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Breaking the scalability and monolithic shaping barriers with a solid-state hot-pressing strategy for COFs
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作者 Xia Li Zhenjie Zhang 《Science China Materials》 2026年第3期1808-1809,共2页
Covalent organic frameworks(COFs)are an emerging class of porous crystalline materials formed by the precise assembly of organic molecular building blocks into extended periodic structures via strong covalent bonds.Th... Covalent organic frameworks(COFs)are an emerging class of porous crystalline materials formed by the precise assembly of organic molecular building blocks into extended periodic structures via strong covalent bonds.They feature well-defined pore structure,high specific surface area,and tunable physicochemical properties,endowing them with broad application prospects in gas storage,molecular separation. 展开更多
关键词 strong covalent bondsthey gas storagemolecular separation covalent organic frameworks porous crystalline materials solid state hot pressing assembly organic molecular building blocks extended periodic structures covalent organic frameworks cofs scalability
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Navigating the Blockchain Trilemma:A Review of Recent Advances and Emerging Solutions in Decentralization,Security,and Scalability Optimization
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作者 Saha Reno Koushik Roy 《Computers, Materials & Continua》 2025年第8期2061-2119,共59页
The blockchain trilemma—balancing decentralization,security,and scalability—remains a critical challenge in distributed ledger technology.Despite significant advancements,achieving all three attributes simultaneousl... The blockchain trilemma—balancing decentralization,security,and scalability—remains a critical challenge in distributed ledger technology.Despite significant advancements,achieving all three attributes simultaneously continues to elude most blockchain systems,often forcing trade-offs that limit their real-world applicability.This review paper synthesizes current research efforts aimed at resolving the trilemma,focusing on innovative consensus mechanisms,sharding techniques,layer-2 protocols,and hybrid architectural models.We critically analyze recent breakthroughs,including Directed Acyclic Graph(DAG)-based structures,cross-chain interoperability frameworks,and zero-knowledge proof(ZKP)enhancements,which aimto reconcile scalability with robust security and decentralization.Furthermore,we evaluate the trade-offs inherent in these approaches,highlighting their practical implications for enterprise adoption,decentralized finance(DeFi),and Web3 ecosystems.By mapping the evolving landscape of solutions,this review identifies gaps in currentmethodologies and proposes future research directions,such as adaptive consensus algorithms and artificial intelligence-driven(AI-driven)governance models.Our analysis underscores that while no universal solution exists,interdisciplinary innovations are progressively narrowing the trilemma’s constraints,paving the way for next-generation blockchain infrastructures. 展开更多
关键词 Blockchain trilemma scalability DECENTRALIZATION SECURITY consensus algorithms sharding layer-2 solutions DAG-based architectures cross-chain interoperability blockchain optimization
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AI驱动的网络功能虚拟化:下一代网络的自动化与弹性扩展
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作者 梁桂才 李玉荣 《通信与信息技术》 2026年第1期125-131,共7页
提出一种基于人工智能(AI)的网络功能虚拟化(NFV)架构,以提升网络管理的自动化、弹性和智能化水平。通过集成深度学习和强化学习算法,AI驱动的NFV实现了动态资源分配、实时流量预测和智能故障恢复。实验结果表明,相较于传统NFV,AI驱动... 提出一种基于人工智能(AI)的网络功能虚拟化(NFV)架构,以提升网络管理的自动化、弹性和智能化水平。通过集成深度学习和强化学习算法,AI驱动的NFV实现了动态资源分配、实时流量预测和智能故障恢复。实验结果表明,相较于传统NFV,AI驱动架构在资源利用率上提升了20%、系统响应时间减少了30%、网络吞吐量提高了25%、丢包率降低了15%、服务质量(QoS)提升了10%及故障恢复时间缩短了30%。消融实验验证了各AI组件的有效性。研究还探讨了该架构在5G/6G、智能边缘计算和云网络中的应用潜力,展示了其优化网络性能和管理效率的显著优势。尽管面临训练数据需求和算法复杂度等挑战,研究表明AI驱动NFV在未来网络中具有广阔的应用前景。 展开更多
关键词 AI 网络功能虚拟化 自动化 弹性扩展
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开放环境下无监督跨模态概念自动提取
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作者 海峻嘉 景丽萍 +1 位作者 刘华锋 于剑 《计算机科学与探索》 北大核心 2026年第1期154-168,共15页
