TD3 algorithm structure. حسب Hasan Raza Khanzada (22404835)

"…Five prominent RL algorithms that include Deep Deterministic Policy Gradient (DDPG), Twin Delayed Deep Deterministic Policy Gradient (TD3), Proximal Policy Optimization (PPO), Trust Region Policy Optimization (TRPO) and Soft Actor-Critic (SAC) are evaluated to determine their suitability for complex UAV flight dynamics, while highlighting their relative strengths and limitations. …"

TD3 algorithm. حسب Ahmed M. Hassan (8893106)

"…This paper proposes a new reinforcement learning (RL) control algorithm based twin-delayed deep deterministic policy gradient (TD3) algorithm to tune two cascaded PI controllers in a five-phase interior permanent magnet synchronous motor (5ph-IPMSM) drive system based model predictive control (MPC). …"

The Heading Control (left) and Roll Control (right) obtained on TD3 agent. حسب Hasan Raza Khanzada (22404835)

The Altitude Control (left) and Training Curve (right) obtained on TD3 agent. حسب Hasan Raza Khanzada (22404835)

Parameters for TD3 approach [60]. حسب Ahmed M. Hassan (8893106)

"…This paper proposes a new reinforcement learning (RL) control algorithm based twin-delayed deep deterministic policy gradient (TD3) algorithm to tune two cascaded PI controllers in a five-phase interior permanent magnet synchronous motor (5ph-IPMSM) drive system based model predictive control (MPC). …"

Optimization results of MBB multi-material structure under different methods. (a) A level-set method for multi-material topology optimization [33]. (b) An alternating active-phase... حسب Zhao Li (300229)

Main code. حسب Jingguo Bi (21439766)

Pseudo-code of large neighborhood search (<i>LNS</i>) algorithm. حسب Jiren CAO (20442214)

Chromosome coding. حسب Junjie He (700642)

Open-source code for the Spatial Optimization Model for Land Use (SSFLA-MLAS) حسب bowen pang (21837359)

"…<p dir="ltr">The open-source content is the source code of a land use spatial optimization model (SSFLA-MLAS) that couples the spatial leapfrog algorithm with multi-level multi-agent systems. …"

The ranking of algorithms with MPTM mutation by TOPSIS. حسب Jalal- ud-Din (21474307)

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The ranking of algorithms with NUM mutation by TOPSIS. حسب Jalal- ud-Din (21474307)

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The ranking of algorithms with PM mutation by TOPSIS. حسب Jalal- ud-Din (21474307)

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Visual line representation of algorithms with NUM mutation. حسب Jalal- ud-Din (21474307)

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Visual line representation of algorithm with PM mutation. حسب Jalal- ud-Din (21474307)

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Visual representation of ranks of algorithms with PM mutation. حسب Jalal- ud-Din (21474307)

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Visual performance of each algorithm with PM mutation. حسب Jalal- ud-Din (21474307)

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Visual performance of each algorithm with MPTM mutation. حسب Jalal- ud-Din (21474307)

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Visual line representation of algorithm with MPTM mutation. حسب Jalal- ud-Din (21474307)

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Visual performance of each algorithm with NUM mutation. حسب Jalal- ud-Din (21474307)

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