Performance–Complexity Trade‐Offs in Battery Lifetime Prediction with Task‐Aware Transformers
FAST‐BatPro integrates convolutional feature extraction, flash Attention, and sparse attention for efficient battery lifetime prediction. Using limited early‐cycle data across multiple chemistries and operating conditions, it achieves robust accuracy while reducing inference latency, computational cost, and energy consumption.
Jingyuan Zhao +9 more
wiley +1 more source
RBF-assisted surrogate modeling and machine learning for mechanical property prediction in friction stir additive manufacturing: Application to dissimilar AA6061/AA7075 aluminum alloys. [PDF]
Venkatachalam K +4 more
europepmc +1 more source
Advances and Perspectives in Graphene‐Based Quantum Dots Enabled Neuromorphic Devices
Graphene‐based QDs are zero‐dimensional carbon nanomaterials with pronounced quantum confinement and tunable electronic structures. Herein, we summarize their synthesis strategies and functionalization methods, and highlight their functional roles and operating mechanisms in devices, as well as recent advances in neuromorphic electronics. We anticipate
Yulin Zhen +9 more
wiley +1 more source
A multiscale topology optimization design framework with data driven surrogate model. [PDF]
Zhou H, Zhou C.
europepmc +1 more source
Investigating the Role of the Environment on Physical Activity Interventions (the InSPACE Project): Protocol for a Pooled Secondary Analysis of Randomized Controlled Trials. [PDF]
Youngbloom AJ +5 more
europepmc +1 more source
SegAnyNeuron: a neural image segmentation network with strong generalization performance by modeling image intensity variation. [PDF]
Cai L +6 more
europepmc +1 more source
Nonlinear variation of discharge coefficient and energy dissipation optimization for bottom outlet of EG reservoir: an integral hydraulic model study. [PDF]
Li Y +5 more
europepmc +1 more source
Time-Frequency Feature Extraction and Analysis of Inland Waterway Buoy Motion Based on Massive Monitoring Data. [PDF]
Li X, Chen Y, Mao L, Zhang N.
europepmc +1 more source
Learning potential energy surfaces of hydrogen atom transfer reactions in peptides.
Neubert M +3 more
europepmc +1 more source