随着机器学习模型的复杂性不断增加,对其决策过程的可解释性需求也日益增长。概念学习作为一种能够提升模型透明度和可理解性的手段,在机器学习领域变得越来越重要,通过概念来帮助解释大语言模型等黑盒模型的推理过程也随之发展,如何准... 随着机器学习模型的复杂性不断增加,对其决策过程的可解释性需求也日益增长。概念学习作为一种能够提升模型透明度和可理解性的手段,在机器学习领域变得越来越重要,通过概念来帮助解释大语言模型等黑盒模型的推理过程也随之发展,如何准确、自动地提取概念是在这一解释过程中最为关键的一环。针对现有的概念提取方法中存在的依赖人工标注、粒度不一致、扩展性差等问题,设计了一套跨模态视觉概念自动提取框架。基于多模态大模型的问询方式,实现了图像中目标对象的自动提取,并通过CLIP模型和目标检测模型实现了区域对应机制,提高了提取的准确性。采用基于文本分割的大语言模型来提取目标对象的属性和关系,确保了概念与数据的一致性。引入ConceptNet概念网络扩展了提取到的概念的语义信息,增强了框架的灵活性和适用性。通过实现这些技术,展示了该框架在三种不同场景下的实际应用效果,证明了其在提升概念提取效率和准确性以及可扩展性方面的潜力。 展开更多
关键词 大语言模型 可解释性 概念提取 自动化 可扩展性
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区块链状态分片技术综述
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作者 苏琳萱 张晓 +3 位作者 于锦阳 何赫烺 王锦江 黄志杰 《软件学报》 北大核心 2026年第1期139-156,共18页
区块链通过全副本机制和共识协议,在不依赖可信第三方机构的情况下,保证了数据的安全性与一致性.然而,这种设计也显著限制了系统的可扩展性.分片技术通过将区块链系统划分为多个并行工作的分片,可有效解决上述问题.其中,状态分片在各分... 区块链通过全副本机制和共识协议,在不依赖可信第三方机构的情况下,保证了数据的安全性与一致性.然而,这种设计也显著限制了系统的可扩展性.分片技术通过将区块链系统划分为多个并行工作的分片,可有效解决上述问题.其中,状态分片在各分片并行的前提下,进一步将状态数据分散存储于各分片中,显著提高系统吞吐量与存储效率.目前,状态分片面临以下问题:(1)跨分片交易涉及多个分片的协同处理,引入额外的跨分片通信和共识开销,需要提高其处理效率;(2)需要合理划分状态,降低系统跨分片交易比例并平衡各分片的工作负载;(3)动态划分和调整状态时,需要在不同分片间高效迁移状态数据.系统地梳理状态分片技术的关键问题和主流实现方法,从跨分片交易处理、状态分配和状态迁移这3个方面对比和分析现有成果的优缺点.最后,指出状态分片技术面临的问题,为未来的研究工作提供方向. 展开更多
关键词 区块链分片技术 状态分片 跨分片交易 可扩展性
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Direct Generation of an Array with 78400 Optical Tweezers Using a Single Metasurface
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作者 Yuqing Wang Yuxuan Liao +9 位作者 Tao Zhang Ye Tian Yujia Wu Wenjun Zhang Wei Zhang Yidong Huang Hui Zhai Wenlan Chen Xue Feng Zhongchi Zhang 《Chinese Physics Letters》 2026年第1期129-133,共5页
Scalability remains a major challenge in building practical fault-tolerant quantum computers.Currently,the largest number of qubits achieved across leading quantum platforms ranges from hundreds to thousands.In atom a... Scalability remains a major challenge in building practical fault-tolerant quantum computers.Currently,the largest number of qubits achieved across leading quantum platforms ranges from hundreds to thousands.In atom arrays,scalability is primarily constrained by the capacity to generate large numbers of optical tweezers,and conventional techniques using acousto-optic deflectors or spatial light modulators struggle to produce arrays much beyond∼10,000 tweezers.Moreover,these methods require additional microscope objectives to focus the light into micrometer-sized spots,which further complicates system integration and scalability.Here,we demonstrate the experimental generation of an optical tweezer array containing 280×280 spots using a metasurface,nearly an order of magnitude more than most existing systems.The metasurface leverages a large number of subwavelength phase-control pixels to engineer the wavefront of the incident light,enabling both large-scale tweezer generation and direct focusing into micron-scale spots without the need for a microscope.This result shifts the scalability bottleneck for atom arrays from the tweezer generation hardware to the available laser power.Furthermore,the array shows excellent intensity uniformity exceeding 90%,making it suitable for homogeneous single-atom loading and paving the way for trapping arrays of more than 10,000 atoms in the near future. 展开更多
关键词 quantum computing optical tweezersand quantum platforms optical tweezers atom arraysscalability atom arrays scalability spatial light modulators
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Stableδ-FA(Cs)PbI_(3)intermediate enables fabrication of large-area perovskite solar modules in ambient air
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作者 Chenyang Duan Ke Xiao +12 位作者 Yinke Wang Ye Liu Yameen Ahmed Zhentao Pang Wenjun Zhan Hongfei Sun Han Gao Haowen Luo Yuhong Zhang Xin Luo Yu Deng Makhsud I.Saidaminov Hairen Tan 《Science China Materials》 2026年第3期1456-1463,共8页
