Task Offloading Based on Lyapunov Optimization for MEC-Assisted Vehicular Platooning Networks [PDF]
Sensors, 2019 Due to limited computation resources of a vehicle terminal, it is impossible to meet the demands of some applications and services, especially for computation-intensive types, which not only results in computation burden and delay, but also consumes more
Taiping Cui +3 more
doaj +4 more sources
Resource Scheduling and Energy Consumption Optimization Based on Lyapunov Optimization in Fog Computing [PDF]
Sensors, 2022 Delay-sensitive tasks account for an increasing proportion of all tasks on the Internet of Things (IoT). How to solve such problems has become a hot research topic.
Chenbin Huang +3 more
doaj +4 more sources
AI-based hybrid power quality control system for electrical railway using single phase PV-UPQC with Lyapunov optimization [PDF]
Scientific ReportsThis research paper presents an advanced AI-driven hybrid power quality management system for electrical railways that addresses critical challenges in 25 kV AC traction networks through a novel integration of single-phase PV-UPQC with ANN-Lyapunov ...
D. K. Nishad +4 more
doaj +2 more sources
Lyapunov Control of High-Dimensional Closed Quantum Systems Based on Particle Swarm Optimization
IEEE Access, 2020 For high-dimensional closed quantum systems, this paper proposes a novel quantum Lyapunov control scheme based on the particle swarm optimization algorithm and achieves a high-probability population transfer of the system to a non-isolated target ...
Xiaoke Guan +3 more
doaj +3 more sources
Optimization of Lyapunov Invariants in Verification of Software Systems [PDF]
IEEE Transactions on Automatic Control, 2013 The paper proposes a control-theoretic framework for verification of numerical software systems, and puts forward software verification as an important application of control and systems theory. The idea is to transfer Lyapunov functions and the associated computational techniques from control systems analysis and convex optimization to verification of
Eric M Feron +2 more
exaly +6 more sources
Addressing the Cost Optimization Issue for IOTA Based on Lyapunov Optimization Theory
MathematicsIOTA is an emerging decentralized computing paradigm for developing blockchain-based Internet of Things (IoT) applications. It has the advantages of zero transaction fees, incremental scalability, and high-performance transaction rates.
Yinfeng Chen +4 more
doaj +3 more sources
Kernel Machine to Estimate a Lyapunov Function and Region of Attraction (ROA) for Nonlinear Systems
IEEE Access, 2023 The Lyapunov theory establishes the fundamental details to determine the stability and the Lyapunov function associated with an equilibrium point of a nonlinear system.
Afroza Shirin +2 more
doaj +1 more source
Lyapunov exponent using Euler’s algorithm with applications in optimization problems [PDF]
Yugoslav Journal of Operations Research, 2022 The difference and differential equations have played an eminent part in nonlinear dynamics systems, but in the last two decades one-dimensional difference maps are considered in the forefront of nonlinear systems and the optimization of ...
Ashish +4 more
doaj +1 more source
Neural Lyapunov and Optimal Control
CoRR, 2023 Despite impressive results, reinforcement learning (RL) suffers from slow convergence and requires a large variety of tuning strategies. In this paper, we investigate the ability of RL algorithms on simple continuous control tasks. We show that without reward and environment tuning, RL suffers from poor convergence.
Daniel Layeghi +2 more
openaire +2 more sources
Lyapunov Barrier Policy Optimization
CoRR, 2021 Deploying Reinforcement Learning (RL) agents in the real-world require that the agents satisfy safety constraints. Current RL agents explore the environment without considering these constraints, which can lead to damage to the hardware or even other agents in the environment.
Harshit Sikchi +2 more
openaire +2 more sources