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Driver Drowsiness Alert System 1

Driver Drowsiness Alert System

引用

1st International Conference on Computing, sciences and Communications, ICCSC 2024

作者： Kumar, Vinay Dwivedi, Aarav Vishwakarma, Aryan Gupta, Nidhi Sharda University Dept. of Computer Science Greater Noida India

ISBN: (纸本)9798350353648

A distracted driver poses a serious risk and leads to serious traffic accidents. This article presents a method using computer vision technology, specifically Python, OpenCV, and a DLib, to detect driver fatigue and warning issues. The system can measure sleepiness by analyzing facial expressions such as yawning, closed eyes, and head movements and can give audio warnings accordingly. Alerts range from mild drowsiness warnings to emergency contacts if the driver continues to shows drowsiness signs. The architecture of the system includes processing video from cameras and monitoring vital signs such as eye closing time and yawning frequency. In addition, the design of the system prioritizes the safety of the driver, helping to increase road safety and reduce accidents due to drowsy driving. © 2024 IEEE.

关键词： Face recognition

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Exploring the Role of Theta-Gamma Coupling in Working Memory Tasks: A Study on N-Back, Digit Span, and Corsi Span Performance

Exploring the Role of Theta-Gamma Coupling in Working Memory...

引用

2024 IEEE International Conference on E-Health Networking, Application and Services, HealthCom 2024

作者： Parvez, Alfia Khan, Arshia Dept. of Computer Science University of Minnesota Duluth United States

ISBN: (纸本)9798350350548

Theta-Gamma Coupling (TGC) has been identified over the past decade as a stable biomarker of information ordering during the performance of working memory tasks, such as the N-back task. Previous research also suggests that reducing prefrontal cortical theta phase-gamma amplitude coupling (TGC) is an early indicator of cognitive impairment. This study aimed to reaffirm the relationship between TGC and accuracy during the N-back working memory task and to establish a relationship between TGC and performance in a healthy population during the Digit Span and Corsi Span working memory tasks, which require ordering information in different formats. Thirty-six healthy participants (18 males and 18 females;mean age: 23.64, SD: 3.85) were recruited. The results of this study demonstrate a statistically significant positive correlation between TGC and performance across all three tasks using Spearman’s and Pearson’s correlation analyses. Results: N-back—Spearman’s correlation (ρ = 0.46, p = 0.006), Pearson’s correlation (ρ = 0.37, p = 0.033);Digit Span task—Spearman’s correlation (ρ = 0.56, p = 0.001), Pearson’s correlation (ρ = 0.51, p = 0.014) and Corsi-Span task—Spearman’s correlation (ρ = 0.44, p = 0.016), Pearson’s correlation (ρ = 0.46, p = 0.004). Moreover, no statistically significant differences were found in TGC for all three tasks based on Gender. Conclusion: The results of this study provide direct evidence of a relationship between Theta-Gamma Coupling and performance during working memory tasks that require information ordering, reaffirming its stability as a neurophysiological biomarker for working memory and its potential in detecting cognitive impairment. © 2024 IEEE.

关键词： Neurophysiology

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Cross Platform Multiplayer using JavaScript and UDP 15

Cross Platform Multiplayer using JavaScript and UDP

引用

15th International Conference on Computing Communication and Networking Technologies, ICCCNT 2024

作者： Johnson, Nobin Jaison Monika, Polaki Dept. of Computer Science Dayananda Sagar University Bangalore India

ISBN: (纸本)9798350370249

This paper attempts to create a system for online multiplayer using concepts such as a game, devops, and backend development. It uses a JavaScript tech stack for multiplayer. This system is compatible with all platforms that can access the internet as the system is not restricted by OS structures and cross-platform communication. Online Multiplayer has been used in Video Games for players to join each other’s sessions and interact with each other. However, it has become popular in many other applications such as document editing, Live streaming, and video calling applications. Traditional online multiplayer systems rely on the use of sockets and web sockets. The proposed system for this application relies on backend development concepts and avoids using web sockets. The system is user-friendly and efficient. ©2024 IEEE.

关键词： Video streaming

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An In-dept. Exploration of Machine Learning Algorithms and Performance Evaluation Approaches for Personalized Diabetes Prediction

An In-Depth Exploration of Machine Learning Algorithms and P...