Fabrication of large-area perovskite solar modules under ambient air conditions remains a critical challenge due to air sensitivity of perovskite intermediate phases during crystallization.Here,we introduce 2-iodoimid... Fabrication of large-area perovskite solar modules under ambient air conditions remains a critical challenge due to air sensitivity of perovskite intermediate phases during crystallization.Here,we introduce 2-iodoimidazole(IIZ)into the perovskite precursor,enabling the formation of an air-stable pureδ-phase intermediate,which,upon annealing,fully transforms into a highly orientedα-phase perovskite film with reduced defects and variability.Leveraging this approach,we achieve a stabilized power conversion efficiency of 20.9%for 927.5 cm^(2)perovskite solar modules with high reproducibility.The encapsulated modules meet stringent international photovoltaic testing standards(IEC61215:2021),demonstrating excellent stability under continuous operation,thermal cycling(-40 to 85℃)and damp heat(85℃ and 85%relative humidity). 展开更多
关键词 perovskite solar modules intermediate phases ambient fabrication scalable fabrication stability
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A scalable ultramicroporous metal-organic framework for highly effective propylene/propane separation at elevated temperatures
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作者 Wen-Jiang Tian Ding-Yi Hu +6 位作者 Zi-Nan Chen Rong-Hua Wang Zi-Luo Fang Meng-Ru Yang Hao-Long Zhou Dong-Dong Zhou Xiao-Ming Chen 《Science China Chemistry》 2026年第2期754-760,共7页
The separation of propylene(C_(3)H_(6))and propane(C_(3)H_(8))presents a significant industrial challenge due to their similar molecular dimensions and physicochemical properties.Among various separation methods,molec... The separation of propylene(C_(3)H_(6))and propane(C_(3)H_(8))presents a significant industrial challenge due to their similar molecular dimensions and physicochemical properties.Among various separation methods,molecular sieving emerges as the most promising approach,but it will be significantly compromised at high temperatures due to the significant thermal motion.Here,we report a thermally robust zinc-based metal-organic framework(MOF)that can be synthesized on sub-kilogram scale and achieve exceptional C_(3)H_(6)/C_(3)H_(8) separation performances across a broad temperature range(298–353 K).Unlike conventional MOFs suffering from thermal lattice expansion to give poorer selectivity,this new MOF gives the adsorption capacity of C_(3)H_(6)essentially unchanged and that of C_(3)H_(8) negligible at elevated temperatures,outperforming most state-of-the-art adsorbents,in virtue of multiple hydrogen bonds at the aperture.Column breakthrough experiments confirmed the excellent separation capability,and showed no performance degradation over multi-round adsorption-desorption cycles at 353 K.This study addresses the critical challenge of the trade-off between temperature and selectivity in adsorptive separation,which offers new insights into the design of porous structures for highly effective separation at high temperatures. 展开更多
关键词 metal-organic framework propylene/propane separation scalable synthesis high-temperature separation GATING
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ISTIRDA:An Efficient Data Availability Sampling Scheme for Lightweight Nodes in Blockchain
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作者 Jiaxi Wang Wenbo Sun +3 位作者 Ziyuan Zhou Shihua Wu Jiang Xu Shan Ji 《Computers, Materials & Continua》 2026年第4期685-700,共16页
Lightweight nodes are crucial for blockchain scalability,but verifying the availability of complete block data puts significant strain on bandwidth and latency.Existing data availability sampling(DAS)schemes either re... Lightweight nodes are crucial for blockchain scalability,but verifying the availability of complete block data puts significant strain on bandwidth and latency.Existing data availability sampling(DAS)schemes either require trusted setups or suffer from high communication overhead and low verification efficiency.This paper presents ISTIRDA,a DAS scheme that lets light clients certify availability by sampling small random codeword symbols.Built on ISTIR,an improved Reed–Solomon interactive oracle proof of proximity,ISTIRDA combines adaptive folding with dynamic code rate adjustment to preserve soundness while lowering communication.This