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A Video Transmission control Strategy in Wireless network 4th

A Video Transmission Control Strategy in Wireless Network

引用

4th International conference on Wireless Communications and Applications, ICWCA 2020

作者： Zhou, Run Xiang, Min Liu, Yu Key Laboratory of Industrial Internet of Things and Networked Control Chongqing University of Posts and Telecommunications Chongqing China

ISBN: (纸本)9789811651632

Concerning the problem of poor video transmission quality caused by wireless network fluctuation, proposes a video transmission strategy based on fountain code. Combined with the characteristics of H.264 video stream, fountain code is used as the video transmission application layer coding scheme;a rate-based bandwidth estimation model is constructed, and the encoding parameters of fountain code are dynamically adjusted according to the bandwidth estimation results. Experiments show that the proposed video transmission control strategy can effectively improve the transmission quality of video data in wireless network environment with high packet loss rate. It has high coding flexibility and can effectively improve the bandwidth utilization. © 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

关键词： Wireless networks

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Development and performance analysis of smart microgreen cultivation system using the internet of things technology 5

Development and performance analysis of smart microgreen cul...

引用

5th Technology Innovation Management and Engineering Science International conference, TIMES-iCON 2024

作者： Sakwong, Pitipat Wongsim, Manirath Smart city management and digital innovation mahasarakham business school mahasarakham university Thailand

ISBN: (纸本)9798350362602

—This study looks at the variables that influence microgreens from traditional culture in closed systems in populated regions in terms of germination and growth. The study's findings guided the creation, advancement, and evaluation of an intelligent microgreen crop growing system utilizing internet of Things technology. Light-emitting diodes provide the light that is used. Band of frequencies: 430–660 nm from 06:01 am to 06:01 pm. This method allows vegetables to grow faster, have plump stems and weigh more than normal seeding. methods for controlling soil moisture, water temperature, and relative humidity as well as quality. When the outside temperature drops below thirty degrees Celsius, the designed system can regulate it. Maintain a reasonable level of soil moisture, a range of 60–90% relative humidity, and a water temperature as low as 28 degrees Celsius. From the experiment using a comparison method with conventional farming to cultivate sunflower, water spinach, and spinach. The results indicate that vegetables grown using a factor control system produced more than conventionally cultivated ones, with an average tray length of roughly 3.9 centimeters longer. On the tray, the vegetables grown by the system grow roughly in the same way, and harvesting time can be reduced. 2–3 days. ©2024 IEEE.

关键词： Smart agriculture

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An Improved and Stable Routing Protocol for Cognitive Radio Based IoT networks 9

An Improved and Stable Routing Protocol for Cognitive Radio ...

引用

9th IEEE International conference on internet of Things - systems, Management and Security (IOTSMS)

作者： Darabkh, Khalid A. Khazaleh, Hanan F. Al-Zubi, Raed T. Alnabelsi, Sharhabeel H. Salameh, Haythem Bany Univ Jordan Dept Comp Engn Amman 11942 Jordan Amer Univ Madaba Dept Mech Engn Madaba 17110 Jordan Univ Jordan Dept Elect Engn Amman 11942 Jordan Al Ain Univ Coll Engn Al Ain U Arab Emirates Al Balqa Appl Univ Fac Engn Technol Dept Comp Engn Al Salt 19117 Jordan Yarmouk Univ Telecommun Engn Dept Irbid Jordan

ISBN: (纸本)9798350320459

In recent years, the fusion of Cognitive Radio networks (CRNs) and the internet of Things (IoT) into Cognitive Radio Based IoT (CR-IoT) networks is a quite promising proposal. But, achieving a high level of stability for such networks is extremely challenging. In this work, we present an improved and stable Half-Duplex (HD) routing protocol with a unique sensing method and no Common control Channel (CCC) that employs a compound accumulative routing metric to select the required quality of Service (QoS) paths featured with the highest level of stability and maximal throughput. Moreover, the proposed protocol makes all the essential calculations while sending the Route Request Packet (RRQP) leading to reducing many overheads. Not only to this extent, but rather, the presented protocol introduces a path recovery technique during the HD data transmission stage. The simulation results demonstrate an explicit significant improvement over the most relevant protocol called the MultiCast-based Half Duplex Routing Protocol (MC-HDRP).

关键词： Cognitive Radio networks (CRN) quality of Service (QoS) Half-Duplex Cognitive Radio Ad Hoc network (HD-CRAHN) Common control Channel (CCC) Stability Routing Table

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Method for quality control of an Autonomous Neural network Model of a Non-Linear Dynamic System

Method for Quality Control of an Autonomous Neural Network M...

