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Evaluation of Convolutional Neural Network Model Architecture Performance

Evaluation of Convolutional Neural Network Model Architectur...

引用

2023 International Conference on Informatics, Multimedia, Cyber and Information Systems, ICIMCIS 2023

作者： Pradana, Musthofa Galih Khoirunnisa, Hilda Pinastawa, I Wayan Rangga Universitas Pembangunan Nasional Veteran Jakarta Faculty of Computer Science Jakarta Indonesia Bandung Polytechnic for Manufacturing Engineering and Mechatronics Department of Automation Bandung Indonesia

ISBN: (纸本)9798350307306

The identification of image types can be facilitated through the use of algorithms and automation in their detection. In this research, detection is performed on fashion images, which encompass various types and categorizations. The process of identification and detection can utilize the Neural Network algorithm known as Convolutional Neural Network (CNN). The Convolutional Neural Network (CNN) algorithm consists of multiple layers, and its application involves setting values for pixels as well as arranging the sequence of layers within it. In this study, two Convolutional Neural Network (CNN) algorithm models are employed for image classification in the fashion dataset. These two models differ in the order of layers within the Convolutional Neural Network (CNN) and in the values of strides applied for modification. Model 1 employs ZeroPadding2D in the first layer with a smaller stride value of 1 compared to Model 2, which places the Conv2D layer in the first layer and applies strides with 1, 2, and 3 values. This research indicates that Model 1 outperforms Model 2, achieving the highest accuracy in epoch 20 with an accuracy value of 0.9711. This is attributed to the fact that the strides value in the Conv2D layer of Model 1 is set to a smaller value compared to Model 2. © 2023 IEEE.

关键词： Classification (of information)

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File Formats and Digital Data Transfer for Dental Needs 8th

File Formats and Digital Data Transfer for Dental Needs

引用

8th International Congress on Information and Communication Technology, ICICT 2023

作者： Pavlova, Diana Dovramadjiev, Tihomir Daskalov, Dimo Dimova, Rozalina Mrugalska, Beata Dentaprime Dental Clinic Varna Bulgaria Department of Industrial Design Faculty of Shipbuilding Technical University of Varna Varna Bulgaria Department of Communication Engineering and Technologies Faculty of Computer Sciences and Automation Technical University of Varna Varna Bulgaria Faculty of Engineering Management Poznan University of Technology Poznan60-965 Poland

ISBN: (纸本)9789819932351

The use of CAD/CAM in dentistry makes it possible to optimize the treatment process in case of a violation of parts of the orofacial complex. It contributes to the rationalization of the production process of the dental prosthetic structure by transferring file formats between different software programs for design, design visualization, simulation, and post-production through an additive or subtractive process. This electronic process has the ability to store larger amounts of medical data with different formats and transfer them between different software. © 2024, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

关键词： Dentistry

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Synthesis, Analysis and Implementation of Partial Counters Using Integrated Circuits 32

Synthesis, Analysis and Implementation of Partial Counters U...

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32nd International Scientific Conference Electronics, ET 2023

作者： Borodzhieva, Adriana N. Pandzhar, Atila G. Nedelchev, Martin N. Genov, Nikolay G. University of Ruse "Angel Kanchev" Faculty of Electrical Engineering Electronics and Automation Department of Telecommunications 8 Studentska Street Ruse7017 Bulgaria University of Ruse "Angel Kanchev" Faculty of Electrical Engineering Electronics and Automation Department of Computer Systems and Technologies 8 Studentska Street Ruse7017 Bulgaria

ISBN: (纸本)9798350302004

The paper presents the processes of synthesis, analysis, and implementation of counters and frequency dividers using integrated circuits from the 74xx library. All the synthesized circuits are built and tested in Logisim. The work is related to the Teamwork Project in the course "Digital Circuits"for students-bachelors of the "computer Systems and Technologies"specialty at the University of Ruse. © 2023 IEEE.

关键词： Flip flop circuits

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A Note on the Frequency Characteristics of Discrete Systems in the Complex Plane

A Note on the Frequency Characteristics of Discrete Systems ...