paper formalizes opening consistency and prove security with bounded error in the random oracle model,giving polylogarithmic verifier queries and no trusted setup.In a prototype compared with FRIDA under equal soundness,ISTIRDA reduces communication by 40.65%to 80%.For data larger than 16 MB,ISTIRDA verifies faster and the advantage widens;at 128 MB,proofs are about 60%smaller and verification time is roughly 25%shorter,while prover overhead remains modest.In peer-to-peer emulation under injected latency and loss,ISTIRDA reaches confidence more quickly and is less sensitive to packet loss and load.These results indicate that ISTIRDA is a scalable and provably secure DAS scheme suitable for high-throughput,large-block public blockchains,substantially easing bandwidth and latency pressure on lightweight nodes. 展开更多
关键词 Blockchain scalability data availability sampling lightweight nodes
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A Strategy of Density-Based Partitioning for Scalability Problem in Network Self-management
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作者 Romildo Martins da Silva Bezerra Joberto Sergio Barbosa Martins 《Computer Technology and Application》 2013年第8期437-443,共7页
A density-based partitioning strategy is proposed for large domain networks in order to deal with the scalability issue found in autonomic networks considering, as a scenario, the autonomic Quality of Service (QoS) ... A density-based partitioning strategy is proposed for large domain networks in order to deal with the scalability issue found in autonomic networks considering, as a scenario, the autonomic Quality of Service (QoS) management context. The approach adopted focus as on obtaining dense network partitions having more paths for a given vertices set in the domain. It is demonstrated that dense partitions improve autonomic processing scalability, for instance, reducing routing process complexity. The solution looks for a significant trade-off between partition autonomic algorithm execution time and path selection quality in large domains. Simulation scenarios for path selection execution time are presented and discussed. Authors argue that autonomic networks may benefit from the dense partition approach proposed by achieving scalable, efficient and near real-time support for autonomic management systems. 展开更多
关键词 Network management SELF-MANAGEMENT scalability.
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一种基于FPGA高速存储设备的级联存储系统
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作者 陈李 李明明 《集成电路与嵌入式系统》 2026年第1期12-19,共8页
在基于FPGA的高速存储设备中,其设备间的级联能力对设备的兼容性和扩展性至关重要,为此设计了一种基于FPGA的高速存储设备的级联存储系统,系统融合了基于FPGA的高速存储设备的高带宽性和通用存储设备的灵活扩展性。实验结果表明,本级联... 在基于FPGA的高速存储设备中,其设备间的级联能力对设备的兼容性和扩展性至关重要,为此设计了一种基于FPGA的高速存储设备的级联存储系统,系统融合了基于FPGA的高速存储设备的高带宽性和通用存储设备的灵活扩展性。实验结果表明,本级联存储系统在全局时钟同步与令牌轮询的“一主多从”管理模式下,能够维持6.40 GB/s的存储带宽,在大规模数据的连续写入与重演回放测试中,数据均稳定写入且校验无误码,有效实现了存储系统的无感知扩容。 展开更多
关键词 高速存储设备 级联存储系统 FPGA 无感知扩容
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基于多智能体强化学习的区域防空反导火力分配
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作者 吴祥 王园浩 +2 位作者 张宝恒 范博洋 薄煜明 《兵工学报》 北大核心 2026年第2期282-293,共12页
针对区域防空反导作战中各要素复杂耦合所导致的战场态势快速演变、来袭目标数量动态变化等难题,提出一种基于可动态扩展且带时空推理的QMIX(QMIX with Dynamic extension and Spatiotemporal reasoning, QMIX-DS)的火力分配方法,以火... 针对区域防空反导作战中各要素复杂耦合所导致的战场态势快速演变、来袭目标数量动态变化等难题,提出一种基于可动态扩展且带时空推理的QMIX(QMIX with Dynamic extension and Spatiotemporal reasoning, QMIX-DS)的火力分配方法,以火力单元作为智能体构建决策网络,生成火力分配策略。核心改进为:为每个智能体的决策网络设计可动态扩展特征编码模块,自适应处理数量变化的来袭目标,并引入对比学习突出目标类别属性,形成差异化特征表征;构建两层多头自注意力机制捕捉不同类别目标间的动态时空依赖关系,快速推理任务过程中的态势演变,优化火力分配策略。基于墨子平台不同规模的仿真结果表明,所提出的火力分配方法能够在动态变化的战场条件下生成有效的防空反导策略,与基线算法及其他主流算法相比,所提QMIX-DS算法在目标拦截率、阵地存活率、导弹消耗数量等指标上均体现出了优势,并在不同场景中展现出较高的扩展性和泛化性。 展开更多
关键词 区域防空反导 多智能体强化学习 火力分配 可扩展决策网络 时序推理
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上榆泉煤矿矸石浆体材料配比技术研究
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作者 贺磊 李佩恒 +2 位作者 李亮 宋广达 王高尚 《煤》 2026年第1期38-42,共5页
为了解决黄河流域上榆泉煤矿采用浆体充填处理矸石的料浆输送问题,以上榆泉煤矿矸石为骨料进行充填材料试验分析,合理的矸石膏体配比可提高浆体的稳定性并减小输送阻力。结果表明:矸石浆体粉料占比越高,泌水率越低,扩展度受时间影响越小... 为了解决黄河流域上榆泉煤矿采用浆体充填处理矸石的料浆输送问题,以上榆泉煤矿矸石为骨料进行充填材料试验分析,合理的矸石膏体配比可提高浆体的稳定性并减小输送阻力。结果表明:矸石浆体粉料占比越高,泌水率越低,扩展度受时间影响越小,矸石浆体稳定性越好,3 mm组粉料占比达到35%以上,5 mm组粉料占比达到45%以上符合要求。低转速下粘度与粉料占比呈负相关,与矸石最大粒径成正相关,随着转速的升高,3 mm组矸石浆体粘度逐渐趋近于1000 mPa·s,5 mm组矸石浆体粘度逐渐趋近于1100 mPa·s;钠基膨润土掺量达到10%时显著提高矸石浆体的稳定性,矸石最大粒径3 mm,粉料占比25%可满足充填需求。 展开更多