引用

2024 International Conference on Emerging Innovations and Advanced Computing, INNOCOMP 2024

作者： Kaur, Inderdeep Ali, Aleem Chandigarh University Dept. of Computer Science and Engineering Kharar India

ISBN: (纸本)9798350376470

Diabetes is now recognised as a major worldwide health problem, demanding effective early detection and prediction measures to limit its repercussions. Machine learning algorithms have shown to be excellent tools in healthcare for creating prediction models. This paper delves into an extensive investigation of machine learning (ML) algorithms and methodologies for assessing their performance in the context of personalized diabetes prediction. Different machine learning models are rigorously explored and evaluated for how well they can customise forecasts to the unique characteristics of individual patients. The study also critically assesses several performance evaluation techniques in an effort to improve the accuracy and reliability of diabetes prediction algorithms. Furthermore, interpretability problems and class imbalance are addressed as challenges and limitations to the application of machine learning in the prediction of diabetes. This study aims to motivate researchers, facilitating a deeper understanding of disease prediction algorithms and conduct related research. © 2024 IEEE.

关键词： Prediction models

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Emerging Security Threat in the SOLC and Mitigations

Emerging Security Threat in the SOLC and Mitigations

引用

2024 IEEE SmartBlock4Africa, SmartBlock4Africa 2024

作者： Shokunbi, Opeyemi Uche, Obinna Akinwunmi, Damilare Akinwumi, Hannah Awodele, Oludele Ayankoya, Folasade Babcock University Dept. of Computer Science Ilishan-Remo Nigeria

ISBN: (纸本)9798350376838

Software systems are the foundation of almost every element of modern civilization, they have a significant impact on how we work, communicate and interact. The SDLC, or Software Development Life Cycle, is a systematic framework that developers use to guide the process of creating an application, starting from its inception and continuing until its completion. To ensure the protection of digital assets, it is essential to understand and manage the security risks that emerge as software development methods and technology advance quickly throughout the SDLC. This paper aims to analyze the emerging security threat in the SDLC and mitigations by exploring the various stages of the SDLC, identifying potential security threat that can arise at each stage and discuss effective security threat mitigation strategies that can reduce the threat. © 2024 IEEE.

关键词： Software testing

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A Memetic Algorithm for Deployment of Search and Rescue Units

A Memetic Algorithm for Deployment of Search and Rescue Unit...

引用

2024 Genetic and Evolutionary Computation Conference Companion, GECCO 2024 Companion

作者： Hong, Seung-Yeol Kim, Yong-Hyuk Dept. of Computer Science Kwangwoon University Seoul Korea Republic of

ISBN: (纸本)9798400704956

Optimizing the deployment of the search area is a crucial issue that determines the effectiveness of a search and rescue plan. However, previous studies have struggled to accurately reflect real-world conditions and achieve optimal search area deployment. In this study, we propose a local search algorithm and a memetic algorithm specialized in search area deployment. Additionally, for the practicality of the study, we introduce a constraint that changes the size of the search area based on the distance traveled. By experiments, we could show that the proposed memetic algorithm is more practical and effective than previous studies in maritime search and rescue planning. © 2024 Copyright held by the owner/author(s).

关键词： Local search (optimization)

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Enhanced Adaptive Video Streaming for Resource-Constrained UAVs through Dynamic Region-of-Interest Tile Swapping 10

Enhanced Adaptive Video Streaming for Resource-Constrained U...

引用

10th International Conference on Applied System Innovation, ICASI 2024

作者： Hsu, Tz-Heng Ju, Rui-Han Horng, Gwo-Jiun Southern Taiwan University of Science and Technology Dept. of Computer Science and Information Engineering Tainan Taiwan

ISBN: (纸本)9798350394924

Real-time video transmission via unmanned aerial vehicles (UAVs) is significantly impacted by latency issues. Using Region of Interest (ROI) tile segmentation methods, video streaming techniques can dynamically adjust the encoding bitrate, assign various priorities to distinct video tiles, and specify different quality quantization factors. High-efficiency video tile encoding techniques, combined with ROI-based streaming methods, can meet various Quality of Service (QoS) criteria. However, dynamically assigning quantization factors for different tiles has the disadvantage of increasing the encoding system's complexity. This study presents a method to dynamically swap ROI tiles to lower the complexity of the encoding system, making it suitable for UAVs with limited computational capacities. By adopting the proposed adaptive video streaming transmission method with tile-swapping strategy, it is feasible to enhance the visual quality in critical areas for resource-constrained UAV devices. © 2024 IEEE.

