Search Results - automatic algorithm configuration parameter tuning automatic algorithm design

The irace package: Iterated racing for automatic algorithm configuration by López-Ibáñez, Manuel, Dubois-Lacoste, Jérémie, Pérez Cáceres, Leslie, Birattari, Mauro, Stützle, Thomas G

“… The immediate goal of automatic algorithm configuration is to find, automatically, the best parameter settings of an optimizer…”
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Capping methods for the automatic configuration of optimization algorithms by de Souza, Marcelo, Ritt, Marcus, López-Ibáñez, Manuel

“…Automatic configuration techniques are widely and successfully used to find good parameter settings for optimization algorithms…”
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Dynamic instance sampling for multi-objective automatic algorithm configuration by Li, Yuchen, Wang, Handing

“…Multi-objective automatic algorithm configuration alleviates the tedious parameter tuning for users by optimizing both the performance and efficiency of the target algorithm…”
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A Literature Survey on Offline Automatic Algorithm Configuration by Eryoldaş, Yasemin, Durmuşoglu, Alptekin

“… In this paper, we will briefly explain the automatic algorithm configuration problem and then survey…”
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Automatic Component-Wise Design of Multiobjective Evolutionary Algorithms by Bezerra, Leonardo C. T., Lopez-Ibanez, Manuel, Stutzle, Thomas

“… The motivation for studies of this latter type stem from the development of flexible software frameworks and the usage of automatic algorithm configuration methods to find novel algorithm designs…”
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Few-Shots Parallel Algorithm Portfolio Construction via Co-Evolution by Tang, Ke, Liu, Shengcai, Yang, Peng, Yao, Xin

“… A typical way to achieve good generalization is to learn a model from vast data. In the context of heuristic search, such a paradigm could be implemented as configuring the parameters of a parallel algorithm portfolio (PAP…”
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A Novel Oppositional Chaotic Flower Pollination Optimization Algorithm for Automatic Tuning of Hadoop Configuration Parameters by Bellamkonda Sathyanarayanan, Vidhyasagar, Jeevarathinam, Raja Paul Perinbam, Marudhamuthu, Krishnamurthy

“… Many applications utilize big data platforms, namely Spark, Hadoop, Amazon web services, and so on, since these platforms use several parameters for tuning that further enhance the operating performances…”
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Analysing hyper-heuristics based on Neural Networks for the automatic design of population-based metaheuristics in continuous optimisation problems by Tapia-Avitia, José M., Cruz-Duarte, Jorge M., Amaya, Ivan, Ortiz-Bayliss, José Carlos, Terashima-Marin, Hugo, Pillay, Nelishia

“… Then, instead of proposing MHs based on what already exists in nature, it is better to follow a standard model for the automatic metaheuristic design by employing simple heuristics…”
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Automatic configuration of the Cassandra database using irace by Silva-Muñoz, Moisés, Franzin, Alberto, Bersini, Hugues

“… While this task has traditionally been performed manually, in the last years several methods have been proposed to automatically find the best parameter configuration for a database…”
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Salp Swarm Optimization Algorithm-Based Fractional Order PID Controller for Dynamic Response and Stability Enhancement of an Automatic Voltage Regulator System by Khan, Ismail Akbar, Alghamdi, Ali S., Jumani, Touqeer Ahmed, Alamgir, Arbab, Awan, Ahmed Bilal, Khidrani, Attaullah

“… Since the FOPID controller contains two more control parameters (µ and λ ) as compared to the conventional PID controller, its tuning process was comparatively more complex…”
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Automatic autopilot tuning framework using genetic algorithms and system identification by Bazzocchi, Sean, Warwick, Stephen, Suleman, Afzal

“…This paper presents a comprehensive framework for offline optimization of tuning parameters in unmanned aerial vehicle (UAV) flight controllers…”
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Enhancing Voltage Regulation in Synchronous Generators: A Novel Approach With Fractional-Order PID Controllers and Wound Healing Algorithm by Cinar, Mehmet

“… The developed wound healing algorithm (WHA) was used to estimate the tuning parameters of the FOPID controller to achieve…”
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Automatically improving the anytime behaviour of optimisation algorithms by López-Ibáñez, Manuel, Stützle, Thomas

“…•Anytime behaviour is evaluated by the hypervolume measure.•Decision-maker’s preferences may be incorporated into the automatic tuning procedure…”
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Multi-objective-optimization-based control parameters auto-tuning for aerial manipulators by Zhou, Xu, Zhang, Xiaoli

“… However, current controllers still employ manual parameters tuning methods, which is mostly limited to a specific setting like a fixed aerial manipulator configuration or an unchanged environment…”
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Automatically Designing State-of-the-Art Multi- and Many-Objective Evolutionary Algorithms by Bezerra, Leonardo C T, López-Ibáñez, Manuel, Stützle, Thomas

“… (i) parameter tuning through automatic configuration, (ii) a wide range of different setups, and (iii) various performance metrics…”
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Semi-lazy probabilistic roadmap: a parameter-tuned, resilient and robust path planning method for manipulator robots by Akbaripour, Hossein, Masehian, Ellips

“… manipulators in charge of automatic picking and placing, welding, painting, etc. On the other hand, collision-free motion planning of serial manipulators becomes…”
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Hdconfigor: Automatically Tuning High Dimensional Configuration Parameters for Log Search Engines by Dou, Hui, Chen, Pengfei, Zheng, Zibin

“… As manual configuring is time consuming and labor intensive, automatically tuning configuration parameters to optimize performance has been an urgent need…”
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Design of a Two-Level Controller for Load Frequency Control in the Presence of Wind Farms and Battery Energy Storage System Based on VIC by Chen, Libing, Salem, Mohamed, Ben Hamad, Khlid, Prabaharan, Natarajan, Ueda, Soichiro, Senjyu, Tomonobu

“…) is used to optimize the parameters of the PI controller. This control configuration is designed as a dual structure…”
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ACVIZ: A tool for the visual analysis of the configuration of algorithms with irace by de Souza, Marcelo, Ritt, Marcus, López-Ibáñez, Manuel, Pérez Cáceres, Leslie

“…This paper introduces acviz, a tool that helps to analyze the automatic configuration of algorithms with irace…”
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Automatic design of constructive heuristics for a reconfigurable distributed flowshop group scheduling problem by Zhang, Biao, Meng, Lei-lei, Lu, Chao, Han, Yu-yan, Sang, Hong-yan

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