关键词 泌水率 扩展度损失 流变特性 改性试验
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Improving the stability and scalability of all-inorganic inverted CsPbI_(2)Br perovskite solar cell 被引量:2
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作者 Chenghao Duan Qiaoyun Wen +3 位作者 Yan Fan Jiong Li Zidan Liu Keyou Yan 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2022年第5期176-183,共8页
All-inorganic perovskite solar cells(PSCs) have potential to pass the stability international standard of IEC61215:2016 but cannot deliver high performance and stability due to the poor interface contact. In this pape... All-inorganic perovskite solar cells(PSCs) have potential to pass the stability international standard of IEC61215:2016 but cannot deliver high performance and stability due to the poor interface contact. In this paper, Sn-doped TiO_(2)(Ti_(1-x)Sn_(x)O_(2)) ultrathin nanoparticles are prepared for electron transport layer(ETL) by solution process. The ultrathin Ti_(1-x)Sn_(x)O_(2) nanocrystals have greatly improved interface contact due to the facile film formation, good conductivity and high work function. The all-inorganic inverted NiOx/CsPbI_(2)Br/Ti_(1-x)Sn_(x)O_(2)p-i-n device shows a power conversion efficiency(PCE) of 14.0%. We tested the heat stability, light stability and light-heat stability. After stored in 85℃ for 65 days, the inverted PSCs still retains 98% of initial efficiency. Under continuous standard one-sun illumination for 600 h,there is no efficiency decay, and under continuous illumination at 85℃ for 200 h, the device still retains 85% of initial efficiency. The 1.0 cm^(2) device of inverted structure shows a PCE of up to 11.2%. The ultrathin Ti_(1-x)Sn_(x)O_(2)is promising to improve the scalability and stability and thus increase the commercial prospect. 展开更多
关键词 All-inorganic perovskite Sn-doped TiO_(2) Ultrathin nanocrystal Stability scalability
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Scalability and Security in Identifier-to-Locator Mapping: Case Study for Locator/ID Separated Networks 被引量:1
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作者 吴恒奎 杨冬 +1 位作者 高德云 张宏科 《China Communications》 SCIE CSCD 2011年第7期34-45,共12页
The locator/ID separation paradigm has been widely discussed to resolve the serious scalability issue that today's Internet is facing. Many researches have been carried on with this issue to alleviate the routing ... The locator/ID separation paradigm has been widely discussed to resolve the serious scalability issue that today's Internet is facing. Many researches have been carried on with this issue to alleviate the routing burden of the Default Free Zone (DFZ), improve the traffic engineering capabilities and support efficient mobility and multi-homing. However, in the locator/ID split networks, a third party is needed to store the identifier-to-locator pairs. How to map identifiers onto locators in a scalable and secure way is a really critical challenge. In this paper, we propose SS-MAP, a scalable and secure locator/ID mapping scheme for future Internet. First, SS-MAP uses a near-optimal DHT to map identifiers onto locators, which is able to achieve the maximal performance of the system with reasonable maintenance overhead relatively. Second, SS-MAP uses a decentralized admission control system to protect the DHT-based identifier-to-locator mapping from Sybil attacks, where a malicious mapping server creates numerous fake identities (called Sybil identifiers) to control a large fraction of the mapping system. This is the first work to discuss the Sybil attack problem in identifier-to-locator mapping mechanisms with the best knowledge of the authors. We evaluate the performance of the proposed approach in terms of scalability and security. The analysis and simulation results show that the scheme is scalable for large size networks and can resistant to Sybil attacks. 展开更多
关键词 Locator/ID separation identifier-to-locator mapping scalability SECURITY Sybil attack
