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基于安全联邦蒸馏GAN的工业CPS协作入侵检测系统
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作者 梁俊威 杨耿 +1 位作者 马懋德 Muhammad Sadiq 《通信学报》 EI CSCD 北大核心 2023年第12期230-244,共15页
针对敏感信息保密必要性导致的数据孤岛问题,提出了一种适用于工业信息物理系统(CPS)的安全协作入侵检测系统(PFD-GAN)。具体来说,首先通过融入Wasserstein距离和标签条件,改进外部分类器生成对抗网络(EC-GAN),构建了一种新型半监督入... 针对敏感信息保密必要性导致的数据孤岛问题,提出了一种适用于工业信息物理系统(CPS)的安全协作入侵检测系统(PFD-GAN)。具体来说,首先通过融入Wasserstein距离和标签条件,改进外部分类器生成对抗网络(EC-GAN),构建了一种新型半监督入侵检测模型,以产生能够实用的生成数据来增强分类性能。同时,在改进EC-GAN的训练中,融合本地差分隐私技术,防止敏感信息的泄露、保障协作过程的隐私安全。此外,设计了基于去中心化联邦蒸馏的协作方式,允许多个工业CPS共同构建一个综合的入侵检测系统,以识别整个网络系统下的威胁,而无须共享统一的模板模型。对真实工业CPS数据集的实验评估和理论分析表明,PFD-GAN可以在免受隐私泄露风险的同时,高效地检测针对工业CPS的各种类型攻击。 展开更多
关键词 入侵检测系统 信息物理系统 生成对抗网络 本地差分隐私 去中心化联邦蒸馏
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一种正交反向学习萤火虫算法 被引量:13
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作者 周凌云 丁立新 +1 位作者 马懋德 唐菀 《电子与信息学报》 EI CSCD 北大核心 2019年第1期202-209,共8页
针对萤火虫算法求解复杂优化问题时收敛精度较低的问题,该文提出一种正交反向学习策略,嵌入萤火虫算法,得到一种正交反向学习萤火虫算法。正交反向学习策略中,采用重心反向计算,利用群体搜索经验的同时避免搜索依赖坐标;采用正交试验设... 针对萤火虫算法求解复杂优化问题时收敛精度较低的问题,该文提出一种正交反向学习策略,嵌入萤火虫算法,得到一种正交反向学习萤火虫算法。正交反向学习策略中,采用重心反向计算,利用群体搜索经验的同时避免搜索依赖坐标;采用正交试验设计,构建部分维上取反向值的正交反向候选解,充分挖掘个体和反向个体在不同维度上的有利信息。在标准测试集上进行验证,实验结果说明了正交反向学习策略的有效性。与多种新近的改进萤火虫算法相比,该算法在大多数函数上获得更高的求解精度。 展开更多
关键词 萤火虫算法 反向学习 优化 正交试验设计 收敛精度
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Decoding of QOSTBC Concatenates BCH Code Based on Parallel Interference Cancellation
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作者 闫正航 杨宇航 +1 位作者 ma maode LU Yilong 《Journal of Donghua University(English Edition)》 EI CAS 2011年第3期267-270,共4页
It has been shown that quasi orthogonal space time block code (QOSTBC) can achieve high transmission rate with partial diversity. In this paper, a QOSTBC concatenating Bose-Chaudhuri-Hocquenghem (BCH) code structure i... It has been shown that quasi orthogonal space time block code (QOSTBC) can achieve high transmission rate with partial diversity. In this paper, a QOSTBC concatenating Bose-Chaudhuri-Hocquenghem (BCH) code structure is presented. At the receiver, pairwise detection and error correction are first implemented. The decoded data are regrouped. Parallel interference cancellation (PIC) and dual orthogonal space time block code (OSTBC) decoding are deployed to the regrouped data. The pure concatenated scheme is shown to have higher diversity order and better error performance at high signal-to-noise ratio (SNR) scenario than both QOSTBC and OSTBC schemes. The PIC and dual OSTBC decoding algorithm can further obtain approximate 1.2 dB gains than the pure concatenated scheme at 10-6 bit error probability. 展开更多
关键词 OSTBC QOSTBC BCH code PIC
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Power savings in software defined data center networks via modified hybrid genetic algorithm 被引量:2
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作者 Xie Kun Huang Xiaohong +1 位作者 ma maode Zhang Pei 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2017年第4期76-86,共11页
In modern data centers, power consumed by network is an observable portion of the total energy budget and thus improving the energy efficiency of data center networks (DCNs) truly matters. One effective way for this... In modern data centers, power consumed by network is an observable portion of the total energy budget and thus improving the energy efficiency of data center networks (DCNs) truly matters. One effective way for this energy efficiency is to make the size of DCNs elastic along with traffic demands by flow consolidation and bandwidth scheduling, i.e., turning off unnecessary network components to reduce the power consumption. Meanwhile, having the instinct