关键词： Video streaming

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A Hybrid Method for the Detection and Plucking of Mature Coconut Using an Advanced Object Detection Technique 1

A Hybrid Method for the Detection and Plucking of Mature Coc...

引用

1st International Conference on Trends in Engineering Systems and Technologies, ICTEST 2024

作者： Muhammed Ilyas, H. Elayidom, Sudheep School of Engineering Cusat Dept. of Computer Science Cochin India

ISBN: (纸本)9798350307795

Vision is a crucial aspect for both artificial intelligence and automated robots. In the case of an automated coconut harvesting machine, a computerized system linked to the machine plays a key role in real-time identification of ripe coconuts within the coconut tree crown. The project employs AI theory to craft an intelligent system. This system utilizes prior knowledge to predict the maturity of coconuts in the current image of the coconut tree crown. A computational board is then employed to compare the captured image with a dataset, enabling the identification of different coconut growth stages and pinpointing the mature coconuts in the current image capture. © 2024 IEEE.

关键词： Object detection

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Latency Analysis of In-Vehicle Network for Advanced Driver Assistance System 100

Latency Analysis of In-Vehicle Network for Advanced Driver A...

引用

100th IEEE Vehicular Technology Conference, VTC 2024-Fall

作者： Park, Hanyoung Cho, Minji Jang, Yongjae Choi, Ji-Woong Dept. of Electrical Engineering & Computer Science Daegu Korea Republic of

ISBN: (纸本)9798331517786

Considering the advancements in autonomous driving technologies, the necessity for an advanced driver assistance system (ADAS) to incorporate a multitude of sensors for enhanced precision has become paramount. Consequently, the increase of sensors correlates directly with the escalation of autonomous driving capabilities. However, this escalation causes a larger volume of data traffic and an increase in the latency within the in-vehicle network (IVN). As the IVN latency increases, the overall latency of ADAS from the sensor to the actuator increases. This increased latency can affect the safety of ADAS. Hence, latency analysis for various sensors is required. In this paper, we struct Ethernet-based zonal architecture considered for future automotive architecture and analyze the factor of end-to-end latency for the safety-related ADAS with multi-type sensors, including IVN latency. © 2024 IEEE.

关键词： Advanced driver assistance systems

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DMDA: A Computational Resource Allocation Approach for IoT Devices in Fog Computing 4

DMDA: A Computational Resource Allocation Approach for IoT D...

引用

4th International Conference on Intelligent Cybernetics Technology and Applications, ICICyTA 2024

作者： Pramono, Luthfan Hadi Shen, Shan-Hsiang National Taiwan University of Science and Technology Dept. of Computer Science and Information Engineering Taipei Taiwan

ISBN: (纸本)9798331506490

Fog Computing enables the efficient offloading of computational tasks from IoT Devices to Fog nodes, enhancing processing efficiency and reducing latency. This paper introduces the Dynamic Matching with Deferred Acceptance (DMDA) algorithm, designed to optimize the allocation of GPU and CPU resources within Fog Computing environments, specifically for smart city applications. The DMDA algorithm allocates resources to IoT Devices based on parameters such as data type, computational load, priority, and responsiveness. Devices processing image or video data are given priority for GPU allocation, while other devices are assigned to CPUs based on their cumulative performance scores. Devices with lower priority are reassigned to CPU resources or excluded when resource availability is exhausted, significantly enhancing performance under high-demand scenarios. The algorithm employs a Mixed-Integer Linear Programming (MILP) model to maximize the aggregate score of allocated devices while adhering to resource constraints. Experiments conducted with 50 to 1,000 devices demonstrate that both the total Device Score rate and Allocated Device rate reach 100%, indicating optimal allocation. Empirical findings show that the DMDA algorithm improves resource utilization, reduces processing times, and ensures effective workload distribution across large-scale IoT deployments. © 2024 IEEE.

关键词： Fog computing

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