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The scalability of the tunnel-regenerated multi-active-region light-emitting diode structure 被引量:1
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作者 郭霞 沈光地 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第1期307-310,共4页
The scalability of the tunnel-regenerated multi-active-region (TRMAR) structure has been investigated for the application in light-emitting diodes (LEDs). The use of the TRMAR structure was proved theoretically to... The scalability of the tunnel-regenerated multi-active-region (TRMAR) structure has been investigated for the application in light-emitting diodes (LEDs). The use of the TRMAR structure was proved theoretically to have unique advantages over conventional slngle-active-layer structures in virtually every aspect, such as high quantum efficiency, high power and low leakage. Our study showed that the TRMAR LED structure could obtain high output power under low current injection and high wall-plug efficiency compared with the conventional single-active-layer LED structure. 展开更多
关键词 scalability tunnel junction REGENERATION
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Enhancing Multicriteria-Based Recommendations by Alleviating Scalability and Sparsity Issues Using Collaborative Denoising Autoencoder 被引量:1
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作者 S.Abinaya K.Uttej Kumar 《Computers, Materials & Continua》 SCIE EI 2024年第2期2269-2286,共18页
A Recommender System(RS)is a crucial part of several firms,particularly those involved in e-commerce.In conventional RS,a user may only offer a single rating for an item-that is insufficient to perceive consumer prefe... A Recommender System(RS)is a crucial part of several firms,particularly those involved in e-commerce.In conventional RS,a user may only offer a single rating for an item-that is insufficient to perceive consumer preferences.Nowadays,businesses in industries like e-learning and tourism enable customers to rate a product using a variety of factors to comprehend customers’preferences.On the other hand,the collaborative filtering(CF)algorithm utilizing AutoEncoder(AE)is seen to be effective in identifying user-interested items.However,the cost of these computations increases nonlinearly as the number of items and users increases.To triumph over the issues,a novel expanded stacked autoencoder(ESAE)with Kernel Fuzzy C-Means Clustering(KFCM)technique is proposed with two phases.In the first phase of offline,the sparse multicriteria rating matrix is smoothened to a complete matrix by predicting the users’intact rating by the ESAE approach and users are clustered using the KFCM approach.In the next phase of online,the top-N recommendation prediction is made by the ESAE approach involving only the most similar user from multiple clusters.Hence the ESAE_KFCM model upgrades the prediction accuracy of 98.2%in Top-N recommendation with a minimized recommendation generation time.An experimental check on the Yahoo!Movies(YM)movie dataset and TripAdvisor(TA)travel dataset confirmed that the ESAE_KFCM model constantly outperforms conventional RS algorithms on a variety of assessment measures. 展开更多
关键词 Recommender systems multicriteria rating collaborative filtering sparsity issue scalability issue stacked-autoencoder Kernel Fuzzy C-Means Clustering
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Advanced DAG-Based Ranking(ADR)Protocol for Blockchain Scalability 被引量:1
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作者 Tayyaba Noreen Qiufen Xia Muhammad Zeeshan Haider 《Computers, Materials & Continua》 SCIE EI 2023年第5期2593-2613,共21页
