Implementation of generative adversarial network-CLS combined with bidirectional long short-term memory for lithium-ion battery state prediction
Sign Up to like & getrecommendations! Published in 2020 at "Journal of energy storage"
DOI: 10.1016/j.est.2020.101489
Abstract: Abstract This study newly introduces a complementary cooperative algorithm considering generative adversarial network (GAN)-Conditional Latent Space (CLS) combined with bidirectional long short-term memory (BLSTM) for improved and efficient lithium-ion rechargeable battery state prediction. The GAN-CLS… read more here.
Keywords: state; state prediction; long short; battery state ... See more keywords
Traffic state prediction using ISOMAP manifold learning
Sign Up to like & getrecommendations! Published in 2018 at "Physica A: Statistical Mechanics and its Applications"
DOI: 10.1016/j.physa.2018.04.031
Abstract: Abstract Traffic state prediction is an essential problem with considerable implications in the intelligent transportation system. This paper puts forward an approach for predicting urban road traffic states based on ISOMAP manifold learning. By establishing… read more here.
Keywords: traffic; state prediction; traffic state; isomap manifold ... See more keywords
Wireless Channel State Prediction Method Based on Improved Adaptive and Parameter-Free Recurrent Neural Structure
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3182376
Abstract: Aiming at the problem of large error of channel state prediction caused by channel time-varying characteristics in wireless communication system, propose a wireless channel state prediction method based on improved adaptive and parameter-free recurrent neural… read more here.
Keywords: state prediction; prediction; channel state; wireless channel ... See more keywords
Big Data Driven Vessel Trajectory and Navigating State Prediction With Adaptive Learning, Motion Modeling and Particle Filtering Techniques
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2020.3040268
Abstract: The predictive vessel surveillance is one of the indispensable functional components in intelligent maritime traffic system. Vessel trajectory prediction serves as a prerequisite for collision detection and risk assessment. Perceiving the forthcoming traffic situation in… read more here.
Keywords: trajectory navigating; vessel trajectory; state prediction; prediction ... See more keywords
Subgroup State Prediction under Different Noise Levels Using MODWT and XGBoost
Sign Up to like & getrecommendations! Published in 2023 at "Journal of Healthcare Engineering"
DOI: 10.1155/2023/6406275
Abstract: In medical states prediction, the observations of different individuals are generally assumed to follow an identical distribution, whereas precision medicine has a rigorous requirement for accurate subgroup analysis. In this research, an aggregated method is… read more here.
Keywords: prediction different; subgroup; state prediction; prediction ... See more keywords
A new model based on belief rule base and membership function (BRB-MF) for health state prediction in sensor
Sign Up to like & getrecommendations! Published in 2022 at "Advances in Mechanical Engineering"
DOI: 10.1177/16878140221076459
Abstract: Health state prediction is an effective way to improve the reliability for sensors. In the process of sensor degradation, it is difficult to obtain more effective monitoring data. And in the classification of health states,… read more here.
Keywords: health state; state prediction; state; model ... See more keywords