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Dynamic Power control in a Hardware Neural Network with Error-Configurable MAC Units 6

Dynamic Power Control in a Hardware Neural Network with Erro...

引用

6th Iranian international conference on Microelectronics, IICM 2024

作者： Ghaderi, Maedeh Delavari, Arvin Ghoreishy, Faraz Mirzakuchaki, Sattar School of Electrical Engineering Iran University of Science and Tech. Tehran Iran

ISBN: (纸本)9798331511371

Multi-Layer Perceptrons (MLP) are powerful tools for representing complex, non-linear relationships, making them essential for diverse machine learning and AI applications. Efficient hardware implementation of MLPs can be achieved through many hardware and architectural design techniques. these networks excel at predictive modeling and classification tasks like image classification, making them a popular choice. Approximate computing techniques are increasingly used to optimize critical path delay, area, power, and overall hardware efficiency in high-performance computing systems through controlled error and related trade-offs. this study proposes a hardware MLP neural network implemented in 45nm CMOS technology, in which MAC units of the neurons incorporate error and power controllable approximate multipliers for classification of the MNIST dataset. the optimized network consists of 10 neurons within the hidden layers, occupying 0.026mm2 of area, with 5.55mW at 100MHz frequency in accurate mode and 4.81mW in lowest accuracy mode. the experiments indicate that the proposed design achieves a maximum rate of 13.33% decrease overall and 24.78% in each neuron's power consumption with only a 0.92% decrease in accuracy in comparison with accurate circuit. © 2024 IEEE.

关键词： Power systems computer aided design

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Voltage Coordination and Optimization control Strategy for Distribution Network Based on Electric Vehicle Aggregation Management 6

Voltage Coordination and Optimization Control Strategy for D...

引用

6th IEEE international conference on automation, Electronics and electrical engineering, AUTEEE 2023

作者： Liang, Liu Qizhang, He Qiong, Wu Haizhu Power Supply Bureau Guangzhou Power Supply Bureau Co. Ltd. Guangdong Guangzhou China

ISBN: (纸本)9798350305623

With the large-scale growth and integration of electric vehicles and renewable energy into the grid, it has caused an undeniable impact on the voltage quality of the distribution network, and voltage regulation resources are facing a tense situation. As electric vehicles are a flexible and controllable resource, the goal of voltage safety and stability can be achieved by adjusting their load size. this paper proposes an aggregated management voltage coordination and optimization control strategy for large-scale electric vehicle grid connection. To ensure the goal of regional voltage regulation, this method will also consider optimizing the calculation of capacitor bank regulation at the target node, and achieve voltage control through coordinated regulation of capacitors and charging loads. © 2023 IEEE.

关键词： Aggregation management Electric vehicles Voltage coordination optimization model

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QuantoTrace: Quantum Error Correction as a Service for Robust Quantum computing 6

QuantoTrace: Quantum Error Correction as a Service for Robus...

引用

6th international conference on electrical engineering and Information and Communication Technology, ICEEICT 2024

作者： Hasan, Md Mahmudul Rahman, M Mahfuzur Ali, Md. Mohsin MacHado, Pedro School of Computing and Information Science Anglia Ruskin University Cambridge United Kingdom Quantum Research and Ai Development Group Quantonova Limited Nottingham Trent University Intelligence and Applications Research Group NottinghamNG11 8NS United Kingdom

ISBN: (纸本)9798350385779

Quantum computing, despite its vast potential, is impeded by challenges like decoding and system noise, necessitating effective quantum error correction techniques. Our study investigates these techniques, focusing on their practical application. We introduce QuantoTrace, a cloud-based platform offering Error Correction as a Service (ECaaS). It enhances quantum system reliability by detecting, analysing, and rectifying errors, and implements bit-flip error correction compatible with various quantum technologies. Using 3-qubit and 5-qubit models, we demonstrated its efficacy on quantum simulators and IBM quantum hardware. Remarkably, we achieved 100% error correction accuracy on simulators and significant success rates on IBM hardware: 68.95% for error correction and 86.04% for error detection in 5-qubit systems. However, the Quantum Repetition Code (QRC) showed limitations in handling multiple-qubit errors in 5-qubit systems. these findings highlight the potential of QuantoTrace which is based on Software as a Service principles in enhancing quantum computing reliability towards further research needs in quantum error correction, especially for noisy intermediate-scale quantum (NISQ) devices. QuantoTrace aims to simplify quantum error management, making it accessible to a broad user base and facilitating optimized quantum computing strategies. © 2024 IEEE.

关键词： Error correction

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Secure Consensus control for Positive Semi-Markovian Jumping Multi-Agent Systems with Random Packet Losses 6

Secure Consensus Control for Positive Semi-Markovian Jumping...

