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Patent drawing for Method and system for optimizing performance of genetic algorithm in solving scheduling problems
US 20,240,370,730 A1
Machine learning US 20,240,370,730 A1 Under examination

Method and system for optimizing performance of genetic algorithm in solving scheduling problems

This invention describes a computer method to make Genetic Algorithms (GAs) better at solving scheduling problems. It takes scheduling requirements, initializes the GA, and then evolves potential solutions. A key feature is its ability to automatically adjust the GA's internal settings, such as how it mutates or combines solutions, during runtime if it's not achieving good results within a set number of iterations, continuing until an optimal schedule is found.

Why it matters: The rapid evolution of AI frameworks and increased computational power since 2024 makes the development and deployment of complex, adaptive optimization systems, like this GA meta-optimizer, more practical and efficient.

Status
Under examinationA pending application. It has not been granted, and it has not been abandoned.
How hard to build
SpecializedSoftware logic, AI/optimization expertise

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