This repo demonstrates how to build a surrogate (proxy) model by multivariate regressing building energy consumption data (univariate and multivariate) and use (1) Bayesian framework, (2) Pyomo package, (3) Genetic algorithm with local search, and (4) Pymoo package to find optimum design parameters and minimum energy consumption.
☆35Mar 15, 2023Updated 3 years ago
Alternatives and similar repositories for Optimization-of-building-energy-consumption
Users that are interested in Optimization-of-building-energy-consumption are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Repo for RL algorithm design and testing of BCA (building control agent) HVAC on EnergyPlus building energy simulator using Python API/EM…☆11Mar 18, 2022Updated 4 years ago
- Supplementary material to the paper "An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control".☆20Oct 3, 2024Updated last year
- Data science project☆18Aug 16, 2020Updated 5 years ago
- Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference☆16Mar 18, 2025Updated last year
- The official implementation of DIG-MILP☆14Oct 27, 2023Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Use Deep Q-Learning model to optimize energy consumption of a data center☆45Oct 23, 2020Updated 5 years ago
- Safe Model-Based RL HVAC Control Using Epistemic Uncertainty Estimation.☆13Feb 25, 2025Updated last year
- Performance curve generator for building energy simulation☆14May 28, 2026Updated 2 months ago
- A Reinforcement Learning solution for HVAC control to optimize energy consumption. Developed by Vector Institute and TELUS.☆80Apr 27, 2023Updated 3 years ago
- An open-source flexibility quantification model using Python☆28Jun 15, 2021Updated 5 years ago
- System that learns how often a room is occupied based on time, movement, air conditioning preferences and learns on historic data. This c…☆16Oct 10, 2023Updated 2 years ago
- code for Build2Vec 1.0 reproducibility☆13Oct 28, 2021Updated 4 years ago
- ☆10Mar 1, 2023Updated 3 years ago
- Using Reinforcement Learning to control HVAC for efficient use of energy☆11Aug 25, 2018Updated 7 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A collection of thermohydraulic correlations for thermal systems and heat exchangers☆12Dec 27, 2014Updated 11 years ago
- QGIS plugin for developing SWAT input data.☆12May 3, 2026Updated 2 months ago
- Framework for steady state vapor compression simulation☆21Jul 20, 2026Updated last week
- Surrogate-based Multi-Objective Optimization Tool☆12Jan 17, 2023Updated 3 years ago
- This repository contains code related to solving and visualizing the Bi-Directional Electric Vehicle Routing Problem (B-EVRP) as well as …☆17Apr 1, 2022Updated 4 years ago
- This repository contains code for exploratory data analysis and machine learning on different datasets.☆13Nov 6, 2022Updated 3 years ago
- 3R2C Resistor Capacitor Model for simplified building thermal simulation.☆12Jul 3, 2026Updated 3 weeks ago
- A scrapy get weather data from 2011 to 2020 in China from website http://www.tianqihoubao.com/lishi/☆11Feb 15, 2020Updated 6 years ago
- Gym environment for building simulation and control using reinforcement learning☆234Updated this week
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Framework for development and execution of agents for control and simulation of energy systems.☆15Jul 17, 2026Updated last week
- API for RL algorithm design & testing of BCA (Building Control Agent) HVAC on EnergyPlus building energy simulator by wrapping their EMS …☆81May 10, 2023Updated 3 years ago
- COVID-19 FAQ chatbot in python along with user interfce☆10Feb 2, 2024Updated 2 years ago
- MATLAB code on project: Role of Energy Positive Buildings in Future Low-Carbon Energy Systems.☆38Sep 25, 2020Updated 5 years ago
- Prediction of Energy Consumption using Machine Learning for Energy Sustainability☆20May 21, 2019Updated 7 years ago
- Vapor-compression refrigeration cycles analysis tool☆16Updated this week
- DRL based Building Energy Management System for universal deploying in any buildings with Multi-VAV system☆28Jan 24, 2025Updated last year
- Deep Reinforcement Learning by using an on-policy adaptation of Maximum a Posteriori Policy Optimization (MPO)☆16Oct 23, 2021Updated 4 years ago
- Datasets used for NeuralProphet tutorials☆22Jul 7, 2023Updated 3 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Enabling LLMs to Think Proactively and Initiate Dialogue with Consciousness. A multi-agent LLM architecture inspired by Global Workspace …☆15Apr 23, 2026Updated 3 months ago
- ☆14Dec 12, 2022Updated 3 years ago
- eBook: Addressing Uncertainty in MultiSector Dynamics Research☆50Nov 17, 2025Updated 8 months ago
- Explore efficient energy management in renewable communities through the implementation of Model Predictive Control (MPC) and Reinforceme…☆32Nov 24, 2023Updated 2 years ago
- Udacity's C++ Nanodegree Program☆14Jun 9, 2020Updated 6 years ago
- Pipeline for building Machine Learning Classifiers for the diagnosis of EHR text-data. We used this pipeline for our study, published her…☆12Jul 6, 2023Updated 3 years ago
- This Python script solves the Navier-Stokes equations using Physics-Informed Neural Network. This approach enables the modeling of fluid …☆17Mar 19, 2024Updated 2 years ago