{"id":24098438,"url":"https://github.com/matlab-deep-learning/graph-neural-network-for-heat-transfer-problem","last_synced_at":"2025-10-18T17:50:16.999Z","repository":{"id":257450397,"uuid":"844753141","full_name":"matlab-deep-learning/Graph-Neural-Network-for-Heat-Transfer-Problem","owner":"matlab-deep-learning","description":null,"archived":false,"fork":false,"pushed_at":"2024-09-17T20:08:45.000Z","size":742,"stargazers_count":8,"open_issues_count":0,"forks_count":0,"subscribers_count":6,"default_branch":"main","last_synced_at":"2025-01-10T14:45:30.461Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/matlab-deep-learning.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"license.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-08-19T22:47:54.000Z","updated_at":"2024-10-20T11:33:58.000Z","dependencies_parsed_at":"2024-09-16T21:14:34.010Z","dependency_job_id":"9c81c28e-02ea-4aee-b74f-65ac3ea27927","html_url":"https://github.com/matlab-deep-learning/Graph-Neural-Network-for-Heat-Transfer-Problem","commit_stats":null,"previous_names":["matlab-deep-learning/graph-neural-network-for-heat-transfer-problem"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/matlab-deep-learning%2FGraph-Neural-Network-for-Heat-Transfer-Problem","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/matlab-deep-learning%2FGraph-Neural-Network-for-Heat-Transfer-Problem/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/matlab-deep-learning%2FGraph-Neural-Network-for-Heat-Transfer-Problem/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/matlab-deep-learning%2FGraph-Neural-Network-for-Heat-Transfer-Problem/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/matlab-deep-learning","download_url":"https://codeload.github.com/matlab-deep-learning/Graph-Neural-Network-for-Heat-Transfer-Problem/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241031398,"owners_count":19897286,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-01-10T14:45:51.853Z","updated_at":"2025-10-18T17:50:16.905Z","avatar_url":"https://github.com/matlab-deep-learning.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Graph Neural Network for Heat Transfer Problem\n\n\nIn recent years, graph neural networks[1] have been applied to various types of application tasks. \nThis example shows how to train a graph neural network using data calculated with partial differential equations(PDEs) to predict temperature distributions\n\n\u003cimg src=\"https://github.com/matlab-deep-learning/graph-neural-network-for-heat-transfer-problem/blob/main/ref_images/result.png\" width=\"720\"\u003e\n\n\n## **How to get started**\nTo get started, clone this repository and run \"example_gnn.mlx\".\n\n\n## **Requirements**\n- [MATLAB \u0026reg;](https://jp.mathworks.com/products/matlab.html)\n- [Deep Learning Toolbox\u003csup\u003eTM\u003c/sup\u003e](https://jp.mathworks.com/products/deep-learning.html)\n- [Partial Differential Equation Toolbox\n\u003csup\u003eTM\u003c/sup\u003e](https://www.mathworks.com/products/pde.html)\n\n\nMATLAB version should be R2024a and later (Tested in R2024a)\n\n## **References**\n\n  [1]  F. Scarselli, M. Gori, A.C. Tsoi, M. Hagenbuchner, and G. Monfardini. The graph neural network model. IEEE\nTransactions on Neural Networks, 20(1):61 80, 2009.\n\n\n## **License**\nThe license is available in license.txt file in this GitHub repository.\n\n\n## **Open in MATLAB Online**\n[![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=matlab-deep-learning/Graph-Neural-Network-for-Heat-Transfer-Problem)\n\nCopyright (c) 2024, The MathWorks, Inc.\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmatlab-deep-learning%2Fgraph-neural-network-for-heat-transfer-problem","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmatlab-deep-learning%2Fgraph-neural-network-for-heat-transfer-problem","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmatlab-deep-learning%2Fgraph-neural-network-for-heat-transfer-problem/lists"}