support for data center management, software defined networking (SDN) provides a paradigm to elastically control the resources of DCNs. To achieve such power savings, most of the prior efforts just adopt simple greedy heuristic to reduce computational complexity. However, due to the inherent problem of greedy algorithm, a good-enough optimization cannot be always guaranteed. To address this problem, a modified hybrid genetic algorithm (MHGA) is employed to improve the solution's accuracy, and the fine-grained routing function of SDN is fully leveraged. The simulation results show that more efficient power management can be achieved than the previous studies, by increasing about 5% of network energy savings. 展开更多
关键词 data center networks energy efficiency soltware defined networking elastic topology genetic algorithm
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Packet delay analysis on IEEE 802.11 DCF under finite load traffic in multi-hop ad hoc networks 被引量:2
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作者 DONG LinFang SHU YanTai +1 位作者 CHEN HaiMing ma maode 《Science in China(Series F)》 2008年第4期408-416,共9页
In this paper, the average packet delay on IEEE 802.11 DCF under finite load traffic in multi-hop ad hoc networks is analyzed. We employ a Markov chain model to analyze the probability of transmission at each node in ... In this paper, the average packet delay on IEEE 802.11 DCF under finite load traffic in multi-hop ad hoc networks is analyzed. We employ a Markov chain model to analyze the probability of transmission at each node in an arbitrary slot and derive the channel access delay. We model each node using an M/G/1 queue and derive the queueing delay. The model is extended from analyzing the single-hop average packet delay to evaluating the end-to-end packet delay in multi-hop ad hoc networks without assuming the traffic to be in a saturation state. To validate our analytic results, we have done extensive simulation. The analytic and the simulation results match very well. 展开更多
关键词 IEEE 802.11 DCF packet delay MULTI-HOP finite load
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Dynamic admission control in hybrid QoS networks with WiFi access
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作者 SHU Yantai FENG Huifang +1 位作者 WANG Hua ma maode 《Science in China(Series F)》 2006年第4期409-420,共12页
Providing quality of service (QoS) guarantees for multimedia applications over Hybrid networks by wired and wireless LANs is rapidly becoming an important issue. In order to protect the high priority traffic flows a... Providing quality of service (QoS) guarantees for multimedia applications over Hybrid networks by wired and wireless LANs is rapidly becoming an important issue. In order to protect the high priority traffic flows and improve network performance in a heavy-loaded network, a new dynamic admission control algorithm is proposed in this paper. We firstly propose a method to fit the fractional autoregressive integrated moving average (FARIMA) models to four actual wireless traffic traces and a traffic prediction based on the upper probability limit. Our experiments show that the one-step forecasts based on the FARIMA models are better than those based on autoregressive integrated moving average (ARIMA) models. We also propose a prediction-based admission control algorithm in hybrid QoS networks with WiFi access using the FARIMA models. The comprehensive simulation experiments are performed to verify the effectiveness of the proposed admission control algorithm. 展开更多
关键词 FARIMA prediction-based admission control QOS WiFi.
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