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炭素制品在石墨化过程中的“Puffing”
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作者 张松威 张云峰 《炭素技术》 CAS CSCD 2008年第6期48-49,58,共3页
炭素制品在石墨化过程中时常会出现导致大量裂纹废品的"Puffing"现象,严重影响了产品的质量,本文旨在探讨引起"Puffing"现象的因素、产生机理以及介绍几种在石墨制品生产过程中已经被广泛采用的抑制、减少该现象产... 炭素制品在石墨化过程中时常会出现导致大量裂纹废品的"Puffing"现象,严重影响了产品的质量,本文旨在探讨引起"Puffing"现象的因素、产生机理以及介绍几种在石墨制品生产过程中已经被广泛采用的抑制、减少该现象产生的有效措施,以提高石墨制品的质量及成品率指标。 展开更多
关键词 炭素制品 石墨化 puffing
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Temperature Simulation of Berry Slices Under Microwave Vacuum Puffing Conditions 被引量:1
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作者 Liu Hai-jun Lin Zhen +3 位作者 Zheng Xian-zhe Liu Cheng-hai Song Xiang-yu Liu Dai-ya 《Journal of Northeast Agricultural University(English Edition)》 CAS 2012年第4期75-78,共4页
In order to study the temperature simulation of berry slices in microwave vacuum puffing process, numerical simulation method was used to simulate the temperature in different time according to theoretical calculation... In order to study the temperature simulation of berry slices in microwave vacuum puffing process, numerical simulation method was used to simulate the temperature in different time according to theoretical calculation result and the deviation had been verificated throughout the experiment. The better uniform of temperature between experiment and simulation could be concluded except in the period of rapid temperature increase. The temperature reached the high point of 130.25℃ in the middle point of slices at 100 s, while the temperature was over 50℃ in external parts of slices for the reason of thermal diffusion. Conclusions could be drawn that the model was effective and numerical analysis could simulate the temperature simulation for berry leather in microwave vacuum puffing process. 展开更多
关键词 microwave vacuum puffing SIMULATION TEMPERATURE RASPBERRY
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Analysis of the Gas Puffing Performance for Improving the Repeatability of Ohmic Discharges in the SUNIST Spherical Tokamak 被引量:1
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作者 谢会乔 谭熠 +2 位作者 柯锐 王文浩 高喆 《Plasma Science and Technology》 SCIE EI CAS CSCD 2014年第8期732-737,共6页
The gas puffing performance plays a key role in repeatable discharges in the Sino- UNited Spherical Tokamak (SUNIST) experiments. In this paper, temporal evolution of the gas pressure in the vacuum vessel and the de... The gas puffing performance plays a key role in repeatable discharges in the Sino- UNited Spherical Tokamak (SUNIST) experiments. In this paper, temporal evolution of the gas pressure in the vacuum vessel and the dependence of the repeatability of plasma discharges on different timing arrangements between the gas puffing pulse and the Ohmic field have been experimentally investigated. The results show that, after a fast rising phase, the gas pressure becomes quasi-stationary. In the regime of the discharges being started up when the gas pressure has already reached the quasi-stationary state for about 37 ms, an improved repeatability of the plasma discharges is achieved. 展开更多
关键词 gas puffing performance repeatability of plasma discharges SUNIST
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The Effect of Atmospheric Oxygen on the Puffing and Bursting Phenomena during Vegetable Oils Droplets Vaporization Process for Their Use as Biofuel in Diesel Engine 被引量:1
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作者 A. S. Zongo T. Daho +6 位作者 G. Vaitilingom B. Piriou J. Valette C. Caillol B. G. Segda P. Higelin J. Koulidiati 《Energy and Power Engineering》 2018年第12期518-533,共16页
