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An efficent indoor positioning method using machine learning and multiple Wi-Fi acces points

An efficent indoor positioning method using machine learning...

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2024 IEEE Conference on Advanced Topics on Measurement and Simulation, ATOMS 2024

作者： Dobre-Baron, Rareş Petrita, Teodor Nanu, Sorin Politehnica University of Timişoara Faculty of Electronics Telecomunications and Information Technology Timişoara Romania Politehnica University of Timişoara Department of Communications Timişoara Romania Politehnica University of Timişoara Department of Automation and Applied Informatics Timişoara Romania

ISBN: (纸本)9798350358377

In order to respond to a challenge, we set up a simple but efficient indoor positioning system, using off the shelf Wi-Fi access points (AP). The challenges of level positioning are overcome with a machine learning (ML) algorithm, which takes as input measured levels of multiple APs. Our approach to the problem is trying to solve the voluntary localization of a person within their home or another familiar habitat, in need for medical assistance, and also in the case of an industrial robot within the assembly room of a factory. © 2024 IEEE.

关键词： Industrial robots

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Assessing Temperature Sensitivity and Ring Oscillator Count Impact on Configurable Ring Oscillator PUF Performance

Assessing Temperature Sensitivity and Ring Oscillator Count ...

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Mediterranean Conference on Embedded Computing (MECO)

作者： Husam Kareem Oliver Krammer Dmitriy Dunaev Department of Automation and Applied Informatics Faculty of Electrical Engineering and Informatics Budapest University of Technology and Economics Budapest Hungary Department of Electronics Technology Faculty of Electrical Engineering and Informatics Budapest University of Technology and Economics Budapest Hungary

ISBN: (数字)9798350387568

ISBN: (纸本)9798350387575

Physically Unclonable Functions (PUFs) have been introduced as highly promising hardware primitives for key-based security applications. A PUF can be thought of as a hardware fingerprint that is able to produce a device-specific key for utilization in applications involving device identification and cryptographic key-based security. Among various PUF approaches, the ring oscillator (RO) PUF stands out as the most common PUF design due to its simple implementation and high-performance features. However, RO-PUFs are often classified as weak PUFs due to their limited input-output combinations, commonly referred to as challenge-response pairs within the scope of PUFs. Increasing the CRPs size of traditional RO-PUF results in a proportional growth in the hardware requirements for the RO-PUF design. This correlation arises from the linear relationship between the CRPs size and the hardware resources necessary for the RO-PUF design. Configurable RO-PUF emerged as a solution that expands the CRPs size without a substantial hardware increase. This study evaluates the performance reliability of CRO-PUF across various temperatures. Additionally, we explore the impact of altering the ring oscillators count on the CRO-PUF's performance.

关键词： Ring oscillators Temperature sensors Embedded computing Sensitivity Fingerprint recognition Reliability engineering Physical unclonable function

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Unleashing the Full Potential: Increasing the Bit Configuration Options in Configurable Ring Oscillator PUF

Unleashing the Full Potential: Increasing the Bit Configurat...

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Mediterranean Electrotechnical Conference (MELECON)

ISBN: (数字)9798350387025

ISBN: (纸本)9798350387032

Physically unclonable functions (PUFs) are essential primitives for enhancing hardware security, leveraging the variations in physical characteristics of integrated circuits (ICs) that happen during the manufacturing process. Among various PUF designs, the Ring Oscillator (RO) PUF offers design simplicity and high performance. However, RO-PUFs have been limited in their input-output combinations or what is referred to as challenge-response pairs (CRPs) within the scope of PUFs, classifying them as weak PUFs. Consequently, increasing the CRPs size of the RO-PUF will result in an enhancement of the PUF's overall security attributes. Increasing the CRPs size of a RO-PUF can be achieved through two main methods. Firstly, by increasing the number of ring oscillators in the design which leads to greater hardware demands. Secondly, configurability can be introduced into the individual ring oscillators of the RO-PUF without imposing a substantial demand on hardware resources. Therefore, this paper utilizes the configurability approach to maximize the size of the CRPs set. The evaluation process conducted in this study demonstrates that the proposed design provides excellent results across several performance metrics.

关键词： Ring oscillators Measurement Integrated circuits Electric potential Manufacturing processes Hardware security Artificial neural networks

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Proceedings of the International Conference on Artificial Intelligence Techniques for Electrical Engineering Systems (AITEES 2022) 1

Proceedings of the International Conference on Artificial In...

