Self-Directed Online Machine Learning for Topology Optimization

Name: Self-Directed Online Machine Learning for Topology Optimization
Creator: Lu, Wei; Qin, Can; Deng, Changyu; Fu, Yun; Wang, Yizhou
Published: 2021-11-24T00:00:00+08:00

Zenodo2021-11-24 更新2026-04-07 收录

拓扑优化

自导向在线学习

数据链接：

https://zenodo.org/record/5725598 数据链接链接失效反馈

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资源简介：

Code and results of the paper "Self-Directed Online Machine Learning for Topology Optimization". See latest updates at https://github.com/deng-cy/deep_learning_topology_opt

提供机构：

Lu, Wei; Qin, Can; Deng, Changyu; Fu, Yun; Wang, Yizhou

创建时间：

2021-11-24

复杂不可展曲面设计域拓扑优化数据集

拓扑优化

结构设计

“复杂不可展曲面设计域拓扑优化数据集”主要面向具有复杂高斯曲率的三维薄壳结构（以马鞍面为例）的轻量化设计与加筋布局研究需求建设。该数据集旨在实现传统拓扑优化方法难以在不可展曲面上进行显式拓扑优化和加筋优化的技术瓶颈，验证等几何优化算法在复杂空间曲面上的可行性。本数据集基于大连理工大学自主研发的曲面拓扑优化算法和杭州电子科技大学研发的体细分等几何算法产生。数据全面涵盖了不可展曲面的“材料拓扑优化”与

国家基础学科公共科学数据中心170

Replication Data for: Economic topology optimization of District Heating Networks using a pipe penalization approach

区域供热网络

拓扑优化

A data-set including the structure, input parameters and optimization results of the heating network used in the test case of the paper "Economic topology optimization of District Heating Networks usi

DataCite Commons2025-03-25 更新100

Proportional Topology Optimization: A New Non-Sensitivity Method for Solving Stress Constrained and Minimum Compliance Problems and Its Implementation in MATLAB

拓扑优化

约束优化

A new topology optimization method called the Proportional Topology Optimization (PTO) is presented. As a non-sensitivity method, PTO is simple to understand, easy to implement, and is also efficient

NIAID Data Ecosystem60

Data.xlsx

拓扑优化

工程设计

This data set provides a complete iterative process and original data for topology optimization.

DataCite Commons2021-05-11 更新110

Dataset supporting article "Statistical analysis of control parameters in evolutionary map L-systems-based topology optimization"

拓扑优化

进化算法参数分析

Dataset supports: Ikonen, T. J., & Sobester, A. (2018). Statistical analysis of control parameters in evolutionary map L-systems-based topology optimization. Structural and Multidisciplinary Optim

DataCite Commons2020-09-19 更新90

Self-Directed Online Machine Learning for Topology Optimization

资源简介：

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