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面向工业互联网隐私数据分析的量子K近邻分类算法 被引量:6
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作者 昌燕 林雨生 +1 位作者 黄思维 张仕斌 《计算机研究与发展》 EI CSCD 北大核心 2022年第5期1082-1091,共10页
分析和利用工业互联网蕴含的海量人、机、物、系统数据信息,对优化覆盖全产业链、全价值链的制造体系和服务体系有重要的意义.然而对工业互联网大数据进行处理和分析,在带来无限机遇的同时,也带来了前所未有的隐私忧患.隐私安全是工业... 分析和利用工业互联网蕴含的海量人、机、物、系统数据信息,对优化覆盖全产业链、全价值链的制造体系和服务体系有重要的意义.然而对工业互联网大数据进行处理和分析,在带来无限机遇的同时,也带来了前所未有的隐私忧患.隐私安全是工业互联网安全的重要组成部分,研究带有保护隐私特性的工业互联网大数据分析算法已经非常紧迫和严峻.工业互联网大数据处理也对隐私性、高效性和准确性等有了更高的要求.鉴于此,提出了带有保护隐私特性的量子K-近邻(K-nearest neighbor,KNN)算法,找到了一种对原始训练样本集和待测样本的加密方法,使得向量子云服务器输入密文样本可以得到与输入原始样本相同的预测结果.该算法中一个预测结果反推可以得到N+1个输入数据,很难通过多次访问量子云服务器得到的预测结果反推模型、参数、输入数据及其相关属性特征,因此该算法可以很好地抵御模型提取攻击、模型逆向攻击、成员推断攻击、属性推理攻击等.与已有的量子机器学习算法隐私保护方案相比较,该隐私保护方案在隐私性、复杂度和可用性等3个方面均优于已有方案,实现了保护隐私性的同时,不增加额外计算开销,不降低算法效率和可用性,不影响算法准确性.该研究为量子机器学习隐私保护提供了一种新方法,也为提高工业互联网大数据分析在隐私性、高效性和准确性等方面的综合性能提供了一种新思路. 展开更多
关键词 工业互联网安全 隐私安全 机器学习 量子KNN算法 类同态
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The Probability Model of the Multi-valued KM_1M_2 Clock Controlled Generator
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作者 DU Yi-bin HUANG Xiao-ying +1 位作者 LI Zheng-chao TENG Ji-hong 《Chinese Quarterly Journal of Mathematics》 CSCD 2011年第1期32-38,共7页
This paper constructs the probability model of the multi-valued KM_1M_2 clock controlled generator,and discusses the probability distributing,homogeneous Markov property,ergodic property,strict placidity,numeral chara... This paper constructs the probability model of the multi-valued KM_1M_2 clock controlled generator,and discusses the probability distributing,homogeneous Markov property,ergodic property,strict placidity,numeral character and the property of large numbers of the random variables with this kind of output sequence.It gets the probability formula of the coincidence of the output sequence with the input sequence,and gives important reference to the design and analysis of the multi-valued key stream clock controlled generator in cryptography. 展开更多
关键词 KM_1M_2 clock controlled generator homogeneous Markov property ergodic property strict placidity COINCIDENCE correlation
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Two types of coaxial self-balancing robots 被引量:1
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作者 高学山 戴福全 李潮全 《Journal of Central South University》 SCIE EI CAS 2013年第11期2981-2990,共10页
Two types of coaxial self-balancing robots(CSBR)were proposed,one can be used as a mobile robot platform for parts transporting in unmanned factory or as an inspector in dangerous areas,and the other can be used as a ... Two types of coaxial self-balancing robots(CSBR)were proposed,one can be used as a mobile robot platform for parts transporting in unmanned factory or as an inspector in dangerous areas,and the other can be used as a personal transporter ridden in cities.Mechanical designing and control structures as well as control strategies were described and compared in order to get a general way to develop such robots.A state feedback controller and a fuzzy controller were designed for the robot using DC servo motors and the robot using torque motors,respectively.The experiments indicate that the robots can realize various desired operations smoothly and agilely at the velocity of 0.6 m/s with an operator of 65 kg.Furthermore,the robustness of the controllers is revealed since these controllers can stabilize the robot even with unknown external disturbances. 展开更多
关键词 mobile robots service robots mechatronic systems robot dynamics control of robotic systems
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Non-abelian extensions of Lie 2-algebras 被引量:5
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作者 CHEN ShaoHan SHENG YunHe ZHENG ZhuJun 《Science China Mathematics》 SCIE 2012年第8期1655-1668,共14页
In this paper,we give the notion of derivations of Lie 2-algebras using explicit formulas,and construct the associated derivation Lie 3-algebra.We prove that isomorphism classes of non-abelian extensions of Lie 2-alge... In this paper,we give the notion of derivations of Lie 2-algebras using explicit formulas,and construct the associated derivation Lie 3-algebra.We prove that isomorphism classes of non-abelian extensions of Lie 2-algebras are classified by equivalence classes of morphisms from a Lie 2-algebra to a derivation Lie 3-algebra. 展开更多
关键词 derivations of Lie 2-algebras derivation Lie 3-algebra non-abelian extensions
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Unveiling the charge density wave inhomogeneity and pseudogap state in 1T-TiSe_2
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作者 Kai-Wen Zhang Chao-Long Yang +8 位作者 Bin Lei Pengchao Lu Xiang-Bing Li Zhen-Yu Jia Ye-Heng Song Jian Sun Xianhui Chen Jian-Xin Li Shao-Chun Li 《Science Bulletin》 SCIE EI CSCD 2018年第7期426-432,共7页
By using scanning tunneling microscopy(STM)/spectroscopy(STS), we systematically characterize the electronic structure of lightly doped 1 T-TiSe_2, and demonstrate the existence of the electronic inhomogeneity and the... By using scanning tunneling microscopy(STM)/spectroscopy(STS), we systematically characterize the electronic structure of lightly doped 1 T-TiSe_2, and demonstrate the existence of the electronic inhomogeneity and the pseudogap state. It is found that the intercalation induced lattice distortion impacts the local band structure and reduce the size of the charge density wave(CDW) gap with the persisted 2 × 2 spatial modulation. On the other hand, the delocalized doping electrons promote the formation of pseudogap. Domination by either of the two effects results in the separation of two characteristic regions in real space, exhibiting rather different electronic structures. Further doping electrons to the surface confirms that the pseudogap may be the precursor for the superconducting gap. This study suggests that the competition of local lattice distortion and the delocalized doping effect contribute to the complicated relationship between charge density wave and superconductivity for intercalated 1 T-TiSe_2. 展开更多
关键词 Charge density wave Pseudogap TiSe2 Scanning tunneling microscopy Scanning tunneling spectroscopy
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