CityLearn

0
CityLearn is an open-source Python reinforcement learning environment designed to simulate and optimize energy management across clusters of buildings and microgrids. It offers configurable energy systems, demand response events, and customizable reward functions to train and evaluate RL agents on cooling, heating, and storage operations. Researchers and practitioners can benchmark various algorithms using standardized scenarios and datasets to improve operational efficiency and reduce carbon emissions.
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May 20 2025
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CityLearn

CityLearn

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CityLearn
CityLearn is an open-source Python reinforcement learning environment designed to simulate and optimize energy management across clusters of buildings and microgrids. It offers configurable energy systems, demand response events, and customizable reward functions to train and evaluate RL agents on cooling, heating, and storage operations. Researchers and practitioners can benchmark various algorithms using standardized scenarios and datasets to improve operational efficiency and reduce carbon emissions.
Added on:
Social & Email:
Platform:
May 20 2025
--
Featured

What is CityLearn?

CityLearn provides a modular simulation platform for energy management research using reinforcement learning. Users can define multi-zone building clusters, configure HVAC systems, storage units, and renewable sources, then train RL agents against demand response events. The environment exposes state observations like temperatures, load profiles, and energy prices, while actions control setpoints and storage dispatch. A flexible reward API allows custom metrics—such as cost savings or emission reductions—and logging utilities support performance analysis. CityLearn is ideal for benchmarking, curriculum learning, and developing novel control strategies in a reproducible research framework.

Who will use CityLearn?

  • Reinforcement learning researchers
  • Energy systems analysts
  • Building and microgrid operators
  • Academic instructors in energy management

How to use the CityLearn?

  • Step1: Install via pip: pip install citylearn
  • Step2: Import CityLearn in your Python script
  • Step3: Load or configure a scenario YAML definition
  • Step4: Instantiate the CityLearn environment
  • Step5: Define or integrate your RL agent
  • Step6: Train the agent by calling env.step() in episodes
  • Step7: Evaluate performance using built-in metrics and logs

Platform

  • mac
  • windows
  • linux

CityLearn's Core Features & Benefits

The Core Features

  • Configurable multi-zone building and microgrid simulation
  • Demand response event modeling
  • Customizable reward function API
  • Baseline agent implementations
  • Detailed logging and analytics tools
  • Scenario and dataset management

The Benefits

  • Standardized benchmarking across RL algorithms
  • Reproducible research environment
  • Flexible scenario customization
  • Open-source community support
  • Accelerated prototyping of energy control strategies

CityLearn's Main Use Cases & Applications

  • Benchmarking RL algorithms for building energy control
  • Developing demand response strategies
  • Teaching reinforcement learning in energy systems courses
  • Evaluating storage dispatch and renewable integration
  • Researching cost and emission optimization in microgrids

CityLearn's Pros & Cons

The Pros

Enables training across large, city-sized, real-world environments with extreme environmental changes.
Utilizes compact bimodal image representations for sample-efficient learning, reducing training time significantly compared to raw image methods.
Supports generalization across day/night and seasonal transitions, improving robustness of navigation policies.
Open source with publicly available code and datasets.

The Cons

Primarily focused on training and simulation, may require integration with actual robotic hardware for deployment.
Relies on availability of high-quality datasets for training realistic navigation policies.
No pricing or commercial support information available.

FAQs of CityLearn

CityLearn Company Information

Analytic of CityLearn

Visit Over Time

Monthly Visits
316
Avg Visit Duration
00:00:00
Page Per Visit
1.02
Bounce Rate
44.24%
Sep 2025 - Nov 2025 All Traffic

Geography

Top 1 Regions
United States
100%
Sep 2025 - Nov 2025 Worldwide Desktop Only

Traffic Sources

Direct
41.84%
Search
32.64%
Referrals
12.70%
Social
9.99%
Paid Referrals
1.72%
Mail
0.21%
Sep 2025 - Nov 2025 Desktop Only

CityLearn Reviews

5/5
Do You Recommend CityLearn? Leave a Comment Below!

CityLearn's Main Competitors and alternatives?

  • OpenAI Gym
  • EnergyPlus
  • GridLearn
  • Gym-Energy
  • DeepMind Control Suite

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