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Challenges of real-time Processing with embedded Vision for IoT applications

Challenges of Real-time Processing with Embedded Vision for ...

引用

2022 international conference on Electrical, Computer, Communications and Mechatronics Engineering, ICECCME 2022

作者： Lee, Suk Jin TSYS School of Computer Science Columbus State University Columbus United States

ISBN: (数字)9781665470957

ISBN: (纸本)9781665470957

Recent advances in both Artificial Intelligent (AI) and the Internet of Things (loT) make it possible to implement surveillance systems that can detect and recognize objects in an automatic manner. It is still challenging to set up the embedded visions in resource-limited devices. This study investigates how the system configuration and the memory size affect the performance of embedded vision applications. For this proj ect, we set up a vision sensor accessible wirelessly from a single board computer (SBC). The designed system utilizes Raspberry Pi (SBC) as a computing server, and Python programming language to receive the captured images from the vision sensor using an open-source computer vision and machine learning software (OpenCV) library, which can detect objects and allow for easy accommodation with high performance. We also use a set of Python classes (Image ZM Q) that can transport live video streams from one controller to another for a distributed image processing network. We evaluate the performance with frame rate, frame transfer delay, and frame processing time. The proposed system is cost-efficient and suitable for home security, industrial wireless control, and other loT applications. © 2022 ieee.

关键词： Internet of things

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Smart Diaper embedded with Fully Printed Sensors for Wireless Healthcare and Monitoring 5

Smart Diaper Embedded with Fully Printed Sensors for Wireles...

引用

5th ieee international conference on Flexible and Printable Sensors and systems, FLEPS 2023

作者： Ali, Shawkat Khan, Arshad Bermak, Amine College of Science and Engineering Hamad Bin Khalifa University Division of Information and Computing Technology Doha Qatar Computer Electrical and Mathematical Science and Engineering Division Thuwal23955-6900 Saudi Arabia

ISBN: (纸本)9781665457330

In this research, a real-time healthcare and monitoring wireless system is developed to monitor vital signs of a wearer i.e., temperature, respiration rate, and wetting volume on a smartphone. The smart diaper consists of two main units, a detachable electronic module and a disposable printed biosensors patch deployed on a commercial diaper. Custom sensors array was designed and fabricated in a single patch through printed electronics technology by using biocompatible materials on a thermal transfer substrate. The sensors patch was designed in such a way to accurately collect the vital signs data by placing each sensor at appropriate site. Individual sensors were characterized for their electrical and mechanical properties. The overall system was tested, and data was wirelessly transmitted to a smartphone via Bluetooth. The main purpose of the proposed smart diaper is to minimize the effort of caregiver and avoid infection, rashes, and discomfort. We believe this work will open a new window for the printed electronics systems for special needs, elderly, and infant healthcare. © 2023 ieee.

关键词： Wetting

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Autonomous and Adaptive Communications systems in Automotive applications 15

Autonomous and Adaptive Communications Systems in Automotive...

引用

15th international conference on computing Communication and Networking Technologies, ICCCNT 2024

作者： Sunitha, B.K. Shukla, Nikita Bhambu, Pawan Karnataka Bangalore India Department of Management ARKA JAIN University Jharkhand Jamshedpur India Department of Computer Science and Engineering Vivekananda Global University Jaipur India

ISBN: (纸本)9798350370249

Autonomous and adaptive communications systems are increasingly being used in automotive programs to permit safer and extra-green navigation and driving. Such structures use actual-time remarks from the auto and its surroundings to facilitate verbal exchange among the auto and its surroundings. This communication allows the automobile to dynamically adjust its verbal exchange and navigation strategies in response to modifications in the environment, inclusive of visitors and weather. Furthermore, those structures can enhance the general protection of independent automobiles by allowing them to keep away from obstacles better and adapt to converting conditions. Independent and adaptive communications systems also offer an opportunity for the auto to speak and engage with its surroundings in order to create and optimize green routes. Additionally, they may be used to enable the auto to get hold of actual-time updates, consisting of road conditions and visitor patterns, from external assets. Those systems offer a platform for more secure and greater efficient riding inside the modern global. ©2024 ieee.

