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Model Perspective
Model Perspective
Aug 2, 2024 · Artificial Intelligence

Unlocking Problem Solving: 7 Powerful Heuristic Algorithms Explained

This article introduces heuristic algorithms—strategies that use experience and trial to quickly find approximate solutions for complex, often NP‑hard problems—detailing seven popular methods such as Greedy, Tabu Search, Simulated Annealing, Ant Colony, Genetic, Particle Swarm, and Artificial Bee Colony, and highlighting their principles, steps, and real‑world insights.

AIMetaheuristicsheuristic algorithms
0 likes · 10 min read
Unlocking Problem Solving: 7 Powerful Heuristic Algorithms Explained
Model Perspective
Model Perspective
Feb 1, 2024 · Operations

A Curated Guide to Evaluation and Optimization Models for Researchers

This article compiles a comprehensive list of evaluation and optimization model resources, covering Data Envelopment Analysis, ANP, VIKOR, grey relational analysis, linear and integer programming, and various meta‑heuristic algorithms with example implementations, providing a handy reference for scholars and practitioners.

Linear ProgrammingMetaheuristicsOperations Research
0 likes · 4 min read
A Curated Guide to Evaluation and Optimization Models for Researchers
Alibaba Cloud Developer
Alibaba Cloud Developer
Jul 13, 2017 · Artificial Intelligence

How STARK VRP Cuts Chinese Logistics Costs with AI‑Powered Routing

This article explains how Alibaba's Cainiao network built the STARK VRP engine—an AI‑driven, distributed vehicle‑routing solver that supports dozens of VRP variants, leverages metaheuristics, parallel island models, and deep reinforcement learning to dramatically reduce fleet size and travel distance in Chinese logistics.

AILogistics OptimizationMetaheuristics
0 likes · 8 min read
How STARK VRP Cuts Chinese Logistics Costs with AI‑Powered Routing