30 Jul 2026
Multi-Step Ultra-Short-Term Wind Speed Forecasting using Variational Mode Decomposition and a Bayesian-Optimized GRU ModelPublisher siteProcess Integration and Optimization for Sustainability, Energy Load and Power Forecasting
Active, last published 2026
In energy load and power forecasting
Nabil
Benaya
Scholar“Research focused on Energy Load and Power Forecasting and adjacent fields.”
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01 · About the work
What I study
abil Benaya is a researcher working on Energy Load and Power Forecasting. A fuller summary will appear once they update their profile.
02 · Reach
Publication output and reach
Nabil's work has been cited 82 times across 5 active years. Bars show publications per year; the line shows cumulative citation totals across publications first appearing in each year.
03 · Research focus
Topics
Energy Load and Power Forecasting×7Stock Market Forecasting Methods×7Wind Turbine Control Systems×5Financial Markets and Investment Strategies×3Advanced Control Systems Design×3
04 · Where I am
Affiliations
Affiliation on published researchAbdelmalek Essaâdi University, MoroccoDrawn from the institution listed on this researcher’s published work.
Research themes (UN SDGs)
05 · Selected work
Recent publications
19 works1 Jun 2026Open access
Design and implementation of NMPC for a two-DOF robotic arm using CasADiPublisher siteIAES International Journal of Robotics and Automation (IJRA), Advanced Control Systems Optimization
17 May 2026Open access
A two stage framework integrating base deep models with multiscale residual attention fusion for complex temporal dynamicsPublisher siteDiscover Artificial Intelligence, Traffic Prediction and Management Techniques
16 May 2026
Improving seasonal multi-horizon wind speed forecasting using a VMD–PSO–GRU hybrid frameworkPublisher siteEnergy, Energy Load and Power Forecasting
14 Mar 20261cites
A Comprehensive Review of AI-based Wind Power Forecasting Over Multiple Time HorizonsPublisher siteProcess Integration and Optimization for Sustainability, Energy Load and Power Forecasting
14 Feb 2026Open access1cites
Wind Speed Forecasting for Pitch Control in Wind Turbines: A Comprehensive ReviewPublisher siteInternational Journal of Robotics and Control Systems, Wind Turbine Control Systems
16 Apr 202518cites
Hybrid Transformer-CNN architecture for multivariate time series forecasting: Integrating attention mechanisms with convolutional feature extractionPublisher siteJournal of Intelligent Information Systems, Time Series Analysis and Forecasting
1 Jan 2025Open access
Advancements in CNN Architectures for Offline Handwritten Arabic Character RecognitionPublisher siteE3S Web of Conferences, Handwritten Text Recognition Techniques
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