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G-SM3: High-Performance Implementation of GPU-based SM3 Hash Function 28

G-SM3: High-Performance Implementation of GPU-based SM3 Hash...

引用

IEEE 28th international conference on Parallel and distributed systems.(IEEE ICPADS)

作者： Dong, Jiankuo Lu, Sheng Zhang, Pinchang Zheng, Fangyu Xiao, Fu Nanjing Univ Posts & Telecommun Sch Comp Sci Nanjing Peoples R China Chinese Acad Sci Inst Informat Engn Beijing Peoples R China

ISBN: (纸本)9781665473156

Hash is one of the most important algorithms of cryptography, it is widely used in cryptographic primitives, such as digital signature, key exchange and so on. Further, hash cryptography is also the core operation of blockchain technology. With the explosive growth of the number of IoT devices and the rapid development of blockchain technology, the computing performance of hash has received widespread attention. The GPU high-performance computing platforms with a number of arithmetic cores are widely used in cryptographic optimization and acceleration. In this paper, we propose an efficient parallel accelerated framework of SM3 cryptography hash function based on GPU parallel computing devices, short for GPU-based SM3 (G-SM3). Our G-SM3 optimizes the implementation of the hash cryptographic algorithm from three aspects: parallelism, memory access and instructions. On the desktop GPU NVIDIA Titan V, the peak performance of G-SM3 reaches 23 GB/s, which is more than 7.5 times the performance of OpenSSL on a top-level server CPU (E5-2699V3) with 16 cores. On the embedded GPU which consumes less than 40 W, the SM3 throughput reaches 3.8 GB/s, which is even better than the performance of the server-level CPU. Based on the same GTX 1080, our performance is 1.12 times that of the fastest known GPU implementation, and the latency is reduced by more than 95%. Compared to other platforms, our G-SM3 has a huge advantage.

关键词： SM3 Graphic Processing Unit CUDA Cryptographic Engineering

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RTTAC-An Access Control Model Based on Blockchain and Role-Trusted Transfer 3

RTTAC-An Access Control Model Based on Blockchain and Role-T...

引用

3rd international conference on Computer Science and Blockchain, CCSB 2023

作者： Wang, Feng Lu, Yang Liu, Yang Zhang, Zhiruo Henan university of technology Distributed Computing & BlockChain Lab Zhengzhou China

ISBN: (纸本)9798350359077

Aiming to address the data security issues in data sharing, current approaches such as RBAC, ABAC, and blockchain-based data sharing platforms suffer from problems like role redundancy, role abuse, complex authorization, and data user privacy leakage. In response, a role-based trusted transfer access control model based on trust and attributes is proposed. This model is built upon Attribute-Based Access Control (ABAC) while integrating Role-Based Access Control (RBAC). Users obtain roles based on their attributes and trust levels, and roles determine access permissions based on trust level and defined policies, and then determine the transferability of roles, at the same time, the transfer of roles is limited by trust levels. Encryption techniques and off-chain storage systems.are utilized to protect data privacy and integrity, thereby alleviating the storage pressure on the blockchain. Finally, the performance and effectiveness of the proposed model were evaluated through experimental analysis, demonstrating its capability to achieve trustworthy role transfer and enhance the security and privacy of on-chain sharing schemes. © 2023 IEEE.

关键词： Blockchain

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Hybrid Energy Storage based PQ Conditioner for DG Integrated Microgrid 3

Hybrid Energy Storage based PQ Conditioner for DG Integrated...

引用

3rd international conference on Power, Energy, Control and Transmission systems. ICPECTS 2022

作者： Gayatri, M.T.L. Deekshith, K.K.C. Sreenidhi Institute of Science and Technology Department of Electrical and Electronics Engineering Hyderabad India

ISBN: (纸本)9781665462754

More and more renewable energy sources are being integrated into the electricity grid as a result of the quick advancement in distributed generation technology and the in-fluence of government support policies. Integration with existing electrical loads and power networks is a major barrier to the market adoption of these technologies. Switching devices during the integration are increasingly being used, which inevitably leads to a decline in power quality. At the same time, these devices are also more likely to break down as a result of bad power quality. Hence, an enhanced energy storage system with the duo of super magnetic and battery compensator is proposed to assure consistent power delivery and safeguard critical loads from interrupted power delivery. The proposed compensator is used for grid-connected PV wind farm units and tested for different scenarios of power quality fluctuations that are modelled in MATLAB/SIMULINK. © 2022 IEEE.

关键词： distributed power generation

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HLC 2022 - proceedings of the 3rd Human-Like computing Workshop, co-located with the 2nd international Joint conference on Learning and Reasoning, IJCLR 2022

HLC 2022 - Proceedings of the 3rd Human-Like Computing Works...

