Stable Variable Fixation for Accelerated Unit Commitment via Graph Neural Network and Linear Programming Hybrid Learning by Linfeng Yang, Peilun Li, Shifei Chen, Haiyan Zheng

“…By analyzing variable stability through historical branch-and-bound (B&B) trajectories, we classify MIP variables into dynamically adjustable stable and unstable groups. …”
Get full text

Reconstruction of U.S. Regional-Scale Soybean SIF Based on MODIS Data and BP Neural Network by YAO Jianen, LIU Haiqiu, YANG Man, FENG Jinying, CHEN Xiu, ZHANG Peipei

“…The increased correlation suggests that BPSIF could more accurately reflect the dynamic changes in GPP during the soybean growing season, making it more reliable compared to the original SIF data. …”
Get full text

Small-Disturbance Stability Analysis of Doubly Fed Variable-Speed Pumped Storage Units by Xiangyang Yu, Yujie Cui, Hao Qi, Chunyang Gao, Ziming He, Haipeng Nan

“…Furthermore, based on the changes in the characteristic root trajectories, the influence of changes in the speed control system parameters and converter controller parameters on the system stability was determined. …”
Get full text

Energy consumption prediction using modified deep CNN-Bi LSTM with attention mechanism by Adel Binbusayyis, Mohemmed Sha

“…This is achieved through a weighted integration of all encoded input trajectories, allowing the model to dynamically emphasize the vectors that carry the highest significance for accurate predictions. …”
Get full text

Lower Limb Torque Prediction for Sit-To-Walk Strategies Using Long Short-Term Memory Neural Networks by Chamalka Kenneth Perera, Alpha. A. Gopalai, Darwin Gouwanda, Siti. A. Ahmad, Pei-Lee Teh

“…The encoder-decoder LSTM showcased optimal performance with robust recognition of temporal features. …”
Get full text

Guiding in complex contexts: Paths of vocational guidance in the Costa Rican educational system by Ana Victoria Garita-Pulido

“…At the same time, it revisits some elements of the life designing approach, which allows vocational guidance intervention to be operationalized from a perspective of complexity, by proposing the need to move towards a model adapted to current realities that consider the context, values, interrelations, perceptions, and personal capacities in the construction of trajectories in the different areas of life. Finally, some key points are proposed for optimizing vocational guidance, ensuring that the guiding actions are rooted in the substantial elements proposed by both theoretical perspectives. …”
Get full text