引用

International conference on Computational Intelligence and Applications (ICCIA)

作者： Xuechun Wang Vladimir Eliseev Department of Control and Intelligent Technologies National Research University “Moscow Power Engineering Institute” Moscow Russia

ISBN: (数字)9798350352214

ISBN: (纸本)9798350352221

The article discusses the problem of quality control of a neural network model with feedback, without using a reference model of a dynamic system. An approach is proposed based on the analysis of time series of input and output of the observed neural network model using a cross-correlation function (CCF) and a neural network autoencoder. An autoencoder is used to detect the CCF anomaly that occurs due to changes in the dynamic response of the observed neural network model. A change in the dynamic response relative to the normal one, that is, a disorder, may mean inadequate behavior of the model. Experimental confirmation of the performance of the quality control method for an autonomous neural network model was carried out using the example of a model with GRU architecture, trained like a nonlinear dynamic object.

关键词： Analytical models Computational modeling Neural networks Time series analysis quality control Computer architecture control systems Nonlinear dynamical systems Computational intelligence Testing

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8th International conference on Information System Design and Intelligent Applications, ISDIA 2024

8th International Conference on Information System Design an...

引用

8th International conference on Information System Design and Intelligent Applications, ISDIA 2024

ISBN: (纸本)9789819748914

The proceedings contain 45 papers. The special focus in this conference is on Information System Design and Intelligent Applications. The topics include: Denoising and quality Enhancement of CT Scan/X-Ray Images of Lung Disease for Enhanced Diagnosis;changing Paradigms in Dementia Care: Technology-Based Solutions;dead Drop Covert Channel Technique Using Windows Registry;A Comparison of LEACH-Like Protocols to Improve Power Consumption Efficiency in Wireless Sensor networks;The Efficacy of α-Channels in PNG Image File Format for Covert Communication;smartening Energy Consumption: A Comparative Study of Energy Optimization Strategies in IoT Environments;performance Evaluation of IoT-Fog-Cloud System for Data Storage, Analysis and Visualisations Using Retrial Queues Approach;investigation in Future Autonomous Transport;comparative Analysis of Simulation Tools and IoT Platforms for Middleware;dual Band Dual Polarized Coaxial Feed Microstrip Patch Antenna for Wireless Applications;enhancing E-Learning Interactivity with Haar Cascade User Detection;a Novel Method for Implementing the IoT-Based Hybrid Energy System with Pollution Monitoring and control in Coastal Roadways;A Novel Proportional Integral Derivative (PID) controller-Based control Strategy for a Formula Student Vehicle;a Bluetooth and Smartphone-Based Geofencing Solution For Monitoring Objects;performance Analysis of LoRa Communication in Suburban Environments;LPWAN Technologies in Smart Cities: A Comparative Analysis of LoRa, Sigfox, and LTE-M;forewarning Disaster Alert systems and Mitigation Response;optimizing Cloud Computing Resource Allocation Through Intelligent Strategies;ioT-Enabled Neural network Analysis for Early Detection and Prediction of Mental Depression;connecting IoT Sensors for Enhanced Dementia Disease Monitoring and Intervention;an Effective Exploration of Accessing 5G Mobile Communication That Affects E-Commerce Using IoT;smart Agriculture Farming Using Drone Automation Technology.

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CoAP Evaluation for Node-Edge Communication on Wireless Multimedia Sensor network 7

CoAP Evaluation for Node-Edge Communication on Wireless Mult...

引用

7th International conference on Information Technology systems and Innovation, ICITSI 2022

作者： Wicaksono, Mokhamad Arfan Bandung, Yoanes School of Electrical Engineering and Informatics Institut Teknologi Bandung Bandung Indonesia

ISBN: (数字)9781665465557

ISBN: (纸本)9781665465557

Nowadays, multimedia data has been spreading throughout the world in a network, and the internet of Things (IoT) also plays a role in it. The current technology can provide multimedia data sensing in an embedded device. The communication resource limitation is still going to be encountered, and it leads to choosing the proper protocol. Constrained Application Protocol (CoAP) is a suitable protocol for the embedded device since it works on top of User Datagram Protocol (UDP), which has a lower overhead compared to Transmission control Protocol (TCP). CoAP protocol can communicate reliably with a large data payload through a confirmable block-wise approach. The evaluation has been conducted to the CoAP protocol in some research, but it is not yet evaluated in a wireless multimedia sensor network (WMSN) in multiple devices. This paper presents the evaluation of the CoAP protocol performance in multiple multimedia sensor devices connected to the edge server. Several different numbers of nodes are sending the multimedia data through resource-limited access point. The performance is measured by comparing the throughput value and the retransmission event number. The experiment result shows that the device addition affects the average throughput reduction in a linear pattern. © 2022 IEEE.

关键词： internet of things

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Attention-Guided Oriented Bounding Box Real-Time Image Analytics Model for Dense Wheat Imperfect Grains and Impurities

Attention-Guided Oriented Bounding Box Real-Time Image Analy...

