Suchergebnisse - Stacking integration algorithm

Stacking integration algorithm based on CNN-BiLSTM-Attention with XGBoost for short-term electricity load forecasting von Luo, Shucheng, Wang, Baoshi, Gao, Qingzhong, Wang, Yibao, Pang, Xinfu

“… In this paper, we propose an algorithm for short-term power load forecasting based on the stacking integration algorithm of Convolutional Neural Network-Bidirectional Long Short-Term Neural Network-Attention Mechanism …”
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Prediction of user outage under typhoon disaster based on multi-algorithm Stacking integration von Hou, Hui, Chen, Xi, Li, Min, Zhu, Ling, Huang, Yong, Yu, Jufang

“… •Variable data extraction and prediction were carried out with 1 km × 1 km grid as unit.•Using Stacking to integrate multiple algorithms to achieve outage prediction …”
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Fault Diagnosis of Wind Turbine Generators Based on Stacking Integration Algorithm and Adaptive Threshold von Tang, Zhanjun, Shi, Xiaobing, Zou, Huayu, Zhu, Yuting, Yang, Yushi, Zhang, Yajia, He, Jianfeng

“… To invent a new method for fast and accurate fault diagnosis of WTGs, this study constructs a stacking integration model based on the machine learning algorithms light gradient boosting machine (LightGBM …”
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Research on Sinter Quality Prediction System Based on Granger Causality Analysis and Stacking Integration Algorithm von Li, Xin, Liu, Xiaojie, Li, Hongyang, Liu, Ran, Zhang, Zhifeng, Li, Hongwei, Lyu, Qing, Wen, Liangyixin

“… By analyzing the massive historical data on the sinter production of a steel company, this study proposes a sinter quality prediction system based on Granger causality analysis and a stacking integration algorithm …”
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Predicting Stroke Through Health Data Analysis and Stacking Integration Algorithm von Wang, Yi, Shang, Xinping, Dong, A'ni, Zhang, Chulan

“… and reducing healthcare costs. We propose a Stacking Integration method, SIXCL, which combines three gradient boosting decision tree algorithms-XGBoost, CatBoost, and LightGBM-and integrates them with logistic regression with L2 …”
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Vibration Test of Single Coal Gangue Particle Directly Impacting the Metal Plate and the Study of Coal Gangue Recognition Based on Vibration Signal and Stacking Integration von Yang, Yang, Zeng, Qingliang, Yin, Guangjun, Wan, Lirong

“… processing method by the signal intercepting and the coal gangue impact vibration signal recognition algorithm by stacking integration are innovatively proposed …”
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Achievement Prediction System Based on Stacking Integration Algorithm von Chen, Yan

“… The Stacking algorithm is a heterogeneous ensemble learning method that combines learning methods as a combination strategy …”
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基于集成模型的污水处理厂出水总氮预测方法 von 姚怡帆, 荆玉姝, 王丽艳, 刘长青

“… X703; 污水处理厂是控制水体污染、改善水环境质量的重要基础设施,建立可靠的污水处理厂出水水质预测模型以便及时反馈污水处理状况是污水处理领域的研究热点之一.利用Stacking集成思想结合LSTM、BPNN、SVR、XGBoost、KNN 5种算法建立了污水处理厂出水总氮的预测模型.分析单一算法预测效果发现,KNN …”
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Developing an optimal individual tree diameter growth model for uneven-aged Pinus yunnanensis forests using machine learning algorithms von Deng, Longfeng, Wang, JianMing, Yin, JiTing, Guan, YaDong

“… The objective of this study was to develop more accurate predictions of the diameter growth of Pinus yunnanensis and to analyze the impact of various factors …”
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Design and Implementation of State Grid Data Operation Management System Based on Stacking Integration Algorithm von Wang, Jiajia, Zhang, Bo, Yao, Wenjian, Pan, Yingnan, Cheng, Lin

“… In this paper, a Stacking integration algorithm is proposed to optimize State Grid's data, management mode, and mapping structure, and the management level, security, and database rationality are verified …”
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Rockburst Intensity Classification Prediction Based on Multi-Model Ensemble Learning Algorithms von Wang, Jiachuang, Ma, Haoji, Yan, Xianhang

“… At present, developing an accurate and reliable rockburst risk prediction model remains a great challenge due to the difficulty of integrating fusion algorithms to complement each other’s strengths …”
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Wine recommendation algorithm based on partitioning and stacking integration strategy for Chinese wine consumers von Mu, Weisong, Feng, Yumeng, Shu, Haojie, Wang, Bo, Tian, Dong

“… This study tries to propose a wine recommendation algorithm based on partitioning and Stacking Integration Strategy for Chinese wine consumers …”
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Multi-objective optimization designs of phase change material-enhanced building using the integration of the Stacking model and NSGA-III algorithm von Yang, Haibin, Xu, Ziqing, Shi, Yuan, Tang, Waiching, Liu, Chunyu, Yunusa-Kaltungo, Akilu, Cui, Hongzhi

“… In this study, a non-dominated Sorting Genetic Algorithm III (NSGA III) is coupled with a Stacking model to minimize building operational energy consumption (BOEC …”
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A D-stacking dual-fusion, spatio-temporal graph deep neural network based on a multi-integrated overlay for short-term wind-farm cluster power multi-step prediction von Qu, Zhijian, Li, Jian, Hou, Xinxing, Gui, Jianglin

“… The Bagging, long short-term memory (LSTM), and random forest (RF) are superimposed based on the stacking integration algorithm …”
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Joint prediction of the state of health and remaining useful life for lithium-ion batteries based on Wrapper Cascade-Stacking von Ma, Shuaijun, Hou, Xinxing, Luo, Maomao

“… ) are stacked using the first Stacking Integration algorithm to build a lithium-ion battery aging model for SOH prediction …”
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Prediction of Copper Matte Grade Based on DN-GAN Stacking Algorithm: Prediction of copper matte grade based on DN-GAN stacking algorithm von Li, Tiangui, Gu, Wenjuan, Gao, Wenqi, Ding, Can, Yin, Yanchao

“… The tree-structured Parzen estimator (TPE) optimization algorithm is used to optimize the hyperparameters of the basic model in the stacking integration algorithm …”
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Prediction of glass refractive index based on a multi-algorithm stacked integration model von Li, Jiateng, Shen, Jun, Dong, Zhihao, Li, Feifan, Zou, Mingxuan, Yin, Shaoyun

“… Herein, we use a multi-algorithm stacked integration approach—namely stacking different algorithms …”
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Ensemble prediction modeling of flotation recovery based on machine learning von He, Guichun, Liu, Mengfei, Zhao, Hongyu, Huang, Kaiqi

“… ), support vector regression (SVR), random forest (RF), and the bagging, boosting, and stacking integration algorithms are employed to construct a flotation recovery prediction model …”
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Research on early warning model of coal spontaneous combustion based on interpretability von Zhao, Huimin, Zhou, Xu, Han, Jingjing, Liu, Yixuan, Liu, Zhe, Wang, Shishuo

“… In this paper, a Rough Set-Stacking-SHapley Additive Explanations (RS-Stacking-SHAP) prediction model of CSC based on grid search optimized is proposed …”
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An Integrated Algorithm for Short Term Charging Load Prediction of Electric Vehicles Based on a More Complete Feature Set von Wang, Wenting, Liu, Chun

“… To address issues of poor generalization ability and overfitting in single models, this paper proposes an integrated stacking prediction algorithm that combines three models: category boost (CatBoost …”
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