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Studying the Impact of Varying Sample Length of ECG signal on Classification Accuracy 28

Studying the Impact of Varying Sample Length of ECG Signal o...

引用

28th international conference on Automation and Computing, ICAC 2023

作者： Bukhari, Hassan Raza Cheng, Yongqiang Li, Qingde University of Hull Department of Computer Science Kingston upon Hull United Kingdom

ISBN: (纸本)9798350335859

ECG signals in digital format are being used for gathering various vital information and for predicting diseases in patients using advanced artificial intelligence and digital signal processing technologies. It is important to process the data sufficiently to get the optimal results. In addition to cleaning the dataset, it is important to select the right signal length. This study uses three publicly available datasets (namely autonomic aging dataset, PTB-XL dataset, and PTB Diagnostic dataset) to study the impact of varying sample lengths on classification accuracy i.e., understanding whether varying sample lengths can impact the accuracy and if so how different sample lengths for certain classification problems can affect it. The experiments performed used three machine learning algorithms which are Decision Tree Classifier, Random Forest Classifier, and State Vector Machine Classifier, and it was found that the signal length does impact the accuracy when predicting diseases using an ECG signal, and the behavior can vary depending on the type of data being used and the nature of classification problem, even if the same model is used. © 2023 ieee.

关键词： Classification (of information)

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Efficient Public Transport System and Digital Ticketing 11

Efficient Public Transport System and Digital Ticketing

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11th international conference on Emerging Trends in Engineering and Technology - signal and Information processing, ICETET - SIP 2023

作者： Chaudhari, Om Gaigol, Ashish Bora, Anirudh Dhormale, Apeksha Dukare, Bhakti JSPM's Imperial College of Engineering and Research India

ISBN: (纸本)9798350348422

Public transport plays a major role in many cities, as people use it to travel from one part of the city to another for work or other reasons. Although the existing system has been providing satisfactory services, there is still a need for a smart system to overcome the problems faced by the passengers, which include unnecessary waiting time at stops, waiting too long for seat allocation, non-refunding of balance, losing the paper ticket, due to which the passenger may have to pay the fine amount, etc. This paper proposes a smart ticketing application that provides a smooth ticketing experience. The application will show optimized routes as well as available seats. The user can see all suggested routes for reaching a specific destination. Users who do not have smartphones will be able to book tickets with the help of the conductor. The generated acknowledgment will act as a digital ticket, which the ticket checker will verify. © 2023 ieee.

关键词： intelligent systems

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Research on Fruit Picking Positioning Based on Binocular Vision

Research on Fruit Picking Positioning Based on Binocular Vis...

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signal processing and intelligent Computing (SPIC), international conference on

作者： Lijuan Qin Xiaohan Wang Yubin Zhu Ting Wang School of Information Science and Engineering Shenyang Ligong University Shenyang China State Key Laboratory of Robotics Shenyang Institute of Automation Chinese Academy of Science Shenyang China

ISBN: (数字)9798350368888

ISBN: (纸本)9798350368895

Based on YOLOv5 object detection algorithm, fruit images are extracted from complex backgrounds in response to occlusion of branches and leaves, fruit overlap, and light effects caused by environment. Method of adding center coordinate value of image based on prediction box of fruit image determines centroid coordinate of target image. Then, by optimizing the focus camera and using Zhang Youzheng's calibration method, the image is calibrated using Matlab calibration box. Obtained image is stereo corrected using local stereo matching algorithm to obtain three-dimensional coordinates of centroid of target fruit, which are then converted into physical coordinates for positioning, After actual measurement, a positioning result with an error of ± 20mm was obtained, confirming its applicability for practical positioning operations.

关键词： YOLO Visualization signal processing algorithms Visual systems signal processing Cameras Prediction algorithms Calibration Standards Matlab

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Two-Stage Decoding Network for End-to-End Task-Oriented Dialog systems 8

Two-Stage Decoding Network for End-to-End Task-Oriented Dial...