引用

丛书名： Atlantis Highlights in Intelligent Systems

2023年

作者： Valentina E. Balas Ramesh C. Bansal Siva Kumar Mangipudi Subhojit Dawn

ISBN: (数字)9789462392663

ISBN: (纸本)9789462392656

The book invites submission of novel, recent area of innovation and previously unpublished research work/idea in the field of modern applications of artificial intelligence techniques to electrical engineering systems. The applications of artificial intelligence related to various fields of electrical engineering are mentioned in the conference tracks. The conference is meant to discuss the challenges and applications of latest evolutionary computing techniques, neural networks, fuzzy logic, machine learning and data analytics in the fields of power systems, power electronics, robotics, automation, instrumentation, control systems, mechatronics and photonics. It provides a platform to the students, researchers, scientists, faculty members, professionals and practitioners to interact, present and get innovative ideas in the field of electrical engineering. As a part of AITEES-2022, many keynote sessions are planned to enhance the research and innovation skills of participants. Eminent professors from academic institutions and world renowned industrial experts from India and abroad will deliver keynote sessions.

关键词： Artificial Intelligence Computer Science Machine Learning Big Data

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Cause of the Common-Mode Noise Suppression Effect of Y-Capacitor in Isolated DC/DC Converters

Cause of the Common-Mode Noise Suppression Effect of Y-Capac...

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IEEE International Symposium on Electromagnetic Compatibility - EMC Europe

作者： Róbert Orvai Márk Csörnyei János Hamar Bálint Pintér Department of Automation and Applied Informatics Faculty of Electrical Engineering and Informatics Budapest University of Technology and Economics Hungary Electrified Motion - Power Electronics Robert Bosch Kft. Hungary Department of Broadband Infocommunications and Electromagnetic Theory Faculty of Electrical Engineering and Informatics Budapest University of Technology and Economics Hungary

ISBN: (数字)9798350307351

ISBN: (纸本)9798350343045

Electromagnetic compatibility (EMC) of power electronics is becoming increasingly challenging to manage. This is due, on the one hand, to the advancements in power electronics technology such as the spread of resonant converters, and on the other hand to the tightening EMC requirements. One of the most commonly used EMC measures in power electronics, and in particular isolated DC/DC converters, is adding a primary-secondary Y-capacitor to reduce common-mode (CM) electromagnetic interference (EMI). To provide a deeper understanding on how the Y-capacitor achieves this, CM impedance measurements on an isolated half-bridge LLC resonant DC/DC converter are presented in this paper. From the results, the reason behind the EMI mitigation effect of Y-capacitor can be observed which gives a more precise explanation on the underlying noise suppression mechanism and opens up an optimization opportunity for the technique.

关键词： Visualization Impedance measurement Noise reduction Electromagnetic interference Electromagnetic compatibility Transformers Power electronics Main-secondary Impedance Noise measurement

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An efficent indoor positioning method using machine learning and multiple Wi-Fi acces points

An efficent indoor positioning method using machine learning...

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Measurement and Simulation (ATOMS), Advanced Topics on

作者： Rareş Dobre-Baron Teodor Petriţa Sorin Nanu Faculty of Electronics Telecomunications and Information Technology Politehnica University of Timişoara Timişoara Romania Department of Communications Politehnica University of Timişoara Timişoara Romania Department of Automation and Applied Informatics Politehnica University of Timişoara Timişoara Romania

ISBN: (数字)9798350358377

ISBN: (纸本)9798350358384

关键词： Location awareness Portable computers Computer architecture Machine learning Position measurement Industrial robots Software Production facilities Software measurement Wireless fidelity

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Image Processing Methods for Detecting Voids in the Solder Joints of Surface-Mounted Components

Image Processing Methods for Detecting Voids in the Solder J...

