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5. A Review of Image Classification Techniques Based on Meta-Learning

Author

Ji, Jianjie, Shao, Jianfei, Guo, Peng, Hu, Changli, Pu, Rong, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Yu, Zhengtao, editor, Patnaik, Srikanta, editor, Wang, John, editor, and Dey, Nilanjan, editor

Published
2021
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6. A Review of Research on Incremental Reinforcement Learning of Dynamic Environment

Author

Hu, Changli, Shao, Jianfei, Zhang, Xiaowei, Wei, Rongjian, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Yu, Zhengtao, editor, Patnaik, Srikanta, editor, Wang, John, editor, and Dey, Nilanjan, editor

Published
2021
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7. A Review on Main Optimization Method of ALBERT in Natural Language Processing

Author

Zhang, Xiaowei, Shao, Jianfei, Hu, Changli, Wei, Rongjian, Pu, Rong, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Yu, Zhengtao, editor, Patnaik, Srikanta, editor, Wang, John, editor, and Dey, Nilanjan, editor

Published
2021
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29. Genome-wide identification of auxin response factor (ARF) gene family and the miR160-ARF18-mediated response to salt stress in peanut (Arachis hypogaea L.)

Author

Tang, Yanyan, primary, Du, Guoning, additional, Xiang, Jie, additional, Hu, Changli, additional, Li, Xiaoting, additional, Wang, Weihua, additional, Zhu, Hong, additional, Qiao, Lixian, additional, Zhao, Chunmei, additional, Wang, Jingshan, additional, Yu, Shanlin, additional, and Sui, Jiongming, additional

Published
2022
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35. Surrogate model-based optimization for the headform design of an axisymmetric body

Author

Hu Changli, Guanghao Chen, Biao Huang, and Guoyu Wang

Subjects
Variable (computer science), Mathematical optimization, Environmental Engineering, Surrogate model, Position (vector), Genetic algorithm, MathematicsofComputing_NUMERICALANALYSIS, Sorting, Ocean Engineering, Residual, Multi-objective optimization, Pressure coefficient, Mathematics
Abstract

The surrogate-based method is proposed to facilitate the optimization of a wide variety design problems. In the present work, the applicability of the optimization framework is demonstrated using the headform design of an axisymmetric body. The goal of this effort is to optimize the headform for satisfying multiple objectives simultaneously, including the cubage coefficient, the absolute value and located position of minimum pressure coefficient. In the surrogate framework, several surrogate models are validated and the PWS (Predicted residual sum of square-based Weighted average Surrogate) model is chosen for our further investigation. The global sensitivity analysis shows that the effects of design variables on objective variables are substantially different and no variable should be eliminated from the analysis. Besides, the design space refinement can improve the accuracy of surrogate model and reduce some poor performance points in the Pareto front. The elitist non-dominated sorting genetic algorithm with a parallel archiving strategy is used to generate the Pareto front. The refinement of objective space leads to a fast selection from optimal solutions and finally the selected optimal solution improves the cubage coefficient and the absolute value with the minimum pressure coefficient through a small penalty in the located position of minimum pressure coefficient. This work confirms the efficiency of the surrogate-based method in the engineering environment.

Published
2015

40. Synergistic effects of selenium and zinc on Bletilla striata (Thunb.) Reichb. F. growth and polysaccharide antioxidation.

Author

Hu C, Wang C, Wu Y, Liang L, Yin L, Cheng X, Li C, and Hu T

Abstract

Selenium (Se) is a beneficial trace element for plants, while zinc (Zn) is a vital micronutrient. Bletilla striata (Thunb.) Reichb. F. is widely recognized as a medicinal herb. In this study, Se and Zn were introduced to determine the medicinal properties of B. striata. The plant's biomass, polysaccharides, Se and Zn contents, and the antioxidant properties of polysaccharide solutions were all examined. A notable increase in polysaccharide synthesis in B. striata tubers was observed following the application of 0.2 kg ha -1 of Se, and 1.0 kg ha -1 of Zn, either individually or in combination. Se and Zn content in polysaccharides were 3.33 to 3.77 mg kg -1 and 82.82 to 121.78 mg kg -1 , at 1.0 kg ha -1 Se and 10.0 kg ha -1 Zn treatments, respectively. These values were 2.1-3.1 times and 1.8-2.8 times higher than those observed in control samples. Polysaccharide antioxidation has resulted in an increase in antioxidant activity as the concentration of polysaccharide solutions increased. The largest scavenging of 1, 1-diphenyl-2-picrylhydrazyl (DPPH) radicals and the most excellent reducing power of the polysaccharide solutions were observed when a mixture of Se and Zn was applied at a rate of 1.0 kg ha -1 and 10.0 kg ha -1 . The individual application of Se at 1.0 kg ha -1 and Zn at 10.0 kg ha -1 also resulted in significant DPPH radicals scavenging and reduced power. These data suggested that Se-Zn enriched B. striata is a new source of Se and Zn supplementation and an antioxidant resource., (© 2024. The Author(s), under exclusive licence to Springer Nature B.V.)

Published
2024
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