The past literature on the use of vegetable oils as fuel in diesel engine revealed that utilizing vegetable oil fuels in diesel engines may require property changes in the oil or perhaps, some minor engine modificatio... The past literature on the use of vegetable oils as fuel in diesel engine revealed that utilizing vegetable oil fuels in diesel engines may require property changes in the oil or perhaps, some minor engine modifications or operating changes. This study was conducted to search for the effect of atmospheric oxygen on the puffing and bursting phenomena that occur during vegetable oils droplet vaporization process in their use as fuel in diesel engine. The fiber-suspended droplet technique was used, and the normalized square droplet diameter as well as the temperature evolution vicinity the droplet was analyzed. The results show that puffing and bursting phenomena highly depend on oxygen. In presence of atmospheric oxygen, there is an increase of the puffing and bursting intensity and therefore the evaporation rate of the vegetable oil droplets, but in an inert environment or when the environment is oxygen-depleted puffing and bursting phenomena disappearing and make place of a series of explosions with lower magnitude. The lack of oxygen reduces the thermal degradation, polymerization and oxidation reactions and consequently the vaporization rate of vegetable oils droplets;and could therefore lead to the formation of deposits in the form of polymers. This is unsuitable for their use as a fuel in diesel engines. It can also be concluded that atmospheric oxygen has some positive effects on engine performance and emissions when operating with vegetable oil. These results help to address the challenge for the use of alternative fuels such as non-edible vegetable oils. 展开更多
关键词 puffing BURSTING Oxygen Nitrogen LINSEED Oil VAPORIZATION Engine Energy
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OEDGE modeling of plasma contamination efficiency of Ar puffing from different divertor locations in EAST
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作者 张鹏飞 张凌 +14 位作者 吴振伟 许棕 高伟 王亮 杨清泉 许吉禅 刘建斌 屈浩 刘永 黄娟 吴成瑞 侯玉梅 金钊 J D ELDER 郭后扬 《Plasma Science and Technology》 SCIE EI CAS CSCD 2018年第4期121-126,共6页
Modeling with OEDGE was carried out to assess the initial and long-term plasma contamination efficiency of Ar puffing from different divertor locations, i.e. the inner divertor, the outer divertor and the dome, in the... Modeling with OEDGE was carried out to assess the initial and long-term plasma contamination efficiency of Ar puffing from different divertor locations, i.e. the inner divertor, the outer divertor and the dome, in the EAST superconducting tokamak for typical ohmic plasma conditions. It was found that the initial Ar contamination efficiency is dependent on the local plasma conditions at the different gas puff locations. However, it quickly approaches a similar steady state value for Ar recycling efficiency >0.9. OEDGE modeling shows that the final equilibrium Ar contamination efficiency is significantly lower for the more closed lower divertor than that for the upper divertor. 展开更多
关键词 DIVERTOR Ar puffing impurity transport OEDGE EAST
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Divertor Experiments with MBI and Strong Gas Puffing on HL-2A
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作者 段旭如 丁玄同 +18 位作者 杨青巍 严龙文 姚良骅 洪文玉 宣伟民 刘德权 陈燎原 宋显明 张锦华 曹曾 崔正英 李伟 刘仪 潘宇东 潘莉 郑银甲 周艳 毛维成 刘永 《Plasma Science and Technology》 SCIE EI CAS CSCD 2006年第1期19-23,共5页
In the HL-2A 2004 experiment campaign, pulsed molecular beam injection (MBI) and strong hydrogen gas puffing under the divertor configuration were used for gas fueling. The experimental results show that the MBI of ... In the HL-2A 2004 experiment campaign, pulsed molecular beam injection (MBI) and strong hydrogen gas puffing under the divertor configuration were used for gas fueling. The experimental results show that the MBI of hydrogen can reduce the heat flux to the divertor target plate. The electron temperature measured by the Langmuir probe array decreases significantly during the injection of the molecular beam whereas the electron density increases. This indicates that the plasma pressure near the target plates tends to be constant at a new equilibrium