Workshop Scheduling Program using Genetic Algorithm

The Smart Manufacturing Workshop Scheduling Program serves as a critical tool in modern industrial operations, employing advanced genetic algorithms to arrange and optimize production processes. This intelligent scheduling system enables manufacturing workshops to efficiently organize operational sequences while significantly enhancing production efficiency. The core implementation involves representing scheduling solutions as chromosomes, where each gene corresponds to a specific operation sequence. The algorithm iteratively improves solutions through selection, crossover, and mutation operations, simulating biological evolution to discover optimal scheduling arrangements. Key functions include fitness evaluation that calculates makespan or resource utilization metrics, ensuring the algorithm converges toward high-quality solutions. By implementing this program, enterprises can maximize production resource utilization, improve product quality, and reduce operational costs. The application scope extends across multiple industries including manufacturing, logistics, and service sectors, with customizable objective functions accommodating different optimization criteria. Through this advanced tool, organizations can maintain competitive advantages in dynamic markets and achieve sustainable development goals.