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Proceedings of the international conference on Machine Learning, Pattern Recognition and automation Engineering, MLPRAE 2024

Proceedings of the International Conference on Machine Learn...

引用

2024 international conference on Machine Learning, Pattern Recognition and automation Engineering, MLPRAE 2024

ISBN: (纸本)9798400709876

The proceedings contain 35 papers. The topics discussed include: research on the application of agile testing in satellite ground control system;intelligent control based belt feeding speed control for belt punching production line;research on real-time positioning and control of automatic navigation car based on OpenMV vision system;research on toy design for autistic children based on parent-child communication;design and optimization of monopod robots for continuous vertical jumping: a novel hopping mechanism inspired by froghoppers and grasshoppers;design and optimization of networked control system based on improved hybrid communication strategy;and a self-supervised Multiview joint pre-training framework for representation learning in sleep staging: Multiview sleep staging framework.

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Hybrid Quantum computing and Decision Tree-Based Data Mining for Improved Data Security 7

Hybrid Quantum Computing and Decision Tree-Based Data Mining...

引用

2023 7th international conference On computing, communication, control And automation, ICCUBEA 2023

作者： Sudharson, K. Usha, N.S. Babu, G. Apirajitha, P.S. Nallamala, Sri Hari Kumar, G. Muthu R.M.D. Engineering College Dept. of Aiml Chennai India Sathyabama Inst. of Sci. and Tech. Dept. of Cse Chennai India Easwari Engineering College Dept. of Biomedical Engg. Chennai India Sri Venkateswara College of Engineering Department of Cse Chennai India Vasireddy Venkatadri Inst. of Tech. Dept. of Cse Guntur India Sriram Engineering College Dept. of Aids Chennai India

ISBN: (纸本)9798350304268

Data mining and quantum computing have become potent methods for analyzing massive datasets and gaining insightful conclusions. However, conventional techniques for data mining are susceptible to quantum attacks, necessitating the development of quantum-resistant methods like lattice-based cryptography. This research provides a hybrid strategy for better data analysis and security that blends quantum computing with decision tree-based data mining. The suggested algorithm was tested against various datasets, and the findings indicated that it provided substantial protection against quantum assaults while achieving great accuracy and precision in data analysis. On the datasets tested, the suggested algorithm specifically attained an average precision of 95.3% and an accuracy of 96.5%. Additionally, the algorithm resisted quantum attacks, maintaining accuracy and precision subjected to the most extreme quantum attacks. Overall, the evaluation findings show how effective and efficient the suggested hybrid technique is for data analysis and protection, providing a workable answer for practical post-quantum applications. © 2023 IEEE.

关键词： Data mining Decision tree lattice-based cryptography Post-quantum cryptography Quantum computing

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Transformation of Text to Decode Morse Code and its Detection using Eye Blinks 7

Transformation of Text to Decode Morse Code and its Detectio...

引用

2023 7th international conference On computing, communication, control And automation, ICCUBEA 2023

作者： Zaveri, Dishant Joshi, Yash Shah, Yash Shah, Bhavik Parekh, Nirali Mangrulkar, Ramchandra Djsce Department of Computer Engineering Mumbai India Management Science and Engineering Stanford University United States

ISBN: (纸本)9798350304268

There are approximately 22 million people in India who suffer from various forms of disabilities. This software enables individuals to communicate using their eye blinks through a method known as Morse code. The author utilized the open-CV method to detect patterns of human eye blinking. The eye aspect ratio formula is employed to detect eye blink patterns. Additionally, an interface has been developed using tkinter to facilitate the detection of Morse code from eye blinks. Our approach in this field focuses on using eye blinks in real-time to generate Morse code, leveraging a webcam and employing three machine learning techniques for predictive strength. Currently, we propose a free software solution that employs open-source computer vision to interpret eye blinks and translate messages sent in Morse code (comprising dots and dashes) into understand-able English. Thus, this system serves as a substitute for augmentative and alternative communication (AAC) devices. The primary objective of this paper is to create a simple and affordable system that aids individuals with speech disorders and facilitates the transmission of private messages, particularly in settings such as the military. The concepts of eye blinks, facial landmarks, eye blink detection, and Morse code are utilized to accomplish the core task of capturing values represented by dots and dashes. © 2023 IEEE.

关键词： Augmentative and alternative communication(AAC) Disability communication Eye blink detection Eye blinks Morse code Speech disorders

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Collaboration and control Strategy for Dual Traction Station Flexible AC Traction Power System during Catenary Faults 7

Collaboration and Control Strategy for Dual Traction Station...

