Výsledky vyhledávání - "Bayesian optimization algorithm"

Prediction of biodiesel production from microalgal oil using Bayesian optimization algorithm-based machine learning approaches Autor Sultana, Nahid, Hossain, S.M. Zakir, Abusaad, M., Alanbar, N., Senan, Y., Razzak, S.A.

“…•Bayesian optimization algorithm (BOA) was implemented to tune hyperparameters.•Hybrid BOA-ANN and BOA-SVR were developed for the prediction of biodiesel yield…”
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Prediction of tubular solar still performance by machine learning integrated with Bayesian optimization algorithm Autor Wang, Yunpeng, Kandeal, A.W., Swidan, Ahmed, Sharshir, Swellam W., Abdelaziz, Gamal B., Halim, M.A., Kabeel, A.E., Yang, Nuo

“…•Two machine learning models were developed to predict the productivity of tubular solar still.•Bayesian optimization algorism was considered for both…”
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A hybrid short-term load forecasting model based on variational mode decomposition and long short-term memory networks considering relevant factors with Bayesian optimization algorithm Autor He, Feifei, Zhou, Jianzhong, Feng, Zhong-kai, Liu, Guangbiao, Yang, Yuqi

“…•Bayesian Optimization Algorithm (BOA) is used in hyperparameter optimization.•Proposed model periodically moves the data window which has high practicability…”
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Ensemble learning models with a Bayesian optimization algorithm for mineral prospectivity mapping Autor Yin, Jiangning, Li, Nan

“…[Display omitted] •Bayesian optimization is a powerful optimization tool to find the best hyperparameters of machine learning models.•The optimization results…”
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An improved high-dimensional Bayesian optimization algorithm Autor Guan, Juan, Wang, Yanhua

“…The Bayesian Optimization Algorithm, as an effective approach to addressing non-linear global optimization problems, is widely embraced in a myriad of machine learning application domains…”
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Bayesian optimization algorithm based support vector regression analysis for estimation of shear capacity of FRP reinforced concrete members Autor Alam, Md Shah, Sultana, N., Hossain, S.M. Zakir

“… This paper presents a hybrid of the Bayesian optimization algorithm (BOA) and support vector regression (SVR…”
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An error-corrected deep Autoformer model via Bayesian optimization algorithm and secondary decomposition for photovoltaic power prediction Autor Chen, Jie, Peng, Tian, Qian, Shijie, Ge, Yida, Wang, Zheng, Nazir, Muhammad Shahzad, Zhang, Chu

“…Accurate PV power prediction is crucial for stable grid operation and rational dispatch. However, due to the instability of PV power generation, PV power…”
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A Global Bayesian Optimization Algorithm and Its Application to Integrated System Design Autor Torun, Hakki Mert, Swaminathan, Madhavan, Kavungal Davis, Anto, Bellaredj, Mohamed Lamine Faycal

“…Increasing levels of system integration pose difficulties in meeting design specifications for high-performance systems. Oftentimes increased complexity,…”
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A CNN-BiGRU sea level height prediction model combined with bayesian optimization algorithm Autor Li, Xiao, Zhou, Shijian, Wang, Fengwei

“… Therefore, this study employs the bayesian optimization algorithm (BO) to optimize the CNN-BiGRU model, resulting in the BO-CNN-BiGRU model…”
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Design of Broadband RF PAs Using an Improved Bayesian Optimization Algorithm Autor Hong, Yunguang, Huang, Jiajun, Cai, Jialin

“…The present work proposes an improved Bayesian optimization (BO) method for the design of broadband radio frequency (RF) power amplifiers (PAs). A new…”
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On Hyperparameter Optimization of Machine Learning Methods Using a Bayesian Optimization Algorithm to Predict Work Travel Mode Choice Autor Aghaabbasi, Mahdi, Ali, Mujahid, Jasinski, Michal, Leonowicz, Zbigniew, Novak, Tomas

“…, is studied using the Bayesian Optimization algorithm. These models…”
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Bayesian Optimization Algorithm-Based Statistical and Machine Learning Approaches for Forecasting Short-Term Electricity Demand Autor Sultana, Nahid, Hossain, S. M. Zakir, Almuhaini, Salma Hamad, Düştegör, Dilek

“…) the execution of a Bayesian optimization algorithm (BOA) to optimize the model hyperparameters, (iii…”
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Using Bayesian optimization algorithm for model-based integration testing Autor Rafe, Vahid, Mohammady, Somayeh, Cuevas, Erik

“…Model-based testing is an automated process in which executable tests are derived from behavioral models of a system. Model checking is a verification…”
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A stochastic framework using Bayesian optimization algorithm to assess the network-level societal impacts of connected and autonomous vehicles Autor Fakhrmoosavi, Fatemeh, Kamjoo, Ehsan, Kavianipour, Mohammadreza, Zockaie, Ali, Talebpour, Alireza, Mittal, Archak

“…•Estimating the optimum CAV market shares using a Bayesian optimization algorithm.•Practical insights for policymakers by sensitivity analyses on CAV market share…”
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Lithium-ion battery equivalent thermal conductivity testing method based on Bayesian optimization algorithm Autor Wang, Fang, Liu, Ruihao, Ma, Xiaole, Zhang, Yuxuan, Bai, Guangli, Ma, Biao, Li, Danhua, Wei, Zhen, Liu, Shiqiang, Zhu, Yueying

“…The thermal conductivity is one of the key thermal property's parameters in the design, modeling, and simulation of lithium-ion battery thermal management…”
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Hour-Ahead Photovoltaic Power Prediction Combining BiLSTM and Bayesian Optimization Algorithm, with Bootstrap Resampling for Interval Predictions Autor Herrera-Casanova, Reinier, Conde, Arturo, Santos-Pérez, Carlos

“… The BiLSTM model is synergistically combined with a Bayesian optimization algorithm (BOA) to fine-tune its primary hyperparameters, thereby enhancing its predictive efficacy…”
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Rock Burst Intensity-Grade Prediction Based on Comprehensive Weighting Method and Bayesian Optimization Algorithm–Improved-Support Vector Machine Model Autor Bao, Guangtuo, Hou, Kepeng, Sun, Huafen

“… on the comprehensive weighting of prediction indicators and Bayesian optimization algorithm–improved-support vector machine (BOA-SVM…”
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SAFE-OPT: a Bayesian optimization algorithm for learning optimal deep brain stimulation parameters with safety constraints Autor Cole, Eric R, Connolly, Mark J, Ghetiya, Mihir, Sendi, Mohammad E S, Kashlan, Adam, Eggers, Thomas E, Gross, Robert E

“… In this study we develop SAFE-OPT, a Bayesian optimization algorithm designed to learn subject-specific safety constraints to avoid potentially harmful stimulation settings during optimization…”
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Process Parameter Selection for Production of Stainless Steel 316L Using Efficient Multi-Objective Bayesian Optimization Algorithm Autor Chepiga, Timur, Zhilyaev, Petr, Ryabov, Alexander, Simonov, Alexey P., Dubinin, Oleg N., Firsov, Denis G., Kuzminova, Yulia O., Evlashin, Stanislav A.

“…Additive manufacturing is a modern technique to produce parts with a complex geometry. However, the choice of the printing parameters is a time-consuming and…”
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Measurement of in-plane thermal diffusivity of thin film using a regression methodology based on Bayesian optimization algorithm Autor Lv, Maochao, Jiang, Qinmeng, Liu, Hui, Zhang, Yanhui, Yang, Jie, Wang, Jianli

“…Lock-in thermography is widely used in determining the thermal properties of films by extracting the amplitude and phase of thermal waves. However, achieving…”
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