The Development of Building Materials Recommendation System Based on Feature Crosses
Material selection is a challenging and essential research area in architectural design, as it plays a key role across project phases. Architects must consider both quantifiable material properties (such as durability, cost, and environmental impact) and qualitative aspects (such as texture and colo...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Wiley
2025-01-01
|
| Series: | Advances in Civil Engineering |
| Online Access: | http://dx.doi.org/10.1155/adce/7886613 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1850112632190664704 |
|---|---|
| author | Hui-Ping Tserng Chung-Cho Chang Shu-Hsien Tai |
| author_facet | Hui-Ping Tserng Chung-Cho Chang Shu-Hsien Tai |
| author_sort | Hui-Ping Tserng |
| collection | DOAJ |
| description | Material selection is a challenging and essential research area in architectural design, as it plays a key role across project phases. Architects must consider both quantifiable material properties (such as durability, cost, and environmental impact) and qualitative aspects (such as texture and color) that influence a building’s appearance, longevity, and environmental fit. Relying solely on traditional data often limits architects’ understanding, especially during early design, where material choices impact overall performance. This complexity highlights the need for an efficient recommendation system. This study proposes an innovative recommendation system that uses feature engineering to optimize material selection. By integrating materials into early design with enhanced feature engineering and a comprehensive database, this system supports diverse professional needs. A practical case demonstrates its ability to improve material selection efficiency and accuracy, making it an making it an indispensable tool for specialized users in informed decision-making. |
| format | Article |
| id | doaj-art-ce8b02c3f51648eebb3a80bbc538cc55 |
| institution | OA Journals |
| issn | 1687-8094 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Civil Engineering |
| spelling | doaj-art-ce8b02c3f51648eebb3a80bbc538cc552025-08-20T02:37:20ZengWileyAdvances in Civil Engineering1687-80942025-01-01202510.1155/adce/7886613The Development of Building Materials Recommendation System Based on Feature CrossesHui-Ping Tserng0Chung-Cho Chang1Shu-Hsien Tai2Division of Construction Engineering and ManagementDivision of Construction Engineering and ManagementDepartment of Industrial and Systems EngineeringMaterial selection is a challenging and essential research area in architectural design, as it plays a key role across project phases. Architects must consider both quantifiable material properties (such as durability, cost, and environmental impact) and qualitative aspects (such as texture and color) that influence a building’s appearance, longevity, and environmental fit. Relying solely on traditional data often limits architects’ understanding, especially during early design, where material choices impact overall performance. This complexity highlights the need for an efficient recommendation system. This study proposes an innovative recommendation system that uses feature engineering to optimize material selection. By integrating materials into early design with enhanced feature engineering and a comprehensive database, this system supports diverse professional needs. A practical case demonstrates its ability to improve material selection efficiency and accuracy, making it an making it an indispensable tool for specialized users in informed decision-making.http://dx.doi.org/10.1155/adce/7886613 |
| spellingShingle | Hui-Ping Tserng Chung-Cho Chang Shu-Hsien Tai The Development of Building Materials Recommendation System Based on Feature Crosses Advances in Civil Engineering |
| title | The Development of Building Materials Recommendation System Based on Feature Crosses |
| title_full | The Development of Building Materials Recommendation System Based on Feature Crosses |
| title_fullStr | The Development of Building Materials Recommendation System Based on Feature Crosses |
| title_full_unstemmed | The Development of Building Materials Recommendation System Based on Feature Crosses |
| title_short | The Development of Building Materials Recommendation System Based on Feature Crosses |
| title_sort | development of building materials recommendation system based on feature crosses |
| url | http://dx.doi.org/10.1155/adce/7886613 |
| work_keys_str_mv | AT huipingtserng thedevelopmentofbuildingmaterialsrecommendationsystembasedonfeaturecrosses AT chungchochang thedevelopmentofbuildingmaterialsrecommendationsystembasedonfeaturecrosses AT shuhsientai thedevelopmentofbuildingmaterialsrecommendationsystembasedonfeaturecrosses AT huipingtserng developmentofbuildingmaterialsrecommendationsystembasedonfeaturecrosses AT chungchochang developmentofbuildingmaterialsrecommendationsystembasedonfeaturecrosses AT shuhsientai developmentofbuildingmaterialsrecommendationsystembasedonfeaturecrosses |