引用

7th international conference on automation Electronics and Electrical Engineering

作者： Shen, Hua Guo, Xu Shao, Jiachuan Northwestern Polytech Univ Sch Cybersecur Xian Peoples R China Tsinghua Univ Sch Elect Engn Beijing Peoples R China China Railway Elect Ind Co Ltd Int Business Dept Baoding Peoples R China

ISBN: (纸本)9798350377040;9798350377033

In the flexible AC traction power supply system (FTPSS), a certain short-circuit current is necessary for fault detection following a catenary fault. However, the static power converters (SPCs) have limited current overload capacity. To enable fault detection and rapid system recovery, SPCs must switch from voltage-frequency control (VFC) to fault current control (FCC). This mode switching process can cause issues such as transient voltage and synchronization problems during the soft start of SPCs, leading to abnormal mode transitions. To address these challenges, this paper proposes a communication-based collaboration and control strategy to suppress transient voltage and achieve synchronous soft start. Firstly, the paper identifies the transient voltage and synchronization issues under the continuous operation strategy of dual traction station FTPSS. Subsequently, a collaborative control strategy is introduced. Finally, simulation modeling is conducted on the PSCAD/EMTDC platform to validate the proposed strategy. The simulation results demonstrate that the strategy effectively suppresses transient voltage and achieves synchronous soft start, ensuring correct mode switching.

关键词： flexible AC traction power supply system catenary fault collaborative control transient voltage suppression

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Cloud controlled Home Safety and Management Solution for Equipment automation via Internet 7

Cloud Controlled Home Safety and Management Solution for Equ...

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7th international conference on computing Methodologies and communication, ICCMC 2023

作者： Kishore, D.V. Sai Babu, Y. Murali Mohan Blessy, Y.M. Anitha, K. Prabhakar, P.B. Edwin Department of Electronics and Communication Andhra Engineering Colleg Andhra Pradesh Nellore India Department of Electronics and Communication Engineering Chadalawada Ramanamma Engineering College Andhra Pradesh Tirupathi India Department of Electronics and Communication R.M.K. Engineering College Tamil Nadu Chennai India Tamil Nadu Perambalur India Department of Computer Science and Engineering New Prince Shri Bhavani College of Engineering & Technology Tamil Nadu Chennai India

ISBN: (纸本)9781665464086

Homes enhance people's quality of life by providing access to a range of services. One might think of a sensible home or machine-driven home. It strives to offer both simple work and enjoyment. The goal of this project is to effectively control home gadgets through the exploitation of Internet of Things (IoT) apps. This paper presents a successful Internet of Things-based system used to monitor and control home equipment via the Internet. Handheld devices serve as the user interface for home control systems. This can be connected to the domestic automation network via a network pass, using protocols for connection, including Zigbee and Wi-Fi. This project is planned by using Wi-Fi as a networking protocol and raspberry pi as the server device to monitor home appliances via a Smartphone. The user travels around the network directly through the system, while house appliances, such as lighting, ventilators, and door locks, are remotely controlled through the simple website. Another feature improving firefighting safety is the ability to sludge the smoke and send a warning message and a picture to a Smartphone if there is a fire. The server is interfaced with relay hardware circuits that power home-based computers. The user can select the appropriate machine via the server contact. The user can choose the proper unit for the server correspondence. Relays are connected to the server. The built-in device board will operate the apps locally if the server or web affiliation goes down. This provides us with a cheap and climbable domestic automation gadget. © 2023 IEEE.

关键词： Internet of things

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Experimental Study on MQTT Protocol Based Home automation System with Enhancement 4

Experimental Study on MQTT Protocol Based Home Automation Sy...

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4th international conference on Computer, communication, control and Information Technology, C3IT 2024

作者： Manna, Subharghya Banerjee, Abhijit Academy of Technology Department of Electronics and Communication Engineering West Bengal Hooghly712121 India

ISBN: (纸本)9798350389128

This paper presents the design and implementation of a home automation system that employs the MQTT (Message Queuing Telemetry Transport) protocol, with AWS serving as the MQTT broker. The system is built using a NodeMCU microcontroller, interfacing with two analog sensors, one digital sensor, and three different actuators. An analog multiplexer (MUX) is employed to manage multiple analog inputs, while WiFi connectivity ensures seamless communication with the cloud. The user interface (UI) allows real-time monitoring and control of home parameters, including room temperature, lighting conditions, and door access events logged via RFID. This implementation demonstrates an efficient and scalable approach to home automation, leveraging cloud-based MQTT for reliable message delivery and enhanced user interaction. © 2024 IEEE.

关键词： Radio frequency identification (RFID)

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SVM-based Anomaly Detection in IoT- Enabled Microelectronic Systems 3

SVM-based Anomaly Detection in IoT- Enabled Microelectronic ...

