Research graph
References from Physics-Informed Neural Network Framework for Predicting Compressive Strength of Coconut Fiber Reinforced Concrete. Local targets link to admitted publications; unresolved targets remain external evidence.
Mechanical and Durability Performance of Coconut Fiber Reinforced Concrete: A State-of-the-Art Review
10.3390/ma15103601 · 2022 · External reference
A critical review on the utilization of coir (coconut fiber) in cementitious materials
10.1016/j.conbuildmat.2022.128957 · 2022 · External reference
Enhancing the mechanical performance of sustainable high-performance concrete using thermally treated natural fibers: Experimental evaluation and machine learning-based predictive modeling
10.1016/j.conbuildmat.2025.143187 · 2025 · External reference
A comprehensive review of sustainable use of construction and demolition waste as recycled aggregates in the production of concrete – Properties, mix design and on-site applications
10.1016/j.conbuildmat.2025.141733 · 2025 · External reference
A comprehensive review of theoretical concepts and advancements in physics-informed neural networks with applications in structural engineering
10.1007/s10462-025-11444-y · 2025 · External reference
10.1680/ceb-fipmc1990.35430
10.1680/ceb-fipmc1990.35430 · 1993 · External reference
Recent developments on natural fiber concrete: A review of properties, sustainability, applications, barriers, and opportunities
10.1016/j.dibe.2023.100255 · 2023 · External reference
Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next
10.1007/s10915-022-01939-z · 2022 · External reference
Unresolved reference
External reference
10.3390/ai5030074
10.3390/ai5030074 · 2024 · External reference
Prediction of Compressive Strength of Concrete Using Explainable Machine Learning Models
10.3390/ma18215009 · 2025 · External reference
Natural fibers as reinforcement of mortar and concrete: A systematic review from Central and South American regions
10.1016/j.jobe.2024.111267 · 2024 · External reference
10.1007/s42107-025-01502-9
10.1007/s42107-025-01502-9 · 2025 · External reference
Physics-informed machine learning
10.1038/s42254-021-00314-5 · 2021 · External reference
Unresolved reference
2017 · External reference
Application of agro-waste for sustainable construction materials: A review
10.1016/j.conbuildmat.2012.09.011 · 2013 · External reference
Phase-field modeling of fracture with physics-informed deep learning
10.1016/j.cma.2024.117104 · 2024 · External reference
10.1007/s41062-025-02213-5
10.1007/s41062-025-02213-5 · 2025 · External reference
Physics-Informed Neural Networks in Materials Modeling and Design: A Review
10.1007/s11831-025-10448-9 · 2025 · External reference
Unresolved reference
2003 · External reference
Is net-zero feasible: Systematic review of cement and concrete decarbonization technologies
10.1016/j.rser.2023.114169 · 2024 · External reference
Properties of concrete-5th edition
2008 · External reference
Coconut Coir Fiber Composites for Sustainable Architecture: A Comprehensive Review of Properties, Processing, and Applications
10.3390/jcs9100516 · 2025 · External reference
Advancing sustainable infrastructure: natural fiber-reinforced composites in engineering
10.1007/s42452-025-07266-w · 2025 · External reference
Prediction of early age compressive strength of concrete using machine learning
10.1038/s41598-025-29233-6 · 2025 · External reference
10.1038/s41598-025-32350-x
10.1038/s41598-025-32350-x · 2025 · External reference
Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
10.1016/j.jcp.2018.10.045 · 2019 · External reference
Machine learning approaches for forecasting compressive strength of high-strength concrete
10.1038/s41598-025-10342-1 · 2025 · External reference
Unresolved reference
External reference
10.1016/j.matpr.2023.05.637
10.1016/j.matpr.2023.05.637 · 2023 · External reference
Long-term Pull-out behavior of coir fiber from cementitious material with statistical and microstructural analysis
10.1016/j.conbuildmat.2023.131533 · 2023 · External reference
Physics-informed neural network for lithium-ion battery degradation stable modeling and prognosis
10.1038/s41467-024-48779-z · 2024 · External reference
Unresolved reference
External reference
A physics informed convolution neural network for spatiotemporal temperature analysis of concrete dams
10.1016/j.engappai.2025.110624 · 2025 · External reference
Natural fiber reinforcements in cement-based composites: A review on recent advances, properties, and sustainability
10.1016/j.indcrop.2025.122520 · 2026 · External reference