In the past decade,blockchain has evolved as a promising solution to develop secure distributed ledgers and has gained massive attention.However,current blockchain systems face the problems of limited throughput,poor ... In the past decade,blockchain has evolved as a promising solution to develop secure distributed ledgers and has gained massive attention.However,current blockchain systems face the problems of limited throughput,poor scalability,and high latency.Due to the failure of consensus algorithms in managing nodes’identities,blockchain technology is considered inappropriate for many applications,e.g.,in IoT environments,because of poor scalability.This paper proposes a blockchain consensus mechanism called the Advanced DAG-based Ranking(ADR)protocol to improve blockchain scalability and throughput.The ADR protocol uses the directed acyclic graph ledger,where nodes are placed according to their ranking positions in the graph.It allows honest nodes to use theDirect Acyclic Graph(DAG)topology to write blocks and verify transactions instead of a chain of blocks.By using a three-step strategy,this protocol ensures that the system is secured against doublespending attacks and allows for higher throughput and scalability.The first step involves the safe entry of nodes into the system by verifying their private and public keys.The next step involves developing an advanced DAG ledger so nodes can start block production and verify transactions.In the third step,a ranking algorithm is developed to separate the nodes created by attackers.After eliminating attacker nodes,the nodes are ranked according to their performance in the system,and true nodes are arranged in blocks in topological order.As a result,the ADR protocol is suitable for applications in the Internet of Things(IoT).We evaluated ADR on EC2 clusters with more than 100 nodes and achieved better transaction throughput and liveness of the network while adding malicious nodes.Based on the simulation results,this research determined that the transaction’s performance was significantly improved over blockchains like Internet of Things Applications(IOTA)and ByteBall. 展开更多
关键词 Blockchain scalability directed acyclic graph advanced DAG-based ranking protocol
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Scalability Technologies for Wireless Mesh Networks 被引量:1
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作者 Hu Honglin 《ZTE Communications》 2008年第2期11-14,共4页
The continuous increase of data transmission density in wireless mobile communications has posed a challenge to the system performance of Wireless Mesh Networks(WMNs).There is a rule for wireless Ad hoc networks that ... The continuous increase of data transmission density in wireless mobile communications has posed a challenge to the system performance of Wireless Mesh Networks(WMNs).There is a rule for wireless Ad hoc networks that the average node capacity decreases while the number of nodes increases,so it is hard to establish a large-scale wireless Mesh network.Network scalability is very important for enhancing the adaptive networking capability of the wireless Mesh network.This article discusses key scalability technologies for Mesh Base Stations(BSs)and Mesh Mobile Stations(MSs),such as channel allocation,intelligent routing,multi-antenna,node classification,Quality of Service(QoS)differentiation and cooperative transmission. 展开更多
关键词 MESH QOS scalability Technologies for Wireless Mesh Networks WMNS
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A novel transmission energy minimization algorithm based on fine granularity scalability
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作者 吴彪 张颖 张兆扬 《Journal of Shanghai University(English Edition)》 CAS 2006年第2期123-126,共4页
This paper proposes an optimal solution to choose the number of enhancement layers in fine granularity scalability (FGS) scheme under the constraint of minimum transmission energy, in which FGS is combined with transm... This paper proposes an optimal solution to choose the number of enhancement layers in fine granularity scalability (FGS) scheme under the constraint of minimum transmission energy, in which FGS is combined with transmission energy control, so that FGS enhancement layer transmission energy is minimized while the distortion guaranteed. By changing the bit-plane level and packet loss rate, minimum transmission energy of enhancement layer is obtained, while the expected distortion is satisfied. 展开更多
关键词 fine granularity scalability(FGS) bit-plane level expected distortion transmission energy.
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