Efficient and Robust Parameter Tuning for Heuristic Algorithms
International Journal of Industrial Engineering and Production Research, 2013 The main advantage of heuristic or metaheuristic algorithms compared to exact optimization methods is their ability in handling large-scale instances within a reasonable time, albeit at the expense of losing a guarantee for achieving the optimal solution.
Hossein Akbaripour, Ellips Masehian
doaj
Applied SciencesThe performance of meta-heuristic algorithms on optimisation problems depend on the values of control parameters. These parameters greatly influence the behaviour of algorithms and affect the quality of the solutions.
Christoff Jordaan +2 more
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The Improved Particle Swarm Optimization Method: An Efficient Parameter Tuning Method with the Tuning Parameters of a Dual-Motor Active Disturbance Rejection Controller. [PDF]
Sensors (Basel), 2023 Deng Y, Zhu J, Liu H.
europepmc +1 more source
Advanced Functional Materials, EarlyView.In this study, the interplay of dipolar dynamics and ionic charge transport in MOF compounds is investigated. Synthesizing the novel structure CFA‐25 with integrated freely rotating dipolar groups, local and macroscopic effects, including interactions with Cs cations are explored.
Ralph Freund +6 more
wiley +1 more source
Zasada szczególnego dostrojenia w kontekście układów z chaosem deterministycznym
Zagadnienia Filozoficzne w Nauce, 2008 From the beginning of the deterministic chaos research, the unpredictability has been its central theme. Interesting questions arise here: What are the consequences of chaos for the fine tuned processes? Are there fine tuning systems in reality?
Bartłomiej Brus, Marek Szydłowski
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Lottery Rank-Pruning Adaptation Parameter Efficient Fine-Tuning
MathematicsRecent studies on parameter-efficient fine-tuning (PEFT) have introduced effective and efficient methods for fine-tuning large language models (LLMs) on downstream tasks using fewer parameters than required by full fine-tuning.
Juhyeong Kim, Gyunyeop Kim, Sangwoo Kang
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Welding Spark Detection on Construction Sites Using Contour Detection with Automatic Parameter Tuning and Deep-Learning-Based Filters. [PDF]
Sensors (Basel), 2023 Jin X, Ahn CR, Kim J, Park M.
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Analyzing Electronic Excitations and Exciton Binding Energies in Y6 Films
Advanced Functional Materials, EarlyView.The Y6 molecule is used for increasing the efficiency of organic solar cells. The exciton binding energy is calculated for ensembles of Y6 molecules that are representative of the typically used films. The calculations show that the excitons typically spread out over many molecules.
Sahar Javaid Akram +2 more
wiley +1 more source
PATSMA: Parameter Auto-tuning for Shared Memory Algorithms
SoftwareXPrograms with high levels of complexity often face challenges in adjusting execution parameters, particularly when the ideal value for these parameters may change based on the execution context. These dynamic parameters significantly impact the program’s
Joao B. Fernandes +4 more
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Hyper-parameter tuning and feature extraction for asynchronous action detection from sub-thalamic nucleus local field potentials. [PDF]
Front Hum Neurosci, 2023 Martineau T +3 more
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