关键词： Vehicle to vehicle communications

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Early Detection and Prevention of Varicose Veins using embedded Automation and Internet of Things 5

Early Detection and Prevention of Varicose Veins using Embed...

引用

5th international conference on Inventive Research in computing applications, ICIRCA 2023

作者： Ashwin Das, M. Anand, I. Nihal, C. Subramaniyam, Kamalraj Mohanarathinam, A. Karpagam Academy of Higher Education Biomedical Engineering Coimbatore India Karpagam Academy of Higher Education Department of Biomedical Engineering Coimbatore India

ISBN: (纸本)9798350321425

Varicose veins are enlarged and twisted veins found in the subcutaneous tissues of the legs. Often, the blood valves in these veins are ineffective, resulting in blood reflux and symptoms of venous hypertension. Varicose veins are a chronic condition caused by improper blood circulation in the leg veins, disrupting the flow of blood from the legs to the heart. This occurs when blood accumulates in the leg veins, a condition called stasis, which causes blood to clot in the wrong direction and damages the inlet valve. Prolonged periods of both standing and sitting, aging, and reduced physical activity are among the primary causes of this chronic condition. Moreover, treatment for varicose veins can be expensive. Early diagnosis of this issue enables straightforward treatment and provides relief from discomfort and tension for the patient. embedded automation and IoT play a significant role in the early detection of this condition by identifying various stages of varicose veins and assisting healthcare practitioners. According to the suggested plan of action, a micro controller (ESP32), force sensor, tilt sensor, SpO2 sensor, pressure simulator (vibration motor), Peltier crystal, and compression stocking with micro motors are utilized to measure pressure variations and vibrations. The technique involves continuous monitoring of blood oxygen levels, leg force, and leg angle. real-time updates are then transmitted to the relevant parties through the Internet of Things. © 2023 ieee.

关键词： Noninvasive medical procedures

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Wild Animal Species Detection System using embedded Devices 9

Wild Animal Species Detection System using Embedded Devices

引用

9th international conference on Communication and Electronics systems, ICCES 2024

作者： Sridhar, P. Kabilan, V. Manikandan, R. Mukesh Kanna, J. Sri Ramakrishna Engineering College Tamil Nadu Coimbatore India

ISBN: (纸本)9798350377972

Detecting wild animal species using embedded devices requires the use of a variety of technologies to monitor and identify animals in their natural environments. This field typically collects data about wildlife using sensors, cameras, communication modules, and, in some cases, artificial intelligence algorithms. The primary goals of deploying embedded devices for wild animal species detection are conservation and research. Researchers can collect vital data for conservation initiatives, wildlife management, and scientific research by tracking animal numbers, behaviors, and habitats. embedded devices frequently include sensors such as motion sensors, temperature sensors, and accelerometers to detect the presence of animals and collect environmental data. Camera traps are widely employed for animal monitoring. These are outfitted with motion sensors and cameras that capture photographs or movies of animals as they pass. Many embedded devices have communication modules such as GPS, GSM, and satellite connectivity, allowing researchers to access data and get alarms in real-time. These gadgets are often compact, low-power, and tough, built to survive extreme environmental conditions while using little energy. Monitoring endangered species to determine population trends, habitat use, and threats. Exploring animal behavior, migration patterns, and ecological connections. Identifying places with high wildlife activity to reduce confrontations between humans and wildlife. © 2024 ieee.

关键词： Invertebrates

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Adaptive Reconstruction Offloading for Digital Twin-assisted Intelligent Transportation systems

Adaptive Reconstruction Offloading for Digital Twin-assisted...