引用

3rd international Workshop on Human-Like computing Workshop, HLC 2022

The proceedings contain 11 papers. The topics discussed include: Oruga: an avatar of representational systems.theory;cognitive analysis for representation change;an overview of the ABC repair system for datalog-like theories;repairing numerical equations in analogically blended theories using reformation;experiments in learning Dyck-1 languages with recurrent neural networks;integrating paraphrasing into the frank QA system;the handshake problem for human-like coordination systems.extending an embodied cognitive architecture with spatial representation and reasoning;prediction: an algorithmic principle meeting neuroscience and machine learning halfway;explanations from deep reinforcement learning using episodic memories;the computational gauntlet of human-like learning 59Pat Langley;and representing and processing emotions in a cognitive architecture.

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Event Driven Architecture for Message Streaming data driven Microservices systems.residing in distributed version control system 3

Event Driven Architecture for Message Streaming data driven ...

引用

3rd international conference on Innovations in Science and Technology for Sustainable Development, ICISTSD 2022

作者： Singh, Amarjeet Singh, Vinay Aggarwal, Alok Aggarwal, Shalini Pittsburgh PA15237 United States CO 80130 United States UPES Dehradun SoCS UK India Graphic Era Hill University School of Computing UK Dehradun India

ISBN: (纸本)9781665499361

A large quantity of statistics is generated each day using DevOps techniques from many sources;inclusive of sensors, internet site utilization, gadget activities, and so on. This sparkling waft of activities have to be treated through modern packages. Occasion Micro-offerings enable structures extract beneficial statistics from those occurrences and help customers in making important commercial enterprise choices. In this work, an Event Driven Architecture is presented for Message Streaming data driven Microservices systems.residing in distributed version control system. Processing of Messages and Stream Processing have been considered in this work. Latency in Event driven messaging system has been calculated by taking few cases of software projects. Finally, a brief overview has been given for Event-driven architecture versus message-driven architecture. © 2022 IEEE.

关键词： Computer architecture

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Isolation Forest Based Anomaly Detection and Fault Localization for Solar PV System 3

Isolation Forest Based Anomaly Detection and Fault Localizat...

引用

3rd international conference on Robotics, Electrical and Signal Processing Techniques, ICREST 2023

作者： Kabir, Shaharier Shufian, Abu Zishan, Md. Saniat Rahman American International University-Bangladesh Department of Electrical and Electronic Engineering Dhaka1229 Bangladesh Institute of Energy Technology Chittagong University of Engineering & Technology Chattogram4349 Bangladesh

ISBN: (纸本)9798350346435

The decrease in fossil fuel reserves has prompted a global move toward distributed energy resources. For this reason, solar PV power generation has recently gained much attention as a feasible renewable energy source. However, large-scale generation is challenging if there are anomalies in individual solar PV panels. This will reduce the efficiency of the PV system and create a potential fire hazard. In this perspective, the anomaly detection technique discloses system anomalies accurately and effectively. Identified anomalies will localize the event for an improved generation. This paper addresses the performance analysis of using the isolation forest technique to identify anomalies in the PV system and the rule-based fault localization technique to identify defective panel events. In the developed model, the isolation forest technique found around 453 anomalies in 45,740 observations, and approximately six panels indicated a fault in the system. The accuracy score is found to be approximately 0.9886. The proposed fault detection method will help detect the faults in solar power systems. © 2023 IEEE.

关键词： Fault detection

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Increasing the Reliability of the Electric Network with distributed Generation 1

引用

3rd international conference on Energy Ecosystems. Prospects and Challenges: Applied Digital Technologies, 2022

作者： Kugucheva, Darya Kharitonov, Maxim Kaliningrad State Technical University Kaliningrad Russia

ISBN: (数字)9783031248207

ISBN: (纸本)9783031248191

The article considers an assessment of the possibility to improve the reliability of electric network operation with in-grid microgeneration facilities (small generating units based on renewable energy sources) through the introduction of automatic sectioning devices. For this, a mathematical model of the existing part of the network of the Kaliningrad region (Russia) was built with solar power plants connected, taking into account the prospects for the development of microgeneration. For various options for sectioning the network, the calculation of the main modes of network operation was carried out, the frequency of interruption in electrical energy transmission to the point of electricity supply, the average duration of the interruption of the transmission of electricity, the number of microgeneration facilities subjected to forced shutdown were calculated. A multivariate analysis of the network section with connected microgeneration facilities made it possible to show that automatic sectioning of the line by modern switching devices will significantly reduce the number and duration of power supply interruptions, as well as the number of disconnected generating facilities based on renewable energy sources and their downtime associated with disconnecting from power systems. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Reliability

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Asynchronous and Composable distributed Co-simulation Engine Design for Cloud-based Industrial CAE Software 3

Asynchronous and Composable Distributed Co-simulation Engine...

