy meter data from the Great Energy Predictor III competition

buds-lab/ashrae-great-energy-predictor-3-solution-analysis

Analysis of top give winning solutions of the ASHRAE Great Energy Predictor III competition

buds-lab/google-trends-for-buildings

Data and Code for the Paper "Using Google Trends to Predict Building Energy"

buds-lab/buds-lab.github.io

BUDS Lab Website

buds-lab/humans-as-a-sensor-for-buildings

Implementation of the Humans-as-a-Sensor for Buildings paper.

buds-lab/LEAD-1st-solution

1st winning solution in Large-scale Energy Anomaly Detection (LEAD) competition

buds-lab/energy-diffusion

buds-lab/building-data-directory

buds-lab/ComfortLearn

This repository is the official implementation of ComfortLearn: Enabling agent-based occupant-centric building controls

buds-lab/psychrometric-chart-makeover

Adding more dimension to the psychrometric chart

buds-lab/aldiplusplus

This repository is the official implementation of ALDI++: Automatic and parameter-less discorddetection for daily load energy profiles

buds-lab/comfortGAN

This repository is the official implementation of Balancing thermal comfort datasets: We GAN, but should we?

buds-lab/longitudinal-personal-thermal-comfort

Official repository for Dataset: Longitudinal personal thermal comfort preference data in the wild

buds-lab/ccm

This repository is the official implementation of Cohort comfort models - Using occupants’ similarity to predict personal thermal preference with less data

buds-lab/data-driven-greenmark

Dataset on Singapore's Green Mark Buildings

buds-lab/elastic-buildings

buds-lab/ashrae-great-energy-predictor-3-error-analysis

Analysis of the Time Series Residuals of the Great Energy Predictor III competition

buds-lab/generative-methods-for-human-comfort

Human comfort datasets are widely used for multiple scenarios in smart buildings. From thermal comfort prediction to personalized indoor environments, labelled subjective responses from participants in a experiment are required to feed different machine learning models. However, many of these dataset are small in samples per participants, number of participants, or suffer from a class-imbalanced of its subjective responses. In this work we explore the use of Generative Adversarial Networks to generate synthetic samples to be used in combination with real ones for data-driven applications in the built environment.

buds-lab/buildsys22-energy-forecasting-tutorial

buds-lab/ema-for-occupant-wellness-and-privacy

Cozie deployment for Indoor Air 2022 Paper on Occupant Wellness and Privacy

buds-lab/project-iris-dataset

buds-lab/abm-demo

OpenAI workshop for occupant-centric applications

buds-lab/Filling-time-series-gaps-using-image-techniques

buds-lab/annex79-2022-sg

Annex79 website

buds-lab/annex79-sg

Website for the RLEM Workshop

buds-lab/calma-esse-heat-stress-public

Private repository for the Cozie-Apple deployment leady be Ben

buds-lab/cisbat-learning-trail-paper

CISBAT Learning Trail Publication 2019 - Latex Assets, Graphics, and Data

buds-lab/occupant-interactions-workspaces

Pilot data on identifying and contextualising occupant interactions within hybrid workspaces

buds-lab/osk-orenth-usk-jitai-buildingandenv-journal-paper-PUBLIC

Private repository for the paper titled 'Nudging comfort in the built environment: Using smartwatch-based Just-in-time Adaptive Interventions (JITAI) for mitigating urban-scale heat and noise'

buds-lab/sgan_energy_meters