引用

8th international conference on intelligent Computing and signal processing, ICSP 2023

作者： Zhang, Xinping Wang, Junhua Changchun University of Technology School of Computer Science and Engineering Jilin Province Changchun China

ISBN: (纸本)9798350302455

Task-oriented dialog model guides dialogue generation by identifying user intentions and incorporating external knowledge. The existing models based on end-to-end memory networks have two problems. First, most models use Bi-GRU or Bi-LSTM to encode the dialogue context. Such a sequential structure encoder makes it easy to cause the loss of long dialogue information, so the model cannot accurately identify the user's intention. Second, the previous model uses the output of the encoder as the query vector to search for external knowledge, which results in the query vector fusing too much information unrelated to the search for external knowledge, so it is difficult for the model to incorporate external knowledge effectively. We propose a Two-Stage Decoding Network (TSDN) based on end-to-end memory networks to mitigate these problems. Concretely, our model consists of a Bert encoder, external knowledge, and a two-stage decoder, where one stage is for extracting entity information and another is for generating the response. The Bert encoder has excellent capture of important information about the dialog context. The two-stage decoding strategy can better search for external knowledge and generate high-quality responses. Experimental results on two benchmark datasets show that our approach achieves higher BLEU scores and Entity F1 scores compared to the baseline model. © 2023 ieee.

关键词： Long short-term memory

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Generalized orthogonalization: a unified framework for Gram-Schmidt orthogonalization, SVD and PCA

Generalized orthogonalization: a unified framework for Gram-...

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2022 ieee international conference on systems, Man, and Cybernetics, SMC 2022

作者： Selek, Istvan Vasara, Joni Ikonen, Enso University of Oulu Intelligent Machines and Systems Oulu Finland

ISBN: (数字)9781665452588

ISBN: (纸本)9781665452588

This paper contributes to the understanding of orthogonalization approaches widely used in system identification, signal processing, machine learning, and automation. Generalized orthogonalization is proposed that provides a unified, alternative formulation to Gram-Schmidt orthogonalization, Singular Value Decomposition, and Principal Component Analysis over finite-dimensional Euclidean spaces. The proposed approach puts SVD and PCA into the perspective of operations research, providing (a) additional insights into their distinctive features and (b) foundations for the extensions to inner product and probability spaces. © 2022 ieee.

关键词： Singular value decomposition

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Mathematical Modeling of an OFDM Communication System with Efficient Digital signal processing 13

Mathematical Modeling of an OFDM Communication System with E...

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13th international conference on Advanced Computer Information Technologies, ACIT 2023

作者： Pyatin, Ilya Boiko, Juliy Eromenko, Oleksander Karpova, Lesya Polytechnic National University Khmelnytskyi Polytechnic Professional College by Lviv Department of Computer Engineering Khmelnytskyi Ukraine Khmelnytskyi National University Department of Telecommunications Media and Intelligent Technologies Khmelnytskyi Ukraine Khmelnytskyi National University Department of Physics and Electrical Engineering Khmelnytskyi Ukraine

The concept of Orthogonal Frequency-Division Multiplexing (OFDM) is a priority in wired and wireless information networks, mobile telecommunications of the 4th and 5th generations, modern digital television standards. Increasing the complexity of communication systems, expansion bandwidth requirements are important components of choosing the optimal characteristics signal converters for solving tasks and reducing the amount of Field-Programmable Gate Array (FPGA) hardware resources used. The article presents aspects mathematical modeling of a communication system with OFDM. The technique of modeling the main functional transformations in the Simulink environment and the study of the bit error rate is given. The researches of Hardware Description Language (HDL) implementation of Fast Fourier Transform (FFT) algorithms are presented. © 2023 ieee.

关键词： Orthogonal frequency division multiplexing

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Orthogonal Modes using Prolate Spheroidal Wave Function in Holographic Communication systems

Orthogonal Modes using Prolate Spheroidal Wave Function in H...

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2023 international conference on signal processing, Computation, Electronics, Power and Telecommunication, IConSCEPT 2023

作者： Murugesan, Pon Pradeep Kumar Sivabalin, Velmurugan P G Nanjan, Suresh Madhan Jayaraman, Thiruvengadam S Thiagarajar College of Engineering Department of ECE Tamil Nadu Madurai India

ISBN: (纸本)9798350312126

Beyond 5G (B5G) communication systems refer to the sixth generation (6G) of mobile communication which is expected to offer speeds up to 100 times faster than the current 5G communication systems. In addition, 6G communication systems are expected to use more advanced spectrum such as Terahertz (THz) or millimeter Wave (mmWave) communication, allowing for much higher data rates. Holographic communication involving Large intelligent surfaces (LIS) is an optimal and efficient way of communication for 6G or B5G. It ensures effective and precise communication of data from transmitter to receiver. It is considered to be the ultimate form of wireless communication, using large antennas operating at THz frequencies in the Fresnel region (radiating near-field). In this paper, the region or boundary for large size antenna surfaces are explored. In comparison to traditional MIMO (Multiple Input Multiple Output) systems, it is possible to exploit Degrees of Freedom (DoF) values greater than 1 even in strong Line of Sight (LoS) channel conditions, resulting in a notable increase in spatial capacity, particularly when operating at THz or mmWaves range. The Prolate Spheroidal Wave Function (PSWF) and Ultra-Wideband (UWB) Pulse Shapes are used to generate Orthogonal Modes. The time-limited and broad bandwidth characteristics of the orthogonal signal waveforms make the PSWF a great asset in the design of UWB pulse-shapes. The use of Legendre polynomials yields modes that are mutually Orthogonal. By utilizing Holographic communication systems, the capacity of a channel can be enhanced when compared to classical communication systems. © 2023 ieee.