level. In the divertor plasmas with strong hydrogen gas puffing a high plasma density up to 4.4 × 10^19 m^-3 was achieved. In addition, a phenomenon similar to the partially detached divertor regime was observed, which is being studied in open divertor tokamaks such as DIII-D to reduce the peak heat flux on the target plates near the separatrix. After a strong gas puffing the electron temperature measured on the outer divertor target plate near the separatrix decreases till below 5 eV or even lower, but that of the farther outer divertor target plate does not change obviously; and the CIII and the Ha emissions at the plasma edge decrease as expected, but the Ha emission near the Xpoint increases. These results reflects some interesting characteristics, which needs to be studied by further modeling and experiments. 展开更多
关键词 DIVERTOR molecular beam injection gas puffing plasma
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Analysis of Process of Microwave Puffing Blueberry Snacks
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作者 Zheng Xian-zhe Chen Kai-di +4 位作者 Su Xiao-lin Liu Han Xu Hao Wang Xiao-rui Han Ling-yu 《Journal of Northeast Agricultural University(English Edition)》 CAS 2018年第1期62-69,共8页
In order to reveal the mechanism of microwave puffing berry snack, a center combination experiment method was employed to explore the puffing process of blueberry snacks. Blueberry as the raw material, the microwave p... In order to reveal the mechanism of microwave puffing berry snack, a center combination experiment method was employed to explore the puffing process of blueberry snacks. Blueberry as the raw material, the microwave power, initial moisture content, puffing time and mass were employed as experimental factors. The pressure, temperature, amount of water vapor and puffing properties in terms of the volume, hardness and brittleness were employed as target parameters. The higher microwave intensity and initial moisture content resulted in the more amount of water vapor in the snacks and more holes in the appropriate puffing time. The shape and structure of the snacks tended to be stable with the removal of moisture. 展开更多
关键词 BLUEBERRY MICROWAVE puffing SNACK PRESSURE
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Simulation Study for Divertor Geometry and Gas Puffing to Handle Huge Exhaust Power in HL-2M with SOLPS5.0
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作者 崔学武 潘宇东 +2 位作者 李佳鲜 张锦华 毛瑞 《Plasma Science and Technology》 SCIE EI CAS CSCD 2013年第6期489-492,共4页
One of the critical issues to be solved for HL-2M is the power exhaust.Divertor target plate geometry strongly influences the plasma profiles by controlling the neutral recycling pattern,which in turn has a strong eff... One of the critical issues to be solved for HL-2M is the power exhaust.Divertor target plate geometry strongly influences the plasma profiles by controlling the neutral recycling pattern,which in turn has a strong effect on the symmetry and stability of the divertor plasma and finally on the whole edge region.The numerical simulation SOLPS5.0 package is used to design and explore the divertor target plates for HL-2M.We start with the choice of a proper target plate geometry,which has a smaller incidence angle in the permissible space,and then discuss the method of gas puffing to reduce the heat flux density on the target and the effects of gas puffing on the divertor plasma performance. 展开更多
关键词 SOLPS5.0 numerical simulation gas puffing
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Design of the Pumping Stations and the Gas Puffing Systems for the Superconducting Tokamak HT-7U
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作者 辜学茂 王小明 +5 位作者 秦品建 杨道文 胡建生 罗南昌 李生发 李高云 《Plasma Science and Technology》 SCIE EI CAS CSCD 2000年第6期557-563,共7页
The design of the pumping stations and the gas injection systems for the inner Chamber and the cryostat on HT-7U superconducting tokamak is described in this paper.
