Self-Attentive Channel-Connectivity Capsule Network for EEG-Based Driving Fatigue Detection.

Deep neural networks have recently been successfully extended to EEG-based driving fatigue detection. Nevertheless, most existing models fail to reveal the intrinsic inter-channel relations that are known to be beneficial for EEG-based classification. Additionally, these models require substantial data for training, which is often impractical due to the high cost of data collection.

Molecular Cloning and Expression Profiles of Thermosensitive TRP Genes in .

Global warming has gradually reduced the control efficacy of against the invasive weed . To better understand the summer collapse of populations, we cloned the cDNA sequences of the high temperature-sensing , , and from , and analyzed their temporal expressions and the impacts of high temperatures on their expression in eggs, the most vulnerable stage of to hot temperatures. All the three genes obtained had the signature domains of TRPA channels and were constitutively expressed in eggs, larvae (L1, L2, L3), pupae, and adults, but had the highest expression, followed by , and .

Induction of Heat Shock Protein Genes is the Hallmark of Egg Heat Tolerance in Agasicles hygrophila (Coleoptera: Chrysomelidae).

Insects are ecotothermic organisms. Their development, survival, reproduction as well as distribution and abundance are affected by temperature. Heat shock protein (HSP) gene expression is closely associated with temperature variation and influences the adaptation of organisms to adverse environments.