引用

2024 International conference on Interactive Intelligent systems and Techniques, IIST 2024

作者： Jiao, Wenhua Luo, Yuan Tian, Yuyu Yu, Bo Aslam, Muhammad Shamrooz China University of Mining and Technology Artificial Intelligence Research Institute XuZhou China China University of Mining and Technology College of Information and Control Engineering XuZhou China China University of Mining and Technology Jiangsu Huashenzhixing Intelligent Technology Artificial Intelligence Research Institute XuZhou China

ISBN: (纸本)9798350374421

Impurities and imperfect grains in dense wheat are critical factors affecting wheat quality and secondary production. Despite the significance, detecting dense wheat grains still faces challenges, mainly due to poor detection accuracy and severe leakage. These issues hinder the model from meeting the reliability and real-time detection requirements in practical scenarios. To address these challenges, we propose an attention-guided oriented bounding box network (AG-OBBNet) for real-time detection of dense wheat imperfect grains and impurities. Firstly, the oriented bounding box method(OBB) is integrated to introduce the orientation of wheat grains into the YOLOX framework, which dramatically improves the accuracy of image analysis and result information visualization. Next, we construct a novel strong feature extraction network that integrates low-dimensional localization features with semantic features enhanced by DS-CSP and a global attention mechanism before fusion. This network facilitates deep mining of semantic information, improving wheat grain classification, reducing computational overhead, and enhancing the utilization of low-dimensional localization features to improve the leakage detection problem in dense wheat grains. Finally, we introduce the Focal-EIOU loss function for faster convergence speed and better localization effects, replacing the original IOU loss function to further enhance model detection performance. To validate the effectiveness and generalization ability of the model, we construct a dense wheat grain dataset (DWGD) categorized into 12 different classes. Experimental results indicate an average accuracy (mAP) of 96.4% for detecting imperfections and impurities in wheat grains, with the Frame Per Second(FPS) of 148.6. Additionally, the model features fewer parameters and meets real-time images analytics and visualization requirements in practical scenarios. © 2024 IEEE.

关键词： Visual analytics

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network Autonomous Learning Monitoring System Based on SVM Algorithm 23

Network Autonomous Learning Monitoring System Based on SVM A...

引用

10th International conference on Wireless Communication and Sensor networks, icWCSN 2023

作者： Wang, Yujiao Lin, Haiyun Li, Chunyu She, Lina Sun, Li Wang, Junwei College of Information Engineering Kunming University Kunming China College of Physical Science and Technology Kunming University Kunming China Library Kunming University Kunming China Lianjia Primary School Kunming China Kunming Radio and Television Network Limited Liability Company Kunming China

ISBN: (纸本)9781450398466

The network autonomous learning monitoring system is a subsystem of the learning quality monitoring system in the network education platform. Based on the training objectives of network education and the course learning objectives of learners, and on the basis of educational evaluation theory, it makes value judgments on learners' attitudes, knowledge and ability development level in the whole learning process. Through the planning, inspection, evaluation, feedback, control and adjustment of learners' learning activities, timely guide learners to correct their learning attitude, adjust their learning strategies, and effectively use learning resources and modern information technology means to carry out autonomous learning, so as to achieve the expected learning goals. The network self-learning monitoring system is based on the database created by SQL Server platform, supports C/S structure, has good scalability and usability, and is used to extract and analyze data. SVM algorithm is used to extract system features, which has the advantages of low system load, low response delay and good performance. An accurate network autonomous learning monitoring system model is constructed. After system test, the network autonomous learning monitoring system based on SVM algorithm has high data analysis ability, easy to understand, easy to maintain, reasonable structure and easy to use, which meets the needs of learners. Using SVM algorithm for feature extraction, the evaluation performance of the algorithm is improved by more than 3.2%. When learners learn in the system, the system load is small, the response delay is low, and the performance is good. It is an accurate network autonomous learning monitoring system. © 2023 ACM.

关键词： Learning systems

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8th International conference on Information System Design and Intelligent Applications, ISDIA 2024

8th International Conference on Information System Design an...

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8th International conference on Information System Design and Intelligent Applications, ISDIA 2024

ISBN: (纸本)9789819765805

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Evaluating Steel quality via the Feature Engineering Method 8

Evaluating Steel Quality via the Feature Engineering Method

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8th Annual International conference on network and Information systems for Computers, ICNISC 2022

作者： Lin, Jie Wan, Li Fang, Shaohong Chen, Hao Hubei Jiaotou Intelligent Testing Co. Ltd. Wuhan China School of Software Engineering Huazhong Univ. of Sci. & Tech. China Wuhan TengRoad Its Co. Ltd Wuhan China

ISBN: (纸本)9781665453516

Steel's performance is usually tested by a set of evaluation index system and the testing result is issued in formal reports. The reports are difficult to satisfy the steel quality analysis for long-term evaluation from different dimension. To evaluate the strength quality of steel, based on feature engineering method, we identify the data attributes and clean the raw data from steel strength test report first, and then construct the dynamic features of its mean, variance, and coefficient of variation using time window method for different dimension. Finally, integrate the multi-feature evaluation result. Experimental results show that the data definition is no redundancy and by time window dynamic feature the quality evaluation become more flexible for material control and achieve better result effectively. © 2022 IEEE.

关键词： quality control

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