关键词 Design of the Pumping Stations and the Gas puffing Systems for the Superconducting Tokamak HT-7U HT
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Fault diagnosis system for puffing machine with Bayesian-optimized convolutional neural network and multi-head attention based on multi-source fusion
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作者 Daolong HONG Fuping ZHANG +5 位作者 Hua LI Feiteng XIA Yue SHEN Xiche ZHANG Xuebin FENG Yongjian WANG 《Frontiers of Agricultural Science and Engineering》 2025年第4期837-856,共20页
Due to its high-temperature and high-pressure operating environment,food/feed puffing machines are prone to faults such as cavity blockage and cutter wear.This paper presents the design of a fault diagnosis system for... Due to its high-temperature and high-pressure operating environment,food/feed puffing machines are prone to faults such as cavity blockage and cutter wear.This paper presents the design of a fault diagnosis system for puffing machines(food/feed processing equipment that expands or puffs agricultural products),based on a convolutional neural network and a multi-head attention mechanism model,which incorporates Bayesian optimization.The system combines multi-source information fusion,capturing patterns and characteristics associated with fault states by monitoring various sources of information,such as temperature,noise signals,main motor current and vibration signals from key components.Hyperparameters are optimized through Bayesian optimization to obtain the optimal parameter model.The integration of convolutional neural networks and multi-head attention mechanisms enables the simultaneous capture of both local and global information,thereby enhancing data comprehension.Experimental results demonstrate that the system successfully diagnoses puffing machine faults,achieving an average recognition accuracy of 98.8%across various operating conditions,highlighting its high accuracy,generalization ability and robustness. 展开更多
关键词 puffing machine fault diagnosis Bayesian optimization convolutional neural network multi-head attention
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基于PUF的TPM架构设计与应用研究
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作者 施江勇 高志远 +4 位作者 刘天祎 刘威 郭振斌 张咏鼎 李少青 《计算机工程与科学》 北大核心 2026年第1期51-60,共10页
现有的可信平台模块TPM主要依赖单一RSA公私钥对作为安全的可信根基础,该RSA密钥对固定不变地存储于TPM芯片中。因此,此种设计架构可能使得系统面临着物理分析与侧信道分析等物理层面攻击的威胁,进而导致系统的安全性难以得到有效保障... 现有的可信平台模块TPM主要依赖单一RSA公私钥对作为安全的可信根基础,该RSA密钥对固定不变地存储于TPM芯片中。因此,此种设计架构可能使得系统面临着物理分析与侧信道分析等物理层面攻击的威胁,进而导致系统的安全性难以得到有效保障。为此,提出采用物理不可克隆函数PUF作为可信根,利用PUF具有的物理不可篡改性、随机性和不可预测性等安全特性,设计并实现了基于PUF的TPM架构。此外,还针对现有研究中密钥生成算法存在的安全漏洞以及认证机制的不完善等问题进行了有效的改进,并将改进后的设计应用于可信启动验证及固件的安全更新中,从而有效提升了可信计算环境面临安全威胁的防御能力。通过BAN逻辑和协议自动化验证工具AVISPA对所提协议的安全性进行了深入分析,并在Zynq^(TM)7000系列开发板上实现了可信启动的相关实验,结果表明了所提出的方法可增强密钥生成算法的安全性,并有效降低了对引导程序和固件更新数据进行篡改等攻击的威胁。性能评估结果显示,所提协议整个认证过程平均时长仅0.06 s,展现出了其在性能上的优越性。 展开更多
关键词 加解密 PUF 可信启动 固件更新 认证协议
