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kategorie
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podkategorie
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pojęcia
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Synchronous Parallel Annealing

Simulated annealing algorithm where parallel processes execute in perfect synchronization, exchanging information at predefined synchronization points to ensure coherence in exploration.

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Asynchronous Parallel Annealing

Parallelized version of simulated annealing where processes work independently without strict synchronization, periodically communicating their best solutions to accelerate global convergence.

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Exchange Parallel Annealing

Approach where multiple independent Markov chains evolve in parallel and periodically exchange their states or thermodynamic information to avoid local minima.

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Divisional Parallel Annealing

Method that divides the search space into subdomains assigned to different processors, each applying independent simulated annealing on its partition of the problem.

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Multi-trial Parallel Annealing

Algorithm that simultaneously evaluates multiple candidates at each temperature, allowing for broader neighborhood exploration and more robust selection of accepted transitions.

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Master-Slave Parallel Annealing

Parallel architecture where a master processor coordinates several slaves performing neighborhood evaluations in parallel, centralizing acceptance/rejection decisions.

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Cellular Parallel Annealing

Variant inspired by cellular automata where each cell executes local annealing in parallel, communicating only with its immediate neighbors to propagate information in the search space.

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Island Parallel Annealing

Distributed model where isolated populations (islands) evolve independently with periodic migrations of individuals between islands to maintain genetic diversity in the search.

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Hybrid Parallel Annealing

Combination of simulated annealing with other parallel metaheuristics like genetic algorithms or tabu search, leveraging the strengths of each approach for improved optimization.

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Adaptive Parallel Annealing

Algorithm that dynamically adjusts parallelization and temperature parameters based on the quality of found solutions, optimizing the use of available computational resources.

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Distributed Parallel Annealing

Implementation spanning multiple geographically distributed machines, using network communication protocols to synchronize states and share the best discovered solutions.

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Cooperative Parallel Annealing

Approach where parallel agents actively share their knowledge about the optimization landscape, collectively building a better understanding of the search space.

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Grid Parallel Annealing

Algorithms executed on grid computing infrastructures, leveraging heterogeneous distributed resources to solve very large-scale optimization problems.

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Real-time Parallel Annealing

Variant adapted to strict time constraints, where parallelization ensures obtaining acceptable quality solutions within predetermined deadlines for critical applications.

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GPU Parallel Annealing

Implementation optimized for graphics architectures (GPU), exploiting massive SIMT parallelism to evaluate thousands of neighbors simultaneously and massively accelerate convergence.

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Quasi-Newtonian Parallel Annealing

Advanced hybridization combining parallel annealing with quasi-Newtonian gradient approximations, using local information to more effectively guide parallel exploration.

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