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Reinforcement Learning for Optimizing Renewable Energy Utilization in Buildings: A Review on Applications and Innovations
Published 2025-03-01“…The integration of renewable energy systems into modern buildings is essential for enhancing energy efficiency, reducing carbon footprints, and advancing intelligent energy management. However, optimizing RES operations within building energy management systems introduces significant complexity, requiring advanced control strategies. …”
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3103
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3104
Securing and optimizing optical transmission in quantum wells using OAM and advanced modulation techniques
Published 2025-08-01Get full text
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3105
CodonTransformer: a multispecies codon optimizer using context-aware neural networks
Published 2025-04-01Get full text
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3106
Reinforcement learning and digital twin-driven optimization of production scheduling with the digital model playground
Published 2024-12-01“…This establishes the DMPG as a valuable tool for advancing the digital transformation of manufacturing systems, affirming its potential impact on the future of production optimization. Currently, planned extensions include the integration of more optimization algorithms and Process Mining techniques, to further enhance the usability of the framework.…”
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3107
Autonomous Maneuver Decision-Making for Unmanned Combat Aerial Vehicle Based on Modified Marine Predator Algorithm and Fuzzy Inference
Published 2025-03-01“…A comparative analysis with other classical intelligent optimization algorithms highlights the advantages of the proposed method. …”
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3108
Optimal Configuration of Distributed Energy Storage in Distribution Networks Based on Moment Difference Analysis
Published 2023-12-01“…An example of IEEE 33 node distribution system shows that compared with traditional intelligent optimization algorithms, the proposed method can directly determine the installation location of energy storage, which has high computational efficiency, accurate calculation results and strong engineering practicability.…”
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3109
Magnetic targets positioning method based on multi-strategy improved Grey Wolf optimizer
Published 2025-05-01“…One of the most critical challenges is the issue of estimation accuracy. The Grey Wolf Optimizer (GWO) is one of the more successful swarm intelligence algorithms in recent years, but its shortcomings have also been exposed when facing increasingly complex problems. …”
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3110
Enhancing Energy Efficiency in IoT-WSNs Through Optimized PSO Cluster Head Selection
Published 2025-01-01“…By classifying sensor nodes into cluster members, CHs, and free nodes, this intelligent swarm-based algorithm is used to maximize CH selection in IoT-WSNs. …”
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3111
Metamodel-Based Optimization Method for Traffic Network Signal Design under Stochastic Demand
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3112
Hierarchical optimization control strategy of hybrid electric vehicle platoon under communication failure
Published 2025-06-01“…To enhance energy planning efficiency, a PER-D2PG intelligent algorithm is introduced, integrating priority experience replay and dueling networks into DDPG. …”
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3113
Optimized wavelength selection for eggplant seed vitality classification using information acquisition techniques
Published 2025-06-01“…An Enhanced Information Acquisition Optimization (EIAO) algorithm was proposed for feature selection, which successfully identified a minimal set of 23 key wavelengths. …”
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3114
Research on Visual–Inertial Measurement Unit Fusion Simultaneous Localization and Mapping Algorithm for Complex Terrain in Open-Pit Mines
Published 2024-11-01“…As mining technology advances, intelligent robots in open-pit mining require precise localization and digital maps. …”
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3115
Quantum-enabled topological optimization of distributed energy storage for resilient black-start operations
Published 2025-05-01“…By integrating quantum annealing algorithms, the framework efficiently addresses the combinatorial complexity of large-scale ESS placement and dispatch, outperforming traditional heuristic and classical optimization techniques in both computational speed and solution quality. …”
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3116
An improved ant colony optimization strategy for dual-objective high-speed train scheduling
Published 2025-08-01Get full text
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3117
Reactive Power Optimization of a Distribution Network Based on Graph Security Reinforcement Learning
Published 2025-07-01Get full text
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3118
A VNS-NPGA approach to multi-objective optimization of hub-and-spoke logistics network
Published 2025-04-01Get full text
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3119
Hybrid Optimization Method for Social Internet of Things Service Provision Based on Community Detection
Published 2025-04-01“…Addressing these challenges requires efficient optimization methods. Traditional optimization algorithms have strengths and weaknesses. …”
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3120
Urban intersection traffic flow prediction: A physics-guided stepwise framework utilizing spatio-temporal graph neural network algorithms
Published 2025-06-01“…Accurate traffic flow forecasting at urban intersections is critical for optimizing transportation infrastructure and reducing congestion. …”
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