引用

3rd international conference on Green Communication, Network, and Internet of Things, CNIoT 2023

作者： Zhou, Bohu Cao, Jianwen Wu, Xuesong Wang, Yupeng Institute of Software Chinese Academy of Sciences Beijing China

ISBN: (纸本)9781510668867

The industrial Internet can be seen as a combination of industrial software, sensors, networks and cloud platforms. Among them, industrial software is the key to data utilization while the cloud platform provides support for Industrial Internet. Through "visualization", "structuring", "modeling and simulation" and other means, industrial software can help solve the design and manufacturing problems of industrial products. But the difference between industrial Internet and traditional Internet lies in the different application scenarios and data characteristics, which also leads to the different emphasis of system architecture design. Considering the needs of high concurrency and huge data processing, the distributed system must provide high performance of communication and computing services. In addition, with the continuous expansion of the simulation model and the simulation scale, it becomes particularly significant to reduce the model development complexity and improve maintainability and flexibility. To make the distributed co-simulation engine more high-performance, we propose an asynchronous communication module as the underlying architecture of the distributed engine. Then combining the discrete event system specification and Actor model, a layered architecture has been proposed, which implements the modular programming of behavioral model by functional programming. Based on the architecture mentioned above, a distributed CAE cloud platform is proposed, which is hierarchical, modular, composable and reusable. © 2023 SPIE.

关键词： Discrete event simulation

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Federated Learning on Non-Independent and Identically distributed data 3

Federated Learning on Non-Independent and Identically Distri...

引用

3rd international conference on Machine Learning and Computer Application, ICMLCA 2022

作者： Li, Haowei Luo, Like Wang, Haolong School of Foreign Languages Yangtze University Nanhuan Road Jingzhou China Software College Nanchang University 235 Nanjing East Road Qingshan Lake District Nanchang China Software College Northestern University 195 Chuangxin Road Hunnan District Shenyang China

ISBN: (纸本)9781510664814

Federated Average algorithm (FEDAVG) is the preferred algorithm for federated learning (FL) because of its simplicity and low communication cost However, if all clients's local data aren't independent and equally distributed (that is, nonindependent and identically distributed), FedAvg will have the phenomenon of customer drift, which will lead to the slow convergence speed of the model, and then the efficient cooperative learning to realize the cooperative training of multiple clients will face the challenge of data heterogeneity and vulnerability to attack. This paper systematically summarizes three aspects: local model training improvement, server-side aggregation optimization, and personalized federated learning. The local model can be improved by adjusting the loss function and control variables. Servers can be optimized through asynchronous aggregation, hierarchical aggregation. Personalized federated learning can improve global model performance through both data-based and model-based approaches. This paper puts forward the future research direction of federated learning from all above aspects, and provides reference for the further research of non-IID in federated learning, so as to provide investigation and help for researchers in related fields. © 2023 SPIE.

关键词： Learning systems

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A Robust Aggregate Model of Virtual Power Plant Considering Uncertainty and Acceleration Strategies 3

A Robust Aggregate Model of Virtual Power Plant Considering ...

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3rd international conference on Electrical Engineering and Control Science, IC2ECS 2023

作者： Luan, Jingchun Liu, Baoshan Guo, Hongwu Wang, Ziyao Huang, Tao Liang, Huishi Zhou, Kui State Grid Inner Mongolia Eastern Electric Powe Co. Ltd. Chifeng Power Supply Company Chifeng China Shenzhen International Graduate School Tsinghua University Shenzhen China Sichuan Energy Internet Research Institute Tsinghua University Chengdu China

ISBN: (纸本)9798350382426

Virtual power plants can help active distribution networks fully utilize and efficiently manage large amounts of distributed energy resources by calculating the aggregate flexibility of VPPs at the point of common coupling, which is usually described as a two-stage robust optimization problem. Column and constraint generation algorithm has become a mature method for solving two-stage robust optimization problem, which decomposes the original problem into master problem and sub-problem. However, solving sub-problem is usually time-consuming. In order to improve the solving efficiency of sub-problem, two acceleration strategies are proposed in this paper. Firstly, we linearize the bilinear term in the SP objective function using a binary expansion. Then, an extreme scenarios method is adopted to deal with the randomness of renewables, which allows sub-problem to be solved in parallel and reduces unnecessary conservativeness. In addition, a max-min model is constructed to obtain an upper bound of the actual operating cost of virtual power plants. The cost functions of virtual power plants can be expressed as a group of piecewise-linear functions based on convex hull. Finally, the correctness and effectiveness of the proposed method are verified by numerical test results of three different distribution systems. © 2023 IEEE.

关键词： aggregation column and constraint generation extreme scenarios method two-stage robust optimization virtual power plant

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