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Influences of microwave vacuum puffing conditions on anthocyanin content of raspberry snack 被引量:6
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作者 Mu Yanqiu Zhao Xinhuai +2 位作者 Liu Bingxin Liu Chenghai Zheng Xianzhe 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2013年第3期80-87,共8页
Microwave technology is fit for the processing of berry products,but it may affect nutrition components of berry fruit.To improve the nutritional value of the berry products,the influences of microwave vacuum puffing ... Microwave technology is fit for the processing of berry products,but it may affect nutrition components of berry fruit.To improve the nutritional value of the berry products,the influences of microwave vacuum puffing conditions on the anthocyanin content of raspberry snack were investigated using central composite experiments.Results indicated that vacuum pressure had the most significant effect on the anthocyanins of berry snack,followed by the puffing time,microwave power,and initial moisture content.The interaction between microwave power and puffing time on the anthocyanins was extremely significant.Under microwave power of 2.68 kW and the puffing time of 81.00 s,the anthocyanin content of raspberry snack was retained at high level.The results can provide some technological basis for the berry fruit products processed with high quality. 展开更多
关键词 raspberry snack microwave vacuum puffing processing condition anthocyanin content ABSORBANCE
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PUF60在子宫内膜癌肉瘤中的表达与分析
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作者 卢文玄 秦海霞 《医学信息》 2026年第4期7-11,共5页
目的利用生物信息学方法,探究PUF60在子宫内膜癌肉瘤中的表达水平及其生物学功能,明确其在子宫内膜癌肉瘤发生发展过程中的作用及潜在机制。方法利用GEPIA2数据库筛选子宫内膜癌肉瘤中的PUF60差异表达情况,并通过箱体图分析差异显著性,... 目的利用生物信息学方法,探究PUF60在子宫内膜癌肉瘤中的表达水平及其生物学功能,明确其在子宫内膜癌肉瘤发生发展过程中的作用及潜在机制。方法利用GEPIA2数据库筛选子宫内膜癌肉瘤中的PUF60差异表达情况,并通过箱体图分析差异显著性,绘制生存曲线图。通过cBioPortal数据库获取与PUF60共表达的基因集,经String数据库标准化校正后,建立共表达网络。对获得的PUF60共表达的基因集,通过DAVID数据库进行GO功能和KEGG通路富集分析。结果PUF60在子宫内膜癌肉瘤中的表达存在显著的统计学差异。通过共表达分析,确定了90个与PUF60存在共表达关系的基因,并且发现PUF60高表达的患者预后相对较差。GO功能富集分析显示,存在43个与PUF60显著相关的条目(P<0.01);KEGG通路分析则识别出10条与PUF60相关的关键信号通路(P<0.01)。结论PUF60表达异常不仅与子宫内膜癌肉瘤发生相关,还对患者预后有显著影响,同时参与调控多个重要生物学功能和关键信号通路,为将PUF60作为子宫内膜癌肉瘤的治疗靶点提供了坚实的理论基础和依据。 展开更多
关键词 PUF60 子宫内膜癌肉瘤 生物信息学 预后
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Puffing Their Best Feet Forward
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作者 YAN WEI 《Beijing Review》 2008年第21期32-33,共2页
Foreign diplomats in Beijing hit the road in a solidarity fun run for the Olympics It was a day out of the office for Philippe le Gall.Clad in a baggy white T-shirt and black miming shorts,the Seychelles’ ambassador ... Foreign diplomats in Beijing hit the road in a solidarity fun run for the Olympics It was a day out of the office for Philippe le Gall.Clad in a baggy white T-shirt and black miming shorts,the Seychelles’ ambassador to China looked ready for action. Le Gall was running a 1-kin race in a villa complex in northeast Beijing,where the Slovenian Embassy is located.The race, hosted by the embassy on April 26,104 days before the opening of the Beijing Olympics, attracted diplomats from about 50 countries. Its theme was"diplomats running for peace and friendship." 展开更多
