EXC IntCDC Associated Project 47 'Optimisation and Machine Learning for Climate-Friendly Design'

AP47: Multi-objective optimisation and machine learning for climate-friendly building design

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51 to 60 of 137 Results

building.py Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method Python Source Code - 2.3 KB - MD5: 9df7927bdcfbda8ac1491fd967dd5615 Defines the schema for building geometry data.
cache.py Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method Python Source Code - 6.8 KB - MD5: e7d4a6ad80383ffddcd925287e3ce3cf Utilities for writing and reading cached preprocessing outputs to/from disk.
calculation.py Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method Python Source Code - 22.1 KB - MD5: edd1acbc6233b2822ac0fd790bd6f7ab Implements the core geometric and physical calculations (e.g. surface areas, orientation weighting) underlying feature extraction.
Case01.json Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method JSON - 3.7 MB - MD5: 320dd038f746ca0c91a42bbd247020f3 Raw simulation input data (geometry, construction, climate) for design space scenario 01.
Case02.json Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method JSON - 3.5 MB - MD5: 1439cbd3bc00e8a2c401b6c12e751950 Raw simulation input data (geometry, construction, climate) for design space scenario 02.
Case03.json Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method JSON - 4.1 MB - MD5: 59775c1b41e0c3ae5439b1572846c200 Raw simulation input data (geometry, construction, climate) for design space scenario 03.
Case04.json Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method JSON - 4.2 MB - MD5: e35bd6947224e0e0cf6a3bc4c25980d3 Raw simulation input data (geometry, construction, climate) for design space scenario 04.
Case05.json Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method JSON - 4.2 MB - MD5: 5f96d2e1c1b48f3eb93dee1a66574c04 Raw simulation input data (geometry, construction, climate) for design space scenario 05.
Case06.json Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method JSON - 3.8 MB - MD5: e8c384f4fa902355633971d33ba049ff Raw simulation input data (geometry, construction, climate) for design space scenario 06.
Case07.json Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method JSON - 4.2 MB - MD5: dec2de5453521e8f77e616be434fcdd5 Raw simulation input data (geometry, construction, climate) for design space scenario 07.

building.py

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

Python Source Code - 2.3 KB -

Defines the schema for building geometry data.

cache.py

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

Python Source Code - 6.8 KB -

Utilities for writing and reading cached preprocessing outputs to/from disk.

calculation.py

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

Python Source Code - 22.1 KB -

Implements the core geometric and physical calculations (e.g. surface areas, orientation weighting) underlying feature extraction.

Case01.json

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

JSON - 3.7 MB -

Raw simulation input data (geometry, construction, climate) for design space scenario 01.

Case02.json

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

JSON - 3.5 MB -

Raw simulation input data (geometry, construction, climate) for design space scenario 02.

Case03.json

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

JSON - 4.1 MB -

Raw simulation input data (geometry, construction, climate) for design space scenario 03.

Case04.json

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

JSON - 4.2 MB -

Raw simulation input data (geometry, construction, climate) for design space scenario 04.

Case05.json

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

JSON - 4.2 MB -

Raw simulation input data (geometry, construction, climate) for design space scenario 05.

Case06.json

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

JSON - 3.8 MB -

Raw simulation input data (geometry, construction, climate) for design space scenario 06.

Case07.json

Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method

JSON - 4.2 MB -

Raw simulation input data (geometry, construction, climate) for design space scenario 07.

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