Porous-DeepONet uses CNNs to extend the DeepONet framework, efficiently learning solution operators of parametric reactive transport equations in porous media. It captures intricate features, enabling accurate learning. Read more: doi.org/10.1016/j.eng.2024.0… #DeepLearning #Chemistry

ALT The Porous-DeepONet architecture consists of a trunk net and one or more branch nets. The branch1 net is used for extracting latent representations of the structure of porous media u(x, y) and the branch2 net for latent representations of other parameters θ in parametric PDEs. Notably, a CNN is introduced as the branch1 net. The role of the trunk net is to extract the latent representation of the input space–time coordinates (t, x, y) at which the output functions G(u, θ) are evaluated. Continuous and differentiable output functions G(u, θ)(t, x, y) are then obtained by dot-producting the outputs of each subnetwork.
🚀New study: We introduce the LACG architecture for accurate modeling of chemical processes. Our light attention–convolution–gate recurrent unit model significantly improves prediction accuracy and interpretability compared to traditional methods. More: doi.org/10.1016/j.eng.2024.0…
🔬 "Bio-Inspired Screwed Conduits from the Microfluidic Rope-Coiling Effect for Microvessels and Bronchioles" by Rui Liu et al. introduces bio-inspired conduits for tissue engineering with a microfluidic method. doi.org/10.1016/j.eng.2022.0… #BiomedicalEngineering #TissueEngineering
"Experimental Study on Ammonia Co-Firing with Coal for Carbon Reduction in the Boiler of a 300-MW Coal-Fired Power Station" by Qifu Lin et al. This study explores ammonia as a zero-carbon fuel to lower CO2 emissions. doi.org/10.1016/j.eng.2024.0… #CarbonReduction #EnergyTechnology
🌿 Harness biomechanical energy sustainably with "High-performance flexible magnetic textile" by Junyao Gong et al. This innovative fabric converts human motion into electricity via electromagnetic induction. doi.org/10.1016/j.eng.2024.0… #EnergyHarvesting #TextileInnovation
🌉Embrace new tech in #ArchBridge construction: "Recent Innovations in China's Large-Span Arch Bridges" by Jielian Zheng. Explore groundbreaking CFST & SRC bridges with record spans & advanced techniques. A must-read: doi.org/10.1016/j.eng.2024.0… #ConstructionTech #Engineering
"Green and high-yield recovery of phosphorus from municipal wastewater for LiFePO4 batteries" by Yijiao Chang et al. doi.org/10.1016/j.eng.2024.0… #PhosphorusRecovery #BatteryTechnology
"Acoustofluidics at Audible Frequencies—A review" by Chuanyu Zhang et al. This review explores the fundamental theory and diverse applications of audible acoustofluidics,highlighting its potential in biology, chemistry doi.org/10.1016/j.eng.2024.0… #Acoustofluidics #EngineeringResearch
“Rotational Intravascular Multidirectional Ultrasound Catheter for Sonothrombolysis of Retracted Clots: An in Vitro and in Vivo Study” by Huaiyu Wu et al. Read more: doi.org/10.1016/j.eng.2024.0… #Sonothrombolysis #MedicalEngineering
"Space Division and WGAN-GP Based Fast Generation Method of Practical Dynamic Security Region Boundary" by Yanli Liu, Ruipeng Jia. Read more: doi.org/10.1016/j.eng.2024.0… #PowerSystems #WGAN_GP