引用

2022 International Conference on Electrical, computer, Communications and Mechatronics engineering, ICECCME 2022

作者： Matousek, Radomil Svarc, Ivan Faculty of Mechanical Engineering Institute of Automation and Computer Science Brno University of Technology Brno Czech Republic

ISBN: (数字)9781665470957

ISBN: (纸本)9781665470957

Frequency characteristics of discrete-time systems in the complex plane and in linear coordinates are used to design controllers (correction terms) by frequency methods, to determine stability by frequency stability criteria, to assess the dynamic properties and behavior of the discrete system with respect to the harmonic components of the input signal, and to design various filters. Therefore, their determination is of considerable importance and their mapping and compilation into comprehensive summaries from which their shape and waveform can be determined is not yet done for discrete systems. This part is the first aim of the paper. Furthermore, a comparison of the construction of frequency characteristics of continuous and discrete linear time-invariant (LTI) systems is made and their differences are highlighted. Also, a comparison is made between the shape and waveform of the frequency characteristics of continuous and discrete systems with formally similar transfer functions. This comparison showed a relatively high similarity, which could be used to determine the dynamical properties of these systems. From the comparison of the constructions can also be seen how difficult it is to construct discrete versus continuous characteristics. © 2022 IEEE.

关键词： Stability criteria

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Working on the Structural Components of Evolutionary Approaches 16th

Working on the Structural Components of Evolutionary Approac...

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16th International Joint Conference on Computational Intelligence, IJCCI 2024

作者： Tzanetos, Alexandros Kůdela, Jakub Jönköping University Gjuterigatan 5 Jönköping553 18 Sweden Institute of Automation and Computer Science Faculty of Mechanical Engineering Brno University of Technology Czech Republic

ISBN: (纸本)9789897587214

Several researchers have turned their attention to the structural components of Evolutionary Computation and Swarm Intelligence-oriented approaches. This direction offers various opportunities, such as developing automatic design and configuration frameworks and integrating operators and mechanisms addressing known limitations. This work lists recent operators and discusses promising mechanisms found in existing natureinspired approaches. It also discusses how these algorithmic components can be integrated into modular frameworks and how they can be assessed and benchmarked. The work aims to emphasize the importance of the research direction about nature-inspired mechanisms and operators in the Evolutionary Computation field. © 2024 by SCITEPRESS – Science and Technology Publications, Lda.

关键词： Swarm intelligence

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Development of the Device for Monitoring Orthopedic Posture

Development of the Device for Monitoring Orthopedic Posture

引用

Annual Siberian Russian Workshop on Electron Devices and Materials (EDM)

作者： Sergey S. Kharin Alexander V. Gladkov Faculty of Automation and Computer Engineering Novosibirsk State Technical University Novosibirsk Russia

ISBN: (数字)9798350389234

ISBN: (纸本)9798350353051

This article describes the basic signs of correct posture used in clinical practice. The data on the relevance of the development of new methods and means for posture correction are given. The existing methods of posture correction are considered, and their advantages and disadvantages are given. The article also presents a new method of posture control using a device for actively maintaining correct orthopedic posture, based on the principle of biofeedback. The device consists of: a sensor that reacts to the convergence of the shoulder girdles; a T-shirt that allows the sensor to perceive changes in the angle between the shoulder girdles; an amplification circuit that receives the signal from the sensor and alerts the user in case of an abnormality. The article describes the materials and methods used in creating the device. The advantages of the proposed method over the existing ones are described. This device is a prototype for future developments.

关键词： Wireless communication Wireless sensor networks Sensitivity Prototypes Potentiometers Mobile applications Biological control systems

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Application of Prony’s Method for Predicting the Earth Rotation Parameters

Application of Prony’s Method for Predicting the Earth Rota...

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Annual Siberian Russian Workshop on Electron Devices and Materials (EDM)

作者： Alexey B. Gavrilov Vitaly A. Ipatiev Ilya A. Kuzminykh Faculty of Automation and Computer Engineering Novosibirsk State Technical University Novosibirsk Russia

ISBN: (数字)9798350389234

ISBN: (纸本)9798350353051

The research paper explores the feasibility of employing the Prony parametric approximation technique for predicting time series data, with a particular emphasis on Earth rotation parameters. These parameters encompass the angular displacement of the Earth’s pole axis, which are pivotal for comprehending and forecasting the Earth’s rotation. The study utilizes a dataset that includes these specific parameters to evaluate the Prony method’s effectiveness in forecasting. The outcomes of this method’s application, which vary based on the algorithm’s parameters, are thoroughly examined. This examination not only illuminates the method’s predictive capabilities but also investigates how different parameter settings impact forecast accuracy. The findings underscore the Prony method’s potential as a valuable instrument in the realm of time series forecasting, especially in the context of Earth rotation studies. This investigation contributes to a deeper understanding of time series analysis techniques and their applications in geophysics and related fields. The paper further discusses the implications of these findings for both theoretical and practical applications in Earth sciences. The research also highlights the importance of further studies to optimize the Prony method’s parameters for maximum forecast accuracy. This could pave the way for more precise predictions in geophysical phenomena, benefiting a wide range of scientific and technological endeavors.

