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H_(∞)/Passive Synchronization of Semi-Markov Jump Neural Networks Subject to Hybrid Attacks via an Activation Function Division Approach
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作者 ZHANG Ziwei SHEN Hao SU Lei 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2024年第3期1023-1036,共14页
In this work,an H_(∞)/passive-based secure synchronization control problem is investigated for continuous-time semi-Markov neural networks subject to hybrid attacks,in which hybrid attacks are the combinations of den... In this work,an H_(∞)/passive-based secure synchronization control problem is investigated for continuous-time semi-Markov neural networks subject to hybrid attacks,in which hybrid attacks are the combinations of denial-of-service attacks and deception attacks,and they are described by two groups of independent Bernoulli distributions.On this foundation,via the Lyapunov stability theory and linear matrix inequality technology,the H_(∞)/passive-based performance criteria for semi-Markov jump neural networks are obtained.Additionally,an activation function division approach for neural networks is adopted to further reduce the conservatism of the criteria.Finally,a simulation example is provided to verify the validity and feasibility of the proposed method. 展开更多
关键词 Activation function division approach deception attacks denial-of-service attacks H_(∞)/passive synchronization semi-Markov jump neural networks
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Sub-Provincial Fiscal Expenditure Decentralization Structure:A Case in China
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作者 Youchu Tong Yongyou Li 《China Finance and Economic Review》 2021年第4期28-50,共23页
This paper uses the data from the post-1994 tax reform in China to investigate the vertical and spatial structures of sub-provincial fiscal expenditure decentralization(SPFED)in China.The study shows that,on the whole... This paper uses the data from the post-1994 tax reform in China to investigate the vertical and spatial structures of sub-provincial fiscal expenditure decentralization(SPFED)in China.The study shows that,on the whole,SPFED tends to be gradually biased toward the county level,but inter-provincial differences are obvious,and the provincial centralization is more obvious in less economically developed regions.In terms of expenditure items,the province level enjoys a relatively higher level of economic expenditure decentralization(EED),and the county level enjoys a higher level of social expenditure decentralization(SED).In terms of internal structure,the difference in the level of EED shared by the province,prefecture and county levels is relatively smaller and the difference in the level of SED is relatively larger.In terms of spatial structure,in less developed regions,the province level enjoys a higher EED but a lower SED;in developed regions,the prefecture and county levels enjoy a higher EED but the prefecture level enjoys a relatively lower SED.These findings can provide empirical evidence for the reform of the division of power and expenditure responsibility,as well as the governance of sub-provincial governments. 展开更多
关键词 vertical division of government functions vertical allocation of fiscal expenditures vertical imbalance
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