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. 2025 Oct 9;12:1584657. doi: 10.3389/frobt.2025.1584657

TABLE 5.

Comparative table of algorithms used in optimization and strategic planning.

Authors Technologies/Algorithm Industry/Application
Guo et al. (2023) Q-Learning - Deep Q-Learning Disassembly Lines
Lee et al. (2022) Disassembly Sequence Planning (DSP) Task Planification
Qu et al. (2023) Deep Deterministic Policy Gradient (DDPG) - Delayed Updates - Adam Optimizer Robotic disassembly operations
Çil et al. (2020) Mixed-Integer Linear Mathematical Model, Ant Colony Optimization Robotic disassembly line balancing problem (RDLBP)
Laili et al. (2022) Dual-Selection Multiobjective Evolutionary Algorithm (DS-MOEA) Sequence Planning
Hartono et al. (2022) Bees Algorithm Disassembly plans
Ramírez et al. (2020) HCA, GA, CGA Disassembly plans
Lambert (2003) Component-oriented, Product-oriented, Hierarchical tree, Reverse logistics approaches Sequence Planning
Zhou et al. (2019) Nature-inspired heuristic algorithms (NIHA) - Linear Programming Methods (LPM) - Rule-Based Methods (RBM) - Stochastic Simulation (SSI) Sequence Planning
Zhang et al. (2014) Fuzzy-rough set mapping Parallel disassembly – Sequence Planning
Ming et al. (2019) Mixed-Integer Programming Model, Task Precedence Diagram Multi-Robotic Disassembly Line
Xu et al. (2023) Multi-Objective Discrete Brainstorming Optimizer Robotic Disassembly Line Balancing