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Analysis, Combination and Integration of Neuroevolution and Backpropagation Algorithms for Gaming Environment 游戏环境中神经进化与反向传播算法的分析、组合与集成
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10193958
A. Darii, M. Moll, M. S. Nistor, S. Pickl, O. Novac, C. Novac, M. Gordan, C. Gordan
{"title":"Analysis, Combination and Integration of Neuroevolution and Backpropagation Algorithms for Gaming Environment","authors":"A. Darii, M. Moll, M. S. Nistor, S. Pickl, O. Novac, C. Novac, M. Gordan, C. Gordan","doi":"10.1109/ECAI58194.2023.10193958","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10193958","url":null,"abstract":"This paper provides a method of combining Neu-roevolution with Backpropagation to achieve lower training times than Neuroevolution when training agents in a video game environment. The combination of these algorithms is reproduced by an alteration of the step of creating a new generation from the most capable agents with the creation of a new generation through the Backpropagation method using the preventively saved data of the most capable agent from the environment. Thus, for the new generation, a Neural Network trained with backpropagation is assigned instead of the best-performing Neural Network from the previous generation. As a result, the Neuroevolution with the Backpropagation method shows better performance when increasing the target of the environmental performance of the agent.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"28 10","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133170967","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Industrial PCB design for an H-bridge 工业PCB的h桥设计
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10194164
V. Stoica, V. A. Stan, Răzvan Andrei Gheorghiu
{"title":"Industrial PCB design for an H-bridge","authors":"V. Stoica, V. A. Stan, Răzvan Andrei Gheorghiu","doi":"10.1109/ECAI58194.2023.10194164","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10194164","url":null,"abstract":"The H-bridge is a typical structure commonly used in electronics to connect a load to a DC supply in both forward and reverse bias, or to control direct current (DC), three-phase, multi-phase, or stepper electric motors. In addition to motor control, they are used in inverters that convert DC electricity to alternating current. Some challenges related to hardware development include the implementation of protection features and control procedures for equipment. In this paper, the authors propose hardware solutions for the realization of an H-bridge with both local control and remote control via 4G network, designed for industrial environments. These have been tested for validation using a prototype.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114790493","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Theory and application of reversible cellular automata in cryptography 可逆元胞自动机在密码学中的理论与应用
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10194047
George Cosmin Stănică, P. Anghelescu
{"title":"Theory and application of reversible cellular automata in cryptography","authors":"George Cosmin Stănică, P. Anghelescu","doi":"10.1109/ECAI58194.2023.10194047","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10194047","url":null,"abstract":"The widespread use of telecommunications technologies and networks in various fields of activity has increased the concerns regarding the security and privacy of transmitted data. To address this concern, this paper proposes a different approach for constructing cryptography algorithms using cellular automata (CA). Specifically, we propose an encryption concept based on a class of one-dimensional CA with reversible rules, which offer enhanced information preservation and security. The complexity and parallel nature of CA make them highly attractive for cryptography applications. The proposed algorithm belongs to the class of symmetric key cryptosystems based on stream cipher and can be implemented using both software and hardware. To facilitate experimentation and evaluation, we present a software application that enables the testing of various combinations of reversible rules for data encryption. Experimental results prove the effectiveness of the proposed algorithm in terms of information security and randomness.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115000924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Solar Water Pumping System With Modified CSS-INC MPPT Algorithm 基于改进CSS-INC MPPT算法的太阳能水泵系统
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10194195
Abdela A. S. Esmeail, Selim Öncü, N. Altin
{"title":"Solar Water Pumping System With Modified CSS-INC MPPT Algorithm","authors":"Abdela A. S. Esmeail, Selim Öncü, N. Altin","doi":"10.1109/ECAI58194.2023.10194195","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10194195","url":null,"abstract":"Photovoltaic water pumping systems is a practical alternative to traditional systems in remote areas. However, the efficiency of solar energy utilization heavily relies on the optimal design of the maximum power point tracking (MPPT) algorithm that can increase power extraction from PV panels. In this paper, a modified MPPT algorithm is proposed for driving a single-stage PV water pumping system with a three-phase induction motor (IM) driven by scalar V/f control technique. The proposed modified CSS-INC MPPT algorithm combines the benefits of two modes algorithm, the Confined Search Space (CSS) algorithm and the Incremental Conductance (INC) MPPT algorithm. The CSS algorithm is utilized to decrease the search area for the INC MPPT algorithm in tracking the maximum power point (MPP) of the P-V curve, resulting in improved and faster tracking capabilities. MATLAB simulation was conducted to evaluate the performance of the proposed CSS-INC MPPT algorithm, and the results were compared with the conventional INC MPPT algorithm under varying weather conditions. Simulation results demonstrated that the proposed modified MPPT algorithm achieves much better performance compared to the conventional INC MPPT algorithm where the modified MPPT algorithm can improve the efficiency and productivity of PV water pumping systems under varying weather conditions.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129866964","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental studies on binary system Er-H 二元系统Er-H的实验研究