引用

3rd international conference on automation, computing and Renewable Systems, ICACRS 2024

作者： Kumar, Arun C.M. Muthukkumar, M.S. Swaminathan, K. Department of Electronics and Communication University College of Engineering Tamilnadu Pattukkottai India

ISBN: (纸本)9798331532420

This research gives the application of Support Vector Machines (SVM) for anomaly identification in IoT-enabled microelectronic based systems. As IoT networks increasingly merge advanced microelectronic modules, ensuring system data-reliability and security becomes important. Anomalies like unexpected device behaviour, signal interferences, or potentially security breaches can significantly impact the performance level and functionality of the systems. By using SVM, a robust supervisor learning algorithm known for its accuracy level in classification tasks, this research work aims in identifying unusual patterns and irregularities within the IoT ecosystem. The proposed model will be designed to improve system monitoring by identifying deviations from normal operation, thus enabling early anomaly intervention and mitigation of potential threats. This approach also offers a scalable and effective solution for enhancing the data-security and performance of IoT-merged microelectronic systems in different applications, ranging from smart cities to industrial automation. © 2024 IEEE.

关键词： Supervisory personnel

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Determining of the degree of intelligence of artificial intelligence systems 14

Determining of the degree of intelligence of artificial inte...

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14th international conference on computing communication and Networking Technologies, ICCCNT 2023

作者： Rashidov, Aldeniz Technical University of Gabrovo Department of Automation Information and Control Systems Gabrovo Bulgaria

ISBN: (纸本)9798350335095

This work presents the factors that determine the degree of intelligence of artificial intelligence (AI) systems. A methodology for determining the degree of intelligence of AI systems is proposed. The concepts of intelligence quotient of artificial intelligence systems (AISIQ), average level of intelligence of AI systems, and correction factor for the age of an intelligent AI system, are defined. Determining the degree of intelligence of AI systems will allow assess the ability of an AI systems to perform tasks that normally require human intelligence. This can be useful for evaluating the efficiency and reliability of the system and for identifying areas where it can be improved. Determining the degree of intelligence of an AI system can help in decision-making for implementation in various fields, as well as in assessing the potential risks and benefits of its use. © 2023 IEEE.

关键词： Decision making

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Motor control in Smart Home Using Raspberry Pi and Node Red 5th

Motor Control in Smart Home Using Raspberry Pi and Node Red

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5th international conference on Data Science, Machine Learning and Applications

作者： Prasanna, M. Reddy, I. V. Subba GITAM Sch Sci Dept Phys & Elect Hyderabad Telangana India Bhavans Vivekananda Coll Sci Humanities & Commerc Secunderabad India

ISBN: (纸本)9789819780334;9789819780310;9789819780303

Smart homes are becoming increasingly popular due to their ability to provide convenient and efficient control over household appliances and devices. This paper presents a system that integrates sensors, motors, Raspberry Pi, NodeRED, NodeMCU to create a smart home automation system. TheMessage Queuing Telemetry Transport (MQTT) protocol is used as amessaging protocol between the devices, allowing for efficient communication and coordination. Together, these components create a powerful and flexible system that can be customized to meet the needs of any smart home automation project. TakingHome automation to the next level, in this paper, we have connected sensors to collect data on various parameters such as temperature-humidity, water level in the overhead tank and click images. The system provides an interface using Node-RED to monitor and operate smart home devices from any remote place.

关键词： MQTT protocol NodeMCU Node-RED Raspberry Pi Smart home

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A Method Based on a Combination of Ontological Data Analysis and Cognitive Modeling Tools for Organizing the Computational Process in Peer-to-Peer Networks

A Method Based on a Combination of Ontological Data Analysis...

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2024 international Russian automation conference, RusAutoCon 2024

作者： Melnik, Eduard Safronenkova, Irina The Southern Scientific Center of the Russian Academy of Sciences Federal Research Center Rostov-on-Don Russia

Despite the rapid development of edge and fog computing technologies, including significant improvements in the characteristics of communication channels and computing devices themselves, the problems associated with the organization of the computing process in distributed systems remain relevant. This is due to the high dynamism of the environment and the large number of computing devices that operate in it. One of the mentioned problems in the organization of the computing process is the workload relocation problem. It includes the selection of placement options and requires significantly more time resources for the case of coupled tasks in comparison with uncoupled tasks. The need to solve coupled problems is associated with the development of such areas as loT, the Internet of Robotic Things, collaborative robotics, augmented reality, etc. One of the ways to reduce the total solution time of a coupled problem is to reduce the search space of candidate nodes, which can potentially be assigned to subtasks. In this paper, we propose to use a method for reducing the search space based on a combination of ontology analysis and cognitive modeling tools. The ontological model and a cognitive map of the computing infrastructure are developed. Computational experiments are conducted. Application of ontological modeling along with the use of cognitive analysis tools has shown its effectiveness in solving the workload relocation problems in highly dynamic environments. This is confirmed by the results of the conducted experiments. (Abstract) © 2024 IEEE.

关键词： Fog computing

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