关键词 puffing Their Best Feet Forward
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Puffing quaternary FexCoyNi1-x-yP nanoarray via kinetically controlled alkaline etching for robust overall water splitting 被引量:9
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作者 Haiqing Wang Xiaowei Zhang +5 位作者 Jingang Wang Huiling Liu Shuxian Hu Weijia Zhou Hong Liu Xun Wang 《Science China Materials》 SCIE EI CSCD 2020年第6期1054-1064,共11页
Designing and constructing bifunctional electrocatalysts with high efficiency,high stability and low cost for overall water splitting to produce clean hydrogen fuel is attractive but highly challenging.Here we constru... Designing and constructing bifunctional electrocatalysts with high efficiency,high stability and low cost for overall water splitting to produce clean hydrogen fuel is attractive but highly challenging.Here we constructed puffed quaternary FexCoyNi1-x-yP nanoarrays as bifunctional electrodes for robust overall water splitting.The iron was used as the modulator to manipulate the electron density of NiCoP nanoarray,which could increase the positive charges of metal(Ni and Co)and P sites.The resultant electronic structure of FexCoyNi1-x-yP was supposed to balance the adsorption and desorption of H and accelerate the oxygen evolution reaction(OER)kinetics.Moreover,the morphological structure of FexCoyNi1-x-yP was modulated through the kinetically controlled alkaline etching by using the amphoteric features of initial FeCoNi hydroxide nanowires.The resultant puffed structure has rich porosity,cavity and defects,which benefit the exposure of more active sites and the transport of mass/charge.As a result,the cell integrated with the puffed quaternary FexCoyNi1-x-yP nanoarrays as both the cathode and anode only requires the overpotentials of 25 and 230 mV for hydrogen evolution reaction(HER)and OER at the current density of 10 mA cm^-2 in alkaline media and a cell voltage of 1.48 V to drive the overall water splitting.Moreover,the puffed FexCoyNi1-x-yP demonstrates remarkable durability for continuous electrolysis even at a large current density of 240 mA cm^-2. 展开更多
关键词 puffed nanoarray morphology control alkaline etching ELECTROCATALYSIS water splitting
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基于PUF的轻量级双向身份认证密钥协商协议
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作者 黄朝阳 陈金木 陈少英 《沈阳工程学院学报(自然科学版)》 2025年第2期68-77,共10页