引用

6th international conference on Robotics, control and automation engineering, RCAE 2023

作者： Zhang, Suhuan Zhu, Fanglai Xu, Haichuan Shi, Tianbiao College of Electronics and Information Engineering Tongji University Shanghai China Shanghai Research Institute for Intelligent Autonomous Systems Shanghai China

ISBN: (纸本)9798350315301

this paper addresses leader-following secure consensus control problem for multi-Agent systems subject to positive constraints and random packet losses. Firstly, a random packet loss model is established by employing a Bernoulli distribution. By using the copositive Lyapunov function and linear programming technique, the positivity and positive consensus of the multi-Agent system are guaranteed. Furthermore, the randomly occurring deception attack is considered, and then the distributed control protocol is proposed to ensure the positivity and positive consensus of the closed system. Finally, a simulation example is given to verify the effectiveness of the developed controller design approach. © 2023 IEEE.

关键词： Multi agent systems

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Enhanced Grid Map Correction Using an Improved ORB Algorithm 6

Enhanced Grid Map Correction Using an Improved ORB Algorithm

引用

6th international conference on Robotics, Intelligent control and Artificial Intelligence, RICAI 2024

作者： Ye, Aofei Wen, Shengjun Li, Hongjun Wang, Yan Liao, Liang Luo, Xiaopeng School of Automation and Electrical Engineering Zhongyuan University of Technology Zhengzhou China School of Zhongyuan-Petersburg Aviation Zhongyuan University of Technology Zhengzhou China School of Mathematics and Information Science Zhongyuan University of Technology Zhengzhou China School of Zhongyuan-Petersburg Aviation Engineering Zhongyuan University of Technology Zhengzhou China

ISBN: (纸本)9798331541699

this paper addresses the challenge of grid map accuracy errors in multi-map merging, focusing on developing a robust and consistent occupancy grid map. To enhance feature point detection, the oFAST algorithm usingadaptive thresholding is proposed, which amplifies edge responses and increases detection accuracy. Additionally, descriptors derived from local self-correlation matrices are integrated into the BRIEF algorithm to improve robustness in complex environments. Matched feature points are refined using a K-Nearest Neighbors strategy combined with distance threshold filtering, followed by RANSAC-based estimation of the homography matrix to further ensure matching precision. A correction algorithm is proposed, which adjusts the coordinates of the matched feature points and fits a correction curve, thereby refining the pixel structure of the entire grid map. the proposed algorithm is validated by experimental data. © 2024 IEEE.

关键词： MapReduce

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Quality control of Electricity for Specialized electrical Equipment in a Medical Institution 6

Quality Control of Electricity for Specialized Electrical Eq...

引用

6th international Youth conference on Radio Electronics, electrical and Power engineering, REEPE 2024

作者： Khairullin, Rustem N. Shigaev, Stanislav Yu. Mukhamedyarov, Lenar N. Denisova, Alina R. Semenova, Olga D. Gibadullin, Ramil R. State Autonomous Healthcare Institution «interregional Clinical Diagnostic Center» Kazan Russia Kazan State Power Engineering University Kazan Russia

ISBN: (纸本)9798350382891

In this article the main aspects related to the influence of electricity quality violations on the work of electrical equipment, including specialized for medical institutions, are considered. For health-care facilities, while it is important to comply with electricity quality indicators, there are no specific requirements for their monitoring. However, disruptions in the quality of electricity lead to a reduction in the accuracy of the imaging of diagnostic results, leading to study distortions and errors that may in some cases be fatal. As a result of the conducted study of indicators of electricity quality at especially responsible objects of the examined medical institution deviation of the total coefficient of harmonic component of thDi currents up to 48%. An active high harmonic filter was selected and installed to combat this violation. Installation of active high harmonic filter allowed to reduce thDi to 2.5%, which is included into existing international standards. © 2024 IEEE.

关键词： Diagnosis

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Bidirectional power flow of BLDC drive-based pump hydro storage connected to a grid-tied PV network 6

Bidirectional power flow of BLDC drive-based pump hydro stor...

