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| Functional and Meta-Functional Engineering Design Problems Dataset | |
| Dataset Summary | |
| The Functional and Meta-Functional Engineering Design Problems Dataset is a curated benchmark consisting of 100 engineering design problems spanning multiple technical domains. | |
| Each problem is represented by a focused product context, a functional design objective, a structured design query, a problem type (functional or meta-functional), and an associated engineering domain. | |
| The dataset is designed to support the evaluation of intelligent agents and large language models in engineering design generation, functional abstraction, and innovation-oriented reasoning tasks. | |
| Supported Tasks | |
| This dataset can be used for: | |
| Engineering design concept generation | |
| Functional reasoning and abstraction | |
| Meta-functional goal-driven innovation | |
| Cross-domain analogy-based design | |
| Design agent benchmarking and evaluation | |
| Dataset Structure | |
| Each sample contains the following fields: | |
| Field Description | |
| product_focus Target product or system | |
| design_goal Functional design objective | |
| design_query Structured functional abstraction | |
| problem_type Functional or Meta-functional problem | |
| technical_domain Engineering domain category | |
| Example | |
| { | |
| "product_focus": "Railway de-icing device", | |
| "design_goal": "Remove ice from the rail surface", | |
| "design_query": "Separation - Material - Solid", | |
| "problem_type": "Functional problem", | |
| "technical_domain": "Transportation Engineering" | |
| } | |
| Dataset Size | |
| Total samples: 100 | |
| Functional problems: 45 | |
| Meta-functional problems: 55 | |
| Technical domains: 8 | |
| Technical Domains Covered | |
| Transportation Engineering | |
| Energy and Power Engineering | |
| Manufacturing and Industrial Automation | |
| Medical and Healthcare Engineering | |
| Agriculture and Environmental Engineering | |
| Building and Urban Infrastructure | |
| Electronics and Intelligent Systems | |
| Environmental Protection and Resource Engineering | |
| Data Construction Methodology | |
| The design problems were constructed based on engineering design literature, practical product design scenarios, and domain expertise. | |
| The dataset integrates: | |
| Explicit product contexts | |
| Clear functional design objectives | |
| Structured abstraction-based representations | |
| Balanced distribution of functional and meta-functional problems | |
| This design aims to minimize domain bias and improve the robustness of agent evaluation. | |
| Intended Use | |
| The dataset is intended for research and educational purposes, including: | |
| Benchmarking engineering design generation agents | |
| Studying functional abstraction in design reasoning | |
| Evaluating innovation-oriented problem solving | |
| Supporting cross-domain design research | |
| Limitations | |
| The dataset focuses on functional abstraction and does not include detailed engineering constraints or quantitative specifications. | |
| The current version contains 100 problems and may be expanded in future releases. | |
| License | |
| Recommended: CC-BY 4.0 | |
| Citation | |
| @dataset{liu_functional_meta_functional_design_problems_2026, | |
| author = {Liu, Hongwei}, | |
| title = {Functional and Meta-Functional Engineering Design Problems Dataset}, | |
| year = {2026}, | |
| publisher = {Hugging Face}, | |
| url = {https://huggingface.co/datasets/LiuHongwei1992/FunctionalAndMetaFunctionalDesignProblems} | |
| } | |
| Contact | |
| Hongwei Liu | |
| scu_liuhongwei@163.com;liuhongwei@suit-sz.edu.cn |