The contribution of artificial intelligence to phase change materials in thermal energy storage: From prediction to optimization
Artificial Intelligence (AI) is leading the charge in revolutionizing research methodologies
within the field of latent heat storage (LHS) by using phase change materials (PCMs) and …
within the field of latent heat storage (LHS) by using phase change materials (PCMs) and …
Chloride transport and intelligent repair processes in microencapsulated self-healing concrete: A review
H Zhu, Z Hu, K He, H Yang, D Kong, R Pan - Journal of Building …, 2024 - Elsevier
Chloride ingress and the resulting steel corrosion are primary contributors to deteriorating
concrete durability. Self-healing technology is promising for enhancing concrete durability …
concrete durability. Self-healing technology is promising for enhancing concrete durability …
[HTML][HTML] Machine learning-guided optimization of coarse aggregate mix proportion based on CO2 intensity index
Y Liu, J Zhang, S Zhang, AA Zhang, J Peng… - Journal of CO2 …, 2024 - Elsevier
Abstract Aggregate accounts for 60‐80% volume fraction of concrete, which has a great
influence on the CO 2 emission and performance of concrete. Apart from natural coarse …
influence on the CO 2 emission and performance of concrete. Apart from natural coarse …
Elucidating the evolution of pore structure, microstructural damage, and micromechanical response in cement pastes containing microencapsulated phase change …
As climate variability intensifies the frequency and severity of freeze-thaw cycles, the
development of cementitious materials capable of withstanding these harsh conditions …
development of cementitious materials capable of withstanding these harsh conditions …
Integrating data imputation and augmentation with interpretable machine learning for efficient strength prediction of fly ash-based alkali-activated concretes
Fly ash-based alkali-activated concrete (AAC) is renowned for its superior mechanical
performance and sustainability, presenting an attractive alternative to traditional Portland …
performance and sustainability, presenting an attractive alternative to traditional Portland …
Meso-structural degradation and mechanical property evolution in cementitious mortars containing microencapsulated phase change materials under extended freeze …
This paper explores the influence of incorporating microencapsulated Phase Change
Materials (MPCM) on the evolution of both mechanical behavior and meso-structural …
Materials (MPCM) on the evolution of both mechanical behavior and meso-structural …
Data driven multi-objective design for low-carbon self-compacting concrete considering durability
Abstract Self-Compacting Concrete (SCC) offers remarkable benefits in modern
engineering. However, traditional SCC design faces challenges, necessitating a reduction in …
engineering. However, traditional SCC design faces challenges, necessitating a reduction in …
[HTML][HTML] Computationally effective machine learning approach for modular thermal energy storage design
This research presents an innovative approach that integrates computational fluid dynamics
(CFD) and machine learning (ML) for the design and optimization of thermal energy storage …
(CFD) and machine learning (ML) for the design and optimization of thermal energy storage …
Part-scale microstructure prediction for laser powder bed fusion Ti-6Al-4V using a hybrid mechanistic and machine learning model
BC Whitney, AG Spangenberger, TM Rodgers… - Additive …, 2024 - Elsevier
Laser powder bed fusion (LPBF) Ti-6Al-4V is widely studied for use in structural applications
in aerospace and medical industries, but mechanical anisotropy and microstructural …
in aerospace and medical industries, but mechanical anisotropy and microstructural …
[HTML][HTML] Explainable artificial intelligence framework for FRP composites design
M Yossef, M Noureldin, A Alqabbany - Composite Structures, 2024 - Elsevier
Fiber-reinforced polymer (FRP) materials are integral to various industries, from automotive
and aerospace to infrastructure and construction. While FRP composite design guidelines …
and aerospace to infrastructure and construction. While FRP composite design guidelines …