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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41 to 50 of 137 Results

SPEA2.zip Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems ZIP Archive - 604.2 KB - MD5: d79ff2f319cc4eefdf24ec89f93b1355
SPEA2.zip Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems ZIP Archive - 3.8 MB - MD5: c7221fe94c671bb6fd47a50139a8a82a
SPEA2.zip Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems ZIP Archive - 56.9 MB - MD5: 71f1fbcda7c06d5b4f7ee31ac3beda62
TPE.zip Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems ZIP Archive - 86.1 KB - MD5: da370175c5be58d2b9fa889b7caeab6e
TPE.zip Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems ZIP Archive - 639.1 KB - MD5: 5eb58b129c951eb9fd7ece2cdf9dcbc9
TPE.zip Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems ZIP Archive - 10.9 MB - MD5: 52b2c242df5f38022ac95651cabe653b
TPE.zip Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems ZIP Archive - 54.8 MB - MD5: 1e8de511a06c98f9da61459992f0b58d
aggregation.py Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method Python Source Code - 7.7 KB - MD5: b51ac165ec8d9558fcdc386c65416cac Implements aggregation logic (e.g. sums, means, extrema).
attribute.py Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method Python Source Code - 14.0 KB - MD5: 8937e3a5bdf64d8883d5070cc2e41242 Defines the data classes/objects representing individual building attributes (e.g. geometric, material, or climatic properties) used as inputs to feature representations.
base.py Jul 21, 2026 - Code for: Towards Flexible Building Energy Surrogate Models: A Novel Feature Representation Method Python Source Code - 537 B - MD5: 1730218428816ffc61cb21a68b338be6 Defines the base schema/data model shared across all input data types.

SPEA2.zip

Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems

ZIP Archive - 604.2 KB -

SPEA2.zip

Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems

ZIP Archive - 3.8 MB -

SPEA2.zip

Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems

ZIP Archive - 56.9 MB -

TPE.zip

Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems

ZIP Archive - 86.1 KB -

TPE.zip

Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems

ZIP Archive - 639.1 KB -

TPE.zip

Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems

ZIP Archive - 10.9 MB -

TPE.zip

Oct 15, 2026 - Hyperparameter Optimization: a Large-scale Benchmark Using Random Search, Sensitivity Analysis, and Surrogate Multi-objective Optimization on Black-box Problems

ZIP Archive - 54.8 MB -

aggregation.py

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

Python Source Code - 7.7 KB -

Implements aggregation logic (e.g. sums, means, extrema).

attribute.py

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

Python Source Code - 14.0 KB -

Defines the data classes/objects representing individual building attributes (e.g. geometric, material, or climatic properties) used as inputs to feature representations.

base.py

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

Python Source Code - 537 B -

Defines the base schema/data model shared across all input data types.

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