关键词： 5G mobile communication systems

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Indigenous IoT and Software Framework for Implementing Digital Twin Over Indian Region Towards Sustainable Development 1

Indigenous IoT and Software Framework for Implementing Digit...

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1st international conference on Computing, Sciences and Communications, ICCSC 2024

作者： Agarwal, Nikunj Singla, JaiG. Dhaka, Vijaypal Singh School of Computing and Intelligent Systems Manipal University Jaipur Rajasthan Jaipur India Space Applications Centre ISRO Signal and Image Processing Area Gujarat Ahmedabad India

ISBN: (纸本)9798350353648

Digital Twin is a digital replication of physical things. This technology has been in works for over a decade, and has been implemented in various regions. This study shows the integration of Internet of Things(IoT) with the Digital Twin technology seamlessly within the Indian ecosystem to lead towards sustainable development. The Digital Twin model utilizes the data collected through an indigenous IoT solution equipped with LoRa technology and Node MCU. However, with the diverse geographic properties of the Indian subcontinent, it poses a significant challenge to collect comprehensive data of the entirety of the region. This paper presents an approach to develop an indigenous and integrated solution to simplify the complexities of integrating data from the sensors spread across the region into one simple framework. This paper further present show this Digital Twin model can play a huge role in showcasing data received from indigenous IoT devices to nroduce more accurate and actionable insishts. © 2024 ieee.

关键词： Sustainable city

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Multi-attribute Graph Based Mixed Integer Linear Programming Model for a Job Shop Scheduling Problem Considering intelligent Vehicle Transport

Multi-attribute Graph Based Mixed Integer Linear Programming...

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2022 international conference on Machine Learning, Control, and robotics, MLCR 2022

作者： Zhang, Hui Huang, Min School of Economics and Management Jiangsu University of Science and Technology Zhenjiang China College of Information Science and Engineering Northeastern University Stat Key Laboratory of Synthetical Automation for Process Industries Shenyang China

ISBN: (纸本)9781665454599

Nowadays, intelligent vehicles have be used for transporting jobs in many manufacturing plants;thus, routing vehicles properly is very important for processing jobs. This paper studied a job shop scheduling problem considering intelligent vehicle transport. The problem is difficult to be handled because it needs to optimize the route of a vehicle and the processing sequences of jobs on machines simultaneously. To address this problem, a multi-attribute directed graph is proposed, in which a determined vehicle path associated with the attributes of job and machine is defined as a node and an undetermined vehicle path is defined as an arc;thereby, a mixed integer linear programming model is established. Numerical experiments show the effectiveness of the proposed model. © 2022 ieee.

关键词： intelligent vehicle highway systems

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Versatile Hardware Architecture of a Support Platform for Spatial Image processing Accelerators using Xilinx SoCs 25

Versatile Hardware Architecture of a Support Platform for Sp...

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25th ieee international conference on intelligent Engineering systems (INES)

作者： Kurdi, Aous H. Grantner, Janos L. Abdel-Qader, Ikhlas Western Michigan Univ Dept Elect & Comp Engn Kalamazoo MI 49008 USA

ISBN: (纸本)9781665444996

In this paper, a novel hardware architecture of a support platform for spatial image process accelerators using Xilinx SoCs is presented. The proposed architecture supports any spatial image processing accelerator that maintains a simple handshaking protocol regardless of the latency of the accelerator. The design of the support platform allows rapid development of spatial image processing accelerators by isolating the complex task of managing the data transfers back and forth from the main memory. Multiple instances of the support platform were instantiated using two different edge detection accelerators at a core clock rate of 105 MHz for test purposes. The system was processing 1920x1080 pixel frames at a rate of 205 frames per second. The importance of this research is to provide a scalable platform for high-performance video image processing applications like in medical robotics.

关键词： hardware accelerator support platform for spatial image filters hardware/software co-design real-time image processing systems

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