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Weina Meng

Stevens Institute of Technology

Hoboken, NJ 07030

United States

SCHOLARLY PAPERS

10

DOWNLOADS

567

TOTAL CITATIONS

2

Scholarly Papers (10)

1.

AI-assisted Design, 3d Printing, and Evaluation of Architecture Polymer-concrete Composites (APCC) With High Specific Flexural Strength and High Specific Toughness

Number of pages: 37 Posted: 27 Jul 2023
Stevens Institute of Technology, Stevens Institute of Technology, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 171 (449,518)

Abstract:

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AI-assisted design of materials; architectured polymer-concrete composite (APCC); high strength and high toughness material; Latin hypercube sampling; Lion Pride Optimization; sequential surrogate modeling

2.

Multi-Agent Collaboration for Knowledge-Guided Data-Driven Design of Ultra-High-Performance Concrete (Uhpc) Incorporating Solid Wastes

Number of pages: 32 Posted: 05 Feb 2025
Pengwei Guo, Zhan Jiang, Weina Meng and Yi Bao
Stevens Institute of Technology, Stevens Institute of Technology, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 84 (783,685)

Abstract:

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physicochemical variation, solid waste valorization, ultra-high-performance concrete (UHPC), human-computer interaction, interpretable machine learning, knowledge based system

3.

Knowledge-Guided Data-Driven Design of Ultra-High-Performance Geopolymer (Uhpg)

Number of pages: 49 Posted: 23 Jan 2024
Pengwei Guo, Weina Meng and Yi Bao
Stevens Institute of Technology, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 59 (970,490)

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explainable machine learning, interpretable AI, knowledge graph, multi-objective optimization, physicochemical information, ultra-high performance geopolymer (UHPG)

4.

Intelligent Characterization of Complex Cracks in Strain-Hardening Cementitious Composites Based on Generative Computer Vision

Number of pages: 36 Posted: 19 Jun 2023
Pengwei Guo, Weina Meng and Yi Bao
Stevens Institute of Technology, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 52 (1,041,696)
Citation 2

Abstract:

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crack monitoring, dense microcrack, generative artificial intelligence (AI), generative adversarial network (HGAN), strain-hardening cementitious composites, vision transformer

5.

Metaheuristic Inverse Analysis on Interfacial Mechanics of Distributed Fiber Optic Sensors Undergoing Interfacial Debonding

Number of pages: 47 Posted: 17 Feb 2023
Stevens Institute of Technology, Stevens Institute of Technology, Nanjing Forestry University, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 52 (1,052,702)

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crack assessment, distributed fiber optic sensors, interface mechanics, metaheuristic inverse analysis, optical frequency domain reflectometry (OFDR), Structural Health Monitoring

6.

Explainable artificial intelligence-powered discovery of physicochemical mechanisms for sustainable concrete based on knowledge graph and graph neural network

Number of pages: 38 Posted: 14 Nov 2025
Xinyang Tong, Zhan Jiang, Weina Meng and Yi Bao
Stevens Institute of Technology, Stevens Institute of Technology, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 48 (1,121,190)

Abstract:

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data-driven design, knowledge-data fusion, knowledge discovery, large language model, physicochemical mechanism

7.

A review of knowledge-guided data-driven design for ultra-high-performance concrete incorporating varying wastes as alternative binders

Number of pages: 58 Posted: 28 Aug 2025 Last Revised: 13 Sep 2025
Stevens Institute of Technology, Stevens Institute of Technology, Stevens Institute of Technology, Stevens Institute of Technology, affiliation not provided to SSRN, Hunan University and Stevens Institute of Technology
Downloads 47 (1,133,231)

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alternative binder, data-driven design, knowledge-guided data-driven model, Machine learning, Sustainable construction, Waste Valorization

8.

ULiteCrackNet: An Ultra-Lightweight Crack Segmentation Model Balancing Accuracy and Efficiency with Stable Diffusion–Enhanced Transfer Learning

Number of pages: 36 Posted: 02 Dec 2025
Pengwei Guo, Le Teng, Weina Meng and Yi Bao
Stevens Institute of Technology, affiliation not provided to SSRN, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 24 (1,459,862)

Abstract:

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Computer vision, Crack segmentation, crack pattern transfer, lightweight deep learning model, Stable Diffusion Inpainting, Transfer Learning

9.

Interpretable multi-agent artificial intelligence framework for knowledge-guided data-driven design of fiber-reinforced asphalt concrete

Number of pages: 54 Posted: 18 Jul 2026
Hohai University, Hohai University, Stevens Institute of Technology, Tsinghua University, affiliation not provided to SSRN, affiliation not provided to SSRN, University College London, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 15

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10.

Agentic artificial intelligence-based discovery of low-permeability concrete

Number of pages: 41 Posted: 14 Apr 2026
Xinyang Tong, Weina Meng and Yi Bao
Stevens Institute of Technology, Stevens Institute of Technology and Stevens Institute of Technology
Downloads 15 (1,526,714)

Abstract:

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Agentic artificial intelligence (AI), material discovery, chloride diffusion, knowledge graph, large language model, physics-based model