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ieee/CIC international conference on Communications in China (ICCC)

作者： Chen, Jicai Liu, Shengli Zhu, Peiyi Yuan, Jiantao Wu, Celimuge Chen, Xianfu Lu, Weidang Yin, Rui Zhejiang Univ Technol Coll Informat Engn Hangzhou Peoples R China Hangzhou City Univ Sch Informat & Elect Engn Hangzhou Peoples R China Univ Electrocommun Grad Sch Informat & Engn Tokyo Japan Shenzhen CyberAray Network Technol Co Ltd Shenzhen Peoples R China

ISBN: (纸本)9798350378412

In Digital Twin (DT) assisted Intelligent Transportation systems (ITS), cloud servers can use data from vehicle sensors to construct DT replicas of road scenes and utilize this these for tracking, replicating, and predicting traffic environments. To support these applications, the DT of ITS should be accurately constructed in real time. However, due to the limited computation of vehicles and communication resource of Internet of Vehicle (IoV), reconstruction in local vehicles or cloud server would arouse a large delay. Therefore, we propose to jointly train a point cloud reconstruction network on the vehicle, Roadside Units (RSU) and cloud server, and the cloud aggregates the network parameters of the three terminals to obtain a global network. To be more specific, an optimization problem is formulated to minimize the reconstruction delay by joinly adjusting communication and computation resources allocations. An alternating optimization based algorithm named as TRA is proposed to achieve the suboptimal solutions. Finally, extensive simulations are carried out to show that the TRA schemes obtained by this algorithm are superior to other baselines.

关键词： V2X Digital Twin DPCC Edge intelligence Point cloud reconstruction

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Performance Evaluation of Single-Board embedded Linux Platforms as Asterisk Servers for Phone of Things (PoT) applications 18

Performance Evaluation of Single-Board Embedded Linux Platfo...

引用

18th ieee international Wireless Communications and Mobile computing conference (IWCMC)

作者： Khalil, Haytham Elgazzar, Khalid Ontario Tech Univ IoT Res Lab ECSE Dept Oshawa ON Canada

ISBN: (纸本)9781665467490

Phone of things (PoT) is a novel idea for IoT systems connectivity that allows legacy and non-IoT-enabled devices to be interfaced through the mature and ubiquitous telephone network infrastructure. This paper evaluates the performance of the Raspberry Pi board families, embedded Linux platforms based on ARM processors, on processing VoIP calls for PoT applications. The paper assesses and contrasts the ability of the boards in handling passthrough and transcoded VoIP calls. Based on the obtained results, the paper proposes best practices for employing the boards as Asterisk servers and advocates the maximum number of simultaneous calls at different scenarios to preserve the hardware safety and maintain better performance regarding system stability and VoIP call quality measurements. The results show that Raspberry Pi 4 B can gracefully handle up to 364 active passthrough channels (equivalent to 182 simultaneous calls). Nevertheless, Pi Zero W, the least powerful version of the Raspberry Pi, can gracefully handle up to 24 active passthrough channels. The results promote the utilization of embedded Linux platforms as appropriate, tiny form factor, and cost-effective candidates to act as PoT gateways in homes and small-to-medium sized business domains.

关键词： Phone of Things (PoT) Internet of Things (IoT) Voice over Internet Protocol (VoIP) Asterisk Raspberry Pi

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Lightweight Security Authentication Scheme for Vehicle-Road Collaboration using Physical Unclonable Function 21

Lightweight Security Authentication Scheme for Vehicle-Road ...

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21st ieee international Symposium on Parallel and Distributed Processing with applications, 13th ieee international conference on Big Data and Cloud computing, 16th ieee international conference on Social computing and Networking and 13th international conference on Sustainable computing and Communications, ISPA/BDCloud/SocialCom/SustainCom 2023

作者： Xia, Zhuoqun Su, Chao Xu, Zisang Long, Kejun Changsha University of Science and Technology School of Computer and Communication Engineering Changsha China Hunan Key Laboratory of Smart Roadway and Cooperative Vehicle-Infrastructure Systems Changsha China