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International Spring Seminar on electronics Technology

作者： Oliver Krammer Á rpá d Varga Attila Gé czy Kristó f Csorba Department of Electronics Technology Faculty of Electrical Engineering and Informatics Budapest University of Technology and Economics Budapest Hungary Department of Automation and Applied Informatics Faculty of Electrical Engineering and Informatics Budapest University of Technology and Economics Budapest Hungary

Void formation in the lead-free solder joints of electrical components can significantly affect their mechanical properties and thermal performance. Void-detection methods have been investigated in this paper, which are able to identify and measure voids in meniscus-shaped solder joints of surface mounted components automatically. In the experiment, 0603 size resistors (1.5 × 0.75 mm) were soldered onto a testboard, and X-ray images were acquired about the samples then. The image processing methods for the void detection were implemented in OpenCV-Python. At first, the properties of the images were analyzed (for example, calculating the histogram), and then the area, including the resistor and solder pads, was extracted by masking. Several methods were investigated for identifying voids in the images; Canny edge detection, global-and adaptive thresholding, and blob detection algorithm. The accuracy of the extraction methods was evaluated by identifying voids on a test image manually and comparing the results to that provided by the different methods. Canny edge detection was the best in our case, but global thresholding and blob detection are also promising solutions.

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Towards Spiking Control for Dielectric Elastomer Actuators

Towards Spiking Control for Dielectric Elastomer Actuators

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International Conference on Control, Mechatronics and automation (ICCMA)

作者： Lukas Sohlbach René Harmann Fernando M. Quintana Heng Wei Zhang Fernando Perez-Peña Karsten Schmidt Department of Computer Science and Engineering Frankfurt University of Applied Sciences Frankfurt/Main Germany Department of Informatics and Technology Engineering School of Engineering University of Cá diz Cádiz Spain Department of Automation Electronics and Computer Architecture and Networks School of Engineering University of Cádiz Cádiz Spain

Dielectric Elastomer Actuators (DEAs) can be seen as flexible capacitors, where an incompressible elastomer is sandwiched between two compliant electrodes. From the elastomer non-linear and time-dependent phenomena arise during the activation of the actuator. This results in the need for appropriate control methods, especially when they are used in the field of soft robots. Therefore, this paper presents a feedforward controller which is based on Spiking Neural Networks (SNNs). To the best of our knowledge this is the first time DEAs and SNNs are combined to make a step towards true soft robots. It was demonstrated that it is necessary to include feedback into the control scheme. Also, it was found that in the context of a SpiNN-3 development board as a neuromorphic hardware platform, neuron encoding is the most promising encoding method. This also implies that a classification approach is preferable to a regression approach.

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Future Networks 2030: Challenges in Intelligent Transportation Systems 8

Future Networks 2030: Challenges in Intelligent Transportati...

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8th IEEE International Conference on Reliability, Infocom Technologies and Optimization (Trends and Future Directions), ICRITO 2020

作者： Pop, Madalin-Dorin Pandey, Jitendra Ramasamy, Velmani University of Timioara Automation and Applied Informatics Timioara Romania Middle East College Department of Computing Muscat Oman Siddhartha Institute of Technology and Sciences Department of Electronics and Communication Engineering Narapally Hyderabad India

ISBN: (纸本)9781728170169

Many cities around the world implement the Intelligent Transportation Systems (ITS) concept to reduce road traffic congestion. This concept implies the usage of Internet of Things (IoT) technologies to ensure a better traffic flow, especially in crowded urban areas. Sensors networks became part of road infrastructure and have as main responsibilities to collect real-time traffic data and to send them to Traffic Management Centres (TMCs) which control further the traffic lights timings. Today's technologies meet some limitations in terms of efficiency. This paper starts with an overview of these limitations to create a path for discussing the challenges that the development of ITS will meet in the context of Future Networks (FN) 2030 concept. Based on this development path, the identification of current limitations and possible future challenges consists of an important step of this research. Further, the main contribution in this research is to show how the ITS shall adapt to meet the requirements of FN 2030 by providing an architecture for Future ITS 2030 that meets the general ITS needs. © 2020 IEEE.

关键词： Internet of things

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Future Networks 2030: Challenges in Intelligent Transportation Systems

Future Networks 2030: Challenges in Intelligent Transportati...

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International Conference on Reliability, Infocom Technologies and Optimization (ICRITO) (Trends and Future Directions)

作者： Mădălin-Dorin Pop Jitendra Pandey Velmani Ramasamy Automation and Applied Informatics University of Timișoara Timișoara România Department of Computing Middle East College Muscat Sultanate of Oman Department of Electronics and Communication Engineering Siddhartha Institute of Technology and Sciences Narapally Hyderabad India

ISBN: (数字)9781728170169

ISBN: (纸本)9781728170176

关键词： Security Roads Sensors Computer architecture Real-time systems Smart cities Wireless communication

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