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  3. CIKM 2024:AI辅助的先进空气动力学-优化汽车设计以实现最佳性能
OpenAtomGeneral MLIntermediateRegistration unverified

CIKM 2024:AI辅助的先进空气动力学-优化汽车设计以实现最佳性能

A intermediate general ml competition requiring roughly 12–40 hours for an end-to-end practice run.

Difficulty
Intermediate
Estimated effort
12–40 hours
Registration deadline
To be confirmed
Compute
CPU only
OverviewPreparationSource

Overview

Who this competition fits

适合已有三维汽车几何数据、网格/点云建模或物理场机器学习经验的团队,尤其是能处理车辆表面压力预测与风阻系数建模的人。参赛以团队为单位,且需要能够在Colab中交付可复现的Notebook;飞桨使用者也有单独排行榜。

Read the original official blurb
学术会议赛 Official category: 学术会议赛. Organizers: 开放原子开源基金会. Participants: 5.

Preparation

From registration to a first submission

  1. 01

    三维网格数据处理

  2. 02

    点云或表面几何建模

  3. 03

    CFD空气动力学基础

  4. 04

    表面压力场预测

  5. 05

    Jupyter Notebook与Colab

  6. 06

    AtomGit与Python依赖管理

Before you commit: 难点不只是拟合训练集,而是在ShapeNet车辆与更真实的匿名车辆、以及两套不同仿真场景之间保持泛化;测试车辆速度也可能与训练数据略有不同。最终模型还要兼顾表面压力预测、效率和内存成本,并成功部署为在线服务,否则不能参与评奖。

Source

How this page was assembled

Competition information is structured from the official page. Scores are platform estimates for decision support; official rules take precedence.

Official competition page
OpenAtom
Last checked
Jun 24, 2024

Entry assessment

est.
48

Prepare before joining

Overall fit estimate

Beginner fit48/100
Learning value60/100

Confirm eligibility and time commitment before moving into formal preparation.

Entry eligibility needs official confirmation

Open official pageSign in to saveOpen guide

Data and review state

Separate what is confirmed from what still needs review. Official rules and deadlines win.

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Source page verifiedMetric confirmedReviewed
Source published
Jun 24, 2024
Source created
Jun 24, 2024
Published on this site
Jul 21, 2026

Official metric is not published on the OpenAtom competition listing; verify scoring on the competition page.