How do I tune parameters for simulated annealing?
An example of an AI chatbot conversation about tuning parameters for simulated annealing.
How do I tune parameters for simulated annealing?
Tuning parameters for simulated annealing involves adjusting the temperature schedule, cooling rate, and stopping criteria. Would you like to know more about each of these?
Yes, can you explain the temperature schedule?
The temperature schedule controls how the temperature decreases over time. A common approach is to start with a high temperature and gradually reduce it, allowing the algorithm to explore the solution space effectively.
What about the cooling rate?
The cooling rate determines how quickly the temperature decreases. A slower cooling rate allows for more thorough exploration but takes longer, while a faster rate may lead to suboptimal solutions.
How do I decide when to stop the algorithm?
You can stop the algorithm based on a maximum number of iterations, a threshold for improvement, or when the temperature reaches a predefined low value.
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