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Knowledge and Data-driven Exploration of Bounds on Mechanical Properties: A Review
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Enlai Gao**
Chinese Journal of Solid Mechanics | 2024, 45(2) : 170 - 187
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Chinese Journal of Solid Mechanics | 2024, 45(2): 170-187
Review
Knowledge and Data-driven Exploration of Bounds on Mechanical Properties: A Review
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Enlai Gao**
Affiliations
  • Department of Engineering Mechanics, School of Civil Engineering, Wuhan University, Wuhan, 430072
Published: 2024-04-25 doi: 10.19636/j.cnki.cjsm42-1250/o3.2024.002
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Bounds on the mechanical properties provide fundamental guidelines for finding materials or structures with extreme mechanical performance. However, the bounds on some important mechanical properties, such as Young's modulus and tensile strength, remain unknown, while the search for target extreme materials from infinite potential materials of element combinations across the periodic table is challenging. It has long been questioned: have we approached the bounds on these mechanical properties? Is there a material that is stiffer or harder than diamond? To determine the bounds on the mechanical properties and find materials or structures with extreme mechanical performance, the key is to understand and quantify the structure-property relationship. Over the past decades, many attempts and achievements have been made to model the structure-property relationship, such as empirical/semiempirical formulas, first-principles calculations, machine learning, but these approaches often suffer from limitations in terms of accuracy, efficiency, universality, or interpretability. With the accumulation of knowledge and data, knowledge and data-driven understanding and modeling of structure-property relationships have shown immense potential. Recent studies within the knowledge and data-driven framework have led to the development of powerful theories for structure-property relationships. Based on these structure-property relationships, material properties can be predicted from structures, and conversely, structures can be designed for target material properties. Consequently, the bounds on some important mechanical properties have been determined, and numerous materials or structures with mechanical properties close to the theoretical bounds have been designed and fabricated. Our work provides an overview of the recent progress in these explorations of bounds on mechanical properties. First, we present the advances in knowledge and data-driven approaches for understanding and modeling structure-property relationships. Then, we review the determined bounds on mechanical properties and discovered materials or structures with extreme mechanical performance based on the knowledge and data-driven approaches. Finally, we discuss the challenges, opportunities, and some future directions in this field.

knowledge-driven  /  data-driven  /  structure-property relationship  /  bounds on mechanical properties  /  extreme mechanics
Enlai Gao. Knowledge and Data-driven Exploration of Bounds on Mechanical Properties: A Review[J]. Chinese Journal of Solid Mechanics, 2024 , 45 (2) : 170 -187 . DOI: 10.19636/j.cnki.cjsm42-1250/o3.2024.002
Year 2024 volume 45 Issue 2
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doi: 10.19636/j.cnki.cjsm42-1250/o3.2024.002
  • Receive Date:2023-10-26
  • Online Date:2026-04-01
  • Published:2024-04-25
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  • Received:2023-10-26
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    Department of Engineering Mechanics, School of Civil Engineering, Wuhan University, Wuhan, 430072
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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