关键词： Earth Accuracy Time series analysis Noise Manuals Predictive models Prediction algorithms

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Development of the Device for Human Hearing Assessment

Development of the Device for Human Hearing Assessment

引用

Annual Siberian Russian Workshop on Electron Devices and Materials (EDM)

作者： Valentin V. Karavaev Aleksandr V. Pavlov Faculty of Automation and Computer Engineering Novosibirsk State Technical University Novosibirsk Russia

ISBN: (数字)9798350389234

ISBN: (纸本)9798350353051

The article describes the main parameters by which modern audiometers make a diagnosis. The role of audiometry in preventing of hearing pathology development in patients is shown. The principle of pure-tone audiometry and the method for determining the type of hearing loss from the obtained audiograms are described. The advantages of pure-tone audiometry over whisper audiometry and other devices that detect hearing impairment, are considered. The possibility of introducing additional hearing abilities into audiometers, such as hearing thresholds, relative pitch and absolute pitch, is explained. The device measuring the listed abilities is described in terms of its operating modes and electronic components. The method used in the device for adjusting the intensity of a sound wave, when it is impossible to change the duty cycle of a rectangular signal, is presented. Possible improvements to the device are shown. Prerequisites have been made for the introduction of a new approach to studying human hearing abilities and establishing a hypothetical diagnosis.

关键词： Pathology Instruments Electronic components Auditory system Loss measurement Electron devices

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Energy Demand of Vessels Depending on Current Wind Conditions

Energy Demand of Vessels Depending on Current Wind Condition...

引用

European Control Conference (ECC)

作者： Agnes U. Schubert Robert Damerius Torsten Jeinsch Institute of Automation Faculty of Computer Science and Electrical Engineering University of Rostock Germany

ISBN: (数字)9783907144107

ISBN: (纸本)9798331540920

The paper describes a method for estimating the energy consumption of a vessel as a function of the current wind conditions and surge velocity. Wind forces have a great influence on ship motion, especially at low speeds, e.g. in narrow waterways. Therefore, in order to minimize the energy required for maneuvering, attention must be paid to the wind and the pose of the vessel to the wind. Adjusting the speed can also contribute to lower energy consumption. The method is based on different models for the motion, wind and power consumption of the individual actuators of the vessel. A simulation environment was created to control heading and surge velocity to calculate the power demand at different constant wind speeds and angles. As an example, these models were developed for the research vessel DENEB derived from real world experiments. Developed models and results are presented.

关键词： Economics Energy consumption Power demand Biological system modeling Wind speed Europe Aerospace electronics

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Improved Depth-Aware Circuit Partitioning for Mixed Logic Synthesis

Improved Depth-Aware Circuit Partitioning for Mixed Logic Sy...

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2023 International Symposium of Electronics Design automation, ISEDA 2023

作者： Liao, Chunliu Xiao, Yong Shao, Yun Chu, Zhufei Ningbo University Faculty of Electrical Engineering Computer Science Ningbo315211 China Giga Design Automation Co. Ltd. Shenzhen518055 China

ISBN: (纸本)9798350304510

Mixed logic synthesis takes advantage of distinct logic representations through circuit partitioning, classification and optimization, and merging. How circuits are partitioned plays a significant role in the quality of results (QoR) of mixed logic synthesis. Currently, existing methods employ either a naive or a structurally aware approach. However, the critical path may be destructed by circuit merging due to the critical path segment being disconnected by partitions. To address this issue, we propose an improved depth aware circuit partitioning method for mixed logic synthesis. To be specific, we treat the critical path as an entity and set the partition size dynamically according to the logic depth of the input circuit. Based on the EPFL benchmark suites, XOR-Majority Graph (XMG) achieves a 19% reduction in logic depth with a 6% logic node increase over standard mixed-synthesis. © 2023 IEEE.

关键词： Logic Synthesis

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