Enhancing HVAC Control Systems through Transfer Learning with Deep Reinforcement Learning Agents
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Updated
Jan 30, 2024 - Python
Enhancing HVAC Control Systems through Transfer Learning with Deep Reinforcement Learning Agents
A novel method to incorporate existing policy (Rule-based control) with Reinforcement Learning.
The idea I cannot shake is why is there not a free building automation system (BAS) server in the modern times of FreeRTOS, HomeAssistant, Linux, Blender, Unity, Roblox, Apache, and the explosion of free and open sourced Home Automation industries?.... AND also explore ontologies of the future for the smart building industry meta data.
Flexible HVAC blower fan control
Home Assistant IZone Integration
App to scrape bacnet system inside building continuously, compile a CSV file, and code to run on a different machine to SCP the CSV files across a VPN to a project SharePoint drive
A python library to control CoolMasterNet HVAC bridges over asyncio.
Conceptual ideas for how AI can be used to help setup building automation system (BAS) at the supervisory programming level.
Open home assistant integration for CoolAutomation cloud API
Set temp limits, enforce fan modes, door/window and daily shut-off, and air cycling makes your thermostat a genius with a voice using your Smart Speaker! Please ⭐ if you like the app :)
Lessmostat, the less is more esp8266 WIFI AC thermostat: less than $25 in amazon pieces, no soldering, no breadboarding, no need for AC C wire.
Control your heat-pump/aircondition and screens to maintain a optimal indoor temperature based on outdoor and indoor temperature sensors
Python client for Unisenza Plus
A Home Assistant component to define climate profiles and facilitate automation of climate entities.
Benchmarking building automation and control systems
Turkov integration for Home Assistant
Repo for my RL BCA research code - Deep Q Agent PyTorch models for HVAC Thermostat Control. Uses EnergyPlus simulation and OpenStudio
API for RL algorithm design & testing of BCA (Building Control Agent) HVAC on EnergyPlus building energy simulator by wrapping their EMS Python API
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