引用

6th international conference on Energy, Power and Environment, ICEPE 2024

作者： Chullai, Edapha Rhema Jones Bandopadhyay, Atanu Roy, Rakesh National Institute of Technology Meghalaya Department of Electrical Engineering Shillong India Indian Institute of Engineering Science and Technology Department of Electrical Engineering Howrah India

ISBN: (纸本)9798350379297

Pump hydro energy storage (PHES) is vital for grid stability. the traditional system lacks flexibility, so variable-speed machines are gaining attention. the study focuses on a variable-speed brushless direct current (BLDC) machine in PHES applications with a grid-tied solar photovoltaic framework. A single-phase grid side converter and a BLDC drive employ a d-q controller to achieve bidirectional power flow. Maximum power point tracking and a rule-based algorithm are used for optimal operation and energy management, respectively. the proposed topology offers benefits such as IEEE 519-compliant total harmonic distortion, DC bus voltage, and BLDC speed control. Results from MATLAB/Simulink show potential for reliable and sustainable energy architecture development. © 2024 IEEE.

关键词： Solar power generation

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Translating Natural Language Specifications into Access control Policies by Leveraging Large Language Models 6

Translating Natural Language Specifications into Access Cont...

引用

6th IEEE international conference on Trust, Privacy and Security in Intelligent Systems, and Applications, TPS-ISA 2024

作者： Lawal, Sherifdeen Zhao, Xingmeng Rios, Anthony Krishnan, Ram Ferraiolo, David San AntonioTX United States University of Texas Department of Information Systems and Cyber Security San AntonioTX United States Department of Electrical & Computer Engineering San AntonioTX United States National Institute of Standards and Technology GaithersburgMD United States

ISBN: (纸本)9798350386745

this paper investigates the application of large language models (LLMs) for the automated translation and information extraction of access control policies from a natural language source. Prior research in this domain have predominantly relied on manual methods, traditional natural language processing (NLP), or a hybrid approach involving machine learning and artificial neural networks combined with NLP techniques. We demonstrate a significant advancement by leveraging the power of LLMs to achieve improved efficiency and accuracy in these tasks. Our study focuses on applying cutting-edge prompt engineering techniques designed to optimize LLM performance in the specific context of access control policy information extraction. the findings highlight the potential of LLMs to streamline the process of converting human-readable requirements into formal, machine-interpretable policies, ultimately contributing to the automation and security of access control systems. © 2024 IEEE.

关键词： Natural language processing systems

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Energy-Efficient Train control Based on Improved Dynamic Programming Algorithm for Online Applications 6th

Energy-Efficient Train Control Based on Improved Dynamic Pro...

引用

6th international conference on electrical engineering and Information Technologies for Rail Transportation (EITRT)

作者： Chen, Fuwang Peng, Yang Lu, Shaofeng South China Univ Technol Guangzhou Shien Ming Wu Sch Intelligent Engn Guangzhou 511442 Peoples R China

ISBN: (纸本)9789819993093;9789819993079;9789819993062

the optimization algorithm for Energy Efficient Train control (EETC) must meet train operation's safety, punctuality, and energy-saving characteristics under complex engineering constraints, which poses significant challenges theoretically and practically. this paper proposes an improved Dynamic programming (DP) algorithm to solve the EETC problem. this algorithm creates a state space table, layers the states according to the location of the road section, solves the objective function value of the state space table from the back to the front, and then obtains the optimized speed track. this algorithm optimizes the state space twice before and after offline computation, greatly reducing the number of state spaces and achieving memory storage of only about 400 MB (or even less). Based on this state storage, the optimized speed trajectory can be obtained within 20 ms. the proposed algorithm is compared with mixed integer Linear programming (MILP) and Convex optimization (CO). this method's real-time energy-saving optimization performance is similar to that of MILP and CO, and the real-time track acquisition speed is at themillisecond level. Moreover, it has no requirements for the high performance of the computer CPU and the allocation of high-quality stable solvers and has more advantages in security and practicality.

关键词： Energy efficient train control Dynamic programming State space table

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Local Optimization Algorithm Based on Seed Nodes and Belief Propagation for Community Detection 6

Local Optimization Algorithm Based on Seed Nodes and Belief ...

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6th IEEE international conference on automation, Electronics and electrical engineering, AUTEEE 2023

作者： Shao, Wenbin Nan, Tian Zhang, Zhaozhi Lanzhou University School of Information Science and Engineering Lanzhou China State Grid Gansu Electric Power Company Material Company Lanzhou China

ISBN: (纸本)9798350305623

Community structure is one of the intrinsic properties of complex networks and the study of community detection has captured more and more attention from researchers. In this paper, a new community detection algorithm based on seed nodes and belief propagation is proposed. To be specific, we design an improved K-shell algorithm to select seed nodes, each of which is considered as a community root. then, we expand a community from its root using the belief propagation algorithm. In the post-processing stage, we re-divide the community structures based on the strategy of maximizing modularity and community similarity to further optimizes the quality of community division. Experimental results on different types of networks verify the effectiveness of the proposed algorithm. © 2023 IEEE.

关键词： Belief propagation Community detection Seed nodes

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