为解决移动边缘计算环境下智能家居设备在信息传输过程中的网络攻击和个人信息泄露问题,提出一种轻量级的双向身份认证密钥协商协议来匹配资源受限的环境。该认证协议引入高熵随机数,糅合PUF技术、哈希函数和生物特征认证等多种安全认... 为解决移动边缘计算环境下智能家居设备在信息传输过程中的网络攻击和个人信息泄露问题,提出一种轻量级的双向身份认证密钥协商协议来匹配资源受限的环境。该认证协议引入高熵随机数,糅合PUF技术、哈希函数和生物特征认证等多种安全认证要素,在双向认证及密钥协商过程中采用挑战/应答的三次握手。经BAN逻辑分析和第三方的评估指标分析,证明该认证协议的安全性能。该协议实现双向认证所需通信带宽约为1 280 bits,通信总轮数为3次,期间仅需执行1次PUF、1次Gen、2次Rep和22次哈希运算。与其他相关认证协议相比较,该协议展现出更好的安全性和更高的效率。 展开更多
关键词 PUF 哈希函数 生物特征认证 密钥协商 双向认证
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面向无线体域网的轻量级PUF认证协议
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作者 陈金木 黄朝阳 《武夷学院学报》 2025年第6期17-24,共8页
无线体域网(WBAN)在医疗健康监测等领域应用广泛,但其设备资源受限,传统认证协议难以满足其需求。提出一种基于物理不可克隆函数(PUF)的轻量级认证协议,以提升WBAN的安全性和能效。该协议利用PUF的唯一性和不可克隆性,实现了高效的身份... 无线体域网(WBAN)在医疗健康监测等领域应用广泛,但其设备资源受限,传统认证协议难以满足其需求。提出一种基于物理不可克隆函数(PUF)的轻量级认证协议,以提升WBAN的安全性和能效。该协议利用PUF的唯一性和不可克隆性,实现了高效的身份认证和数据完整性验证,有效防止重放攻击和伪造攻击。通过形式化验证和仿真实验,对协议的安全性和性能进行了评估。实验结果表明,该协议在保证安全性的同时,显著降低了计算和通信开销,适用于资源受限的WBAN环境。 展开更多
关键词 无线体域网(WBAN) 物理不可克隆函数(PUF) 轻量级认证协议 安全性
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低压配电负荷控制终端芯片安全性提升方法 被引量:3
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作者 顾衍璋 郑雅文 +2 位作者 阳浩 雷一勇 蔡田田 《智慧电力》 北大核心 2025年第7期92-99,共8页
针对低压配电终端芯片存在的内生安全防护不足与量化评估模型缺失问题,提出一种融合安全域指标体系与能力成熟度模型的协同评估框架。基于物理不可克隆函数(PUF)、信任链构建、地址加扰等防护技术,系统性消除芯片在启动验证、通信加密... 针对低压配电终端芯片存在的内生安全防护不足与量化评估模型缺失问题,提出一种融合安全域指标体系与能力成熟度模型的协同评估框架。基于物理不可克隆函数(PUF)、信任链构建、地址加扰等防护技术,系统性消除芯片在启动验证、通信加密及存储环节的安全风险。该模型可量化评估芯片安全等级,提升终端主动防御能力,对智能配电网设备安全防护具有推广价值。 展开更多
关键词 安全评估模型 PUF 信任链 地址加扰
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MS PUF:抗机器学习建模攻击的多维协同强PUF设计
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作者 左欣怡 马双宝 +3 位作者 李少青 王振宇 刘威 张洋 《计算机工程》 北大核心 2025年第8期62-73,共12页
物理不可克隆函数(PUF)在资源受限的信息安全领域起着至关重要的作用,然而广泛使用的仲裁器PUF(APUF)及其变体因结构简单和防御维度单一,面临机器学习建模攻击的威胁,同时具有高防御能力的PUF设计通常伴随着较高的硬件成本。为应对这些... 物理不可克隆函数(PUF)在资源受限的信息安全领域起着至关重要的作用,然而广泛使用的仲裁器PUF(APUF)及其变体因结构简单和防御维度单一,面临机器学习建模攻击的威胁,同时具有高防御能力的PUF设计通常伴随着较高的硬件成本。为应对这些挑战,提出一种新型的多维协同PUF(MS PUF)设计,旨在平衡强大的抗建模攻击能力和低硬件开销。该设计以APUF为基础,融合了弱PUF、线性反馈移位寄存器(LFSR)和多路复用器(MUX),通过异或操作混淆输入信号并动态控制MUX输出,增强了PUF响应的安全性和不可预测性。在此设计中,MUX的输出有两种选择:一是直接采用弱PUF序列,二是通过分组异或处理并采用由弱PUF初始化的LFSR生成的序列。此外,MS PUF通过引入逐层异或混淆机制,构筑了一个多层次、多维度的协同安全防御策略。实验结果表明,MS PUF在均匀性、唯一性和可靠性等关键性能指标上表现优异,且硬件开销低,在防御逻辑回归(LR)、支持向量机(SVM)、人工神经网络(ANN)、卷积神经网络(CNN)以及全连接长短时记忆(FC-LSTM)网络等多种机器学习建模攻击时,MS PUF的预测准确率均接近50%,展示了出色的防御能力。 展开更多
关键词 仲裁器物理不可克隆函数 机器学习建模攻击 硬件开销 多维协同PUF 逐层异或混淆机制
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基于DMCM-APUF的抗建模攻击轻量级认证协议分析与设计
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作者 孔德涵 范文兵 +2 位作者 常正泰 艾璐琳 李中喜 《计算机应用与软件》 北大核心 2025年第5期365-371,共7页
针对物联网设备认证过程中存在抗建模攻击能力与认证协议开销的平衡问题,提出一种基于DMCM-APUF(Dual Mode Configurable Mixer Arbiter Physical Unclonable Function)的抗建模攻击轻量级认证协议。利用DMCM的混淆模式(DMCM-O)对原始... 针对物联网设备认证过程中存在抗建模攻击能力与认证协议开销的平衡问题,提出一种基于DMCM-APUF(Dual Mode Configurable Mixer Arbiter Physical Unclonable Function)的抗建模攻击轻量级认证协议。利用DMCM的混淆模式(DMCM-O)对原始激励响应进行混淆以提高APUF的抗建模攻击能力;利用DMCM的加密模式(DMCM-E)对认证信息进行加解密以实现对称加密。对DMCM-APUF进行数学建模,在DMCM-O模式下进行抗攻击分析,在DMCM-E模式下进行安全分析。实验结果表明,该认证协议具有良好的抗建模攻击能力,且节约了硬件开销。 展开更多
关键词 PUF 建模攻击 DMCM 认证协议
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