ISBN: (纸本)9798350329223

The Internet of Vehicles (IoVs) is widely used to obtain information about vehicles and road conditions, which is transmitted in public channels. Hence, the most important requirement is the data security, which needs to keep in a strict delay. Authentication is a common method to solve it. Due to limited resources and delay sensitivity of IoVs, vehicles must complete authentication within appropriate resources cost and delay. However, existing schemes are prone to physical, forgery and collusion attacks, and moreover, they are computationally heavy. Therefore, we propose a lightweight security identity authentication scheme for vehicle-road collaboration, which utilizes lightweight Physical Unclonable Function (PUF) as the trust root of entities to resist physical and collusion attacks;Besides, most of computation is offloaded to Road Side Units (RSUs) certified by Trusted Authority (TA) through the vehicle-road collaboration architecture. In addition, we utilize challenge-response pairs (CRPs) to protect privacy and expose malicious vehicular identities in identity tracking phase. Furthermore, there are formal and informal security analyses to prove our scheme is secure. Finally, the simulation experiment shows our scheme is more secure and efficient than other schemes in real scenarios. © 2023 ieee.

关键词： Roads and streets

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Smart Agriculture for Sustainability: The Implementation of Smart Irrigation Using real-time embedded System Technology 4

Smart Agriculture for Sustainability: The Implementation of ...

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4th international conference on Innovative Research in Applied Science, Engineering and Technology, IRASET 2024

作者： Morchid, Abdennabi Jebabra, Rachid El Alami, Rachid Charqi, Mohammed Boukili, Bensalem Sidi Mohamed Ben Abdellah University Department Of Physics Lisac Laboratory Faculty Of Sciences Dhar El Mahraz Fez Morocco

ISBN: (纸本)9798350309508

Faced with the growing challenges of water management in agriculture, this paper explores the shortcomings of traditional irrigation methods and calls for the adoption of innovative technologies to meet these challenges. This paper proposed an innovative solution by combining embedded systems (Controllers) and environmental sensors to create a real-time intelligent irrigation system. Based on these technologies, the system automatically adjusts irrigation operations in real-time, according to environmental conditions, thus improving water use efficiency. Essentially, this study developed an intelligent system capable of dynamically adjusting irrigation based on environmental parameters, including soil moisture and water level thresholds. This approach aims to reduce water wastage while improving agricultural productivity. The methodology involves the use of an Arduino Mega 2560 microcontroller, and advanced sensors such as temperature, humidity (DHT22), moisture, water level, and pumps as actuators. The algorithm developed enabled continuous monitoring and adaptive control of the pump, as well as data logging on the controller for real-time feedback. Tests carried out confirm the effectiveness of the smart irrigation system since it has considerably reduced water wastage while maintaining optimum agricultural productivity, compared with traditional methods. This innovative approach enables farmers to save considerable quantities of water while guaranteeing a high-quality harvest. By encouraging more sustainable farming practices, this solution contributes to the preservation of natural resources and the long-term sustainability of agriculture. © 2024 ieee.

关键词： Irrigation

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Deep Learning Based real-time Object Detection on Jetson Nano embedded GPU 8th

Deep Learning Based Real-Time Object Detection on Jetson Nan...

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8th international conference on Microelectronics, Circuits, and systems, Micro 2021

作者： Mittapalli, Pardha Saradhi Tagore, M.R.N. Reddy, Pulagam Ammi Kande, Giri Babu Reddy, Y. Mallikarjuna Department of Electronics and Communication Engineering Vasireddy Venkatadri Institute of Technology Nambur Andra Pradesh Guntur India

ISBN: (纸本)9789819904112

Object classification, detection, and tracking have been regarded as the most difficult problem domains for the last two decades. This area of research is important in a variety of sectors, including anomaly detection in medical imaging, driving in autonomous vehicles, biometrics, anomaly detection, and so on. The model accuracy has become very important parameter in computer vision. The rise of edge computing has opened the door to a plethora of exciting and complex applications in computer vision. An ‘edge AI’-based implementation for object detection persuading from deep convolutional networks SSD Mobilenet, SSD Inception V3 using embedded GPU platform Jetson Nano is proposed. This research demonstrates that the NVIDIA Jetson is a low-power embedded computing device suited to accelerate deep learning applications. When compared to the other two models, the experimental findings reveal that the SSD Inception V3 model delivers the maximum accuracy. © 2023, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

关键词： Graphics processing unit

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