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10194023
Ciobanu Nicolae Tiberiu
{"title":"Experimental studies on binary system Er-H","authors":"Ciobanu Nicolae Tiberiu","doi":"10.1109/ECAI58194.2023.10194023","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10194023","url":null,"abstract":"The main objectives of this paper are to obtain ErH3, to establish the hydrogen absorption parameters and to determinate the amount of hydrogen stored by erbium. In this article, experimental results obtained from the hydrogenation of erbium under certain conditions are presented. The hydride parameters to obtain ErH3were determined, an analysis of the results from the experimental tests was carried out and the amount of stored hydrogen was presented.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122385728","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Autoencoders and AutoML for intrusion detection 用于入侵检测的自动编码器和AutoML
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10194229
A. Glavan, V. Croitoru
{"title":"Autoencoders and AutoML for intrusion detection","authors":"A. Glavan, V. Croitoru","doi":"10.1109/ECAI58194.2023.10194229","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10194229","url":null,"abstract":"Industrial internet of things and operational technology (IIoT/OT) lead the edge use case implementations. 5G and multi-access edge computing (MEC) offer the means to implement IIoT scenarios, ensuring business growth and deployment protection against network attacks. A variation of MEC and IIoT security measures are studied in the literature, and intrusion detection solutions are consequently proposed - including machine learning based solutions for anomaly detection. Automated machine learning (autoML) frameworks aim to create high accuracy models for users with little expertise in machine learning. This paper suggests autoencoders to improve autoML best model performance on a learning task: binary classification of network traffic. The experiment was performed on a benchmark dataset with intrusion detection examples: Network Security Laboratory - Knowledge Discovery in Databases (NSL-KDD). In order to optimize the learning process, autoencoders are suggested for feature encoding. The approach presented in this paper achieves a 4% increase in model accuracy and lower training time, when compared to the AutoML baseline model.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132082831","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Multiple Usage Virtual Reality Based Application - Example Scenario for Medical Purposes 基于多用途虚拟现实的应用-用于医疗目的的示例场景
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10194054
Maria Ioana Oproiu, Constantin-Viorel Marian
{"title":"Multiple Usage Virtual Reality Based Application - Example Scenario for Medical Purposes","authors":"Maria Ioana Oproiu, Constantin-Viorel Marian","doi":"10.1109/ECAI58194.2023.10194054","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10194054","url":null,"abstract":"The post-traumatic stress syndrome is a common condition in people who have had contact with stimuli that cause and trigger stress. The application described in this article is a system, created with the help of virtual reality, which aims to treat people who are affected by post-traumatic stress syndrome in the military field. We have also integrated several scenarios, which the user must go through, thus going through the exposure treatment. We also introduce the designed entity component system, which is specific to applications in the field of infographics and which will facilitate the entire process of developing the application.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128825733","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Intelligent System for Monitoring and Controlling the Energy Consumed 智能能耗监控系统
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10194055
Cosmin–George Nicolăescu, F. Enescu, N. Bizon, Ana-Maria Ţugulea, V. Ionescu
{"title":"Intelligent System for Monitoring and Controlling the Energy Consumed","authors":"Cosmin–George Nicolăescu, F. Enescu, N. Bizon, Ana-Maria Ţugulea, V. Ionescu","doi":"10.1109/ECAI58194.2023.10194055","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10194055","url":null,"abstract":"In the paper, a fuzzy logic-based system has been proposed representing an innovative solution for monitoring and controlling the consumption of electrical energy in houses or workspaces. Fuzzy logic is differentiated from Boolean logic by the fact that it is based on the imprecise decisions of people, so the truth values of the variables can be any real number between 0 and 1, where zero is considered the smallest form of truth, and one represents the state with the highest degree of truth allowed. The use of fuzzy logic allows automatic identification of consumption needs and available resources, allowing automatic adjustment of electricity consumption. This solution represents a way to make energy processes more efficient in order to reduce the costs of energy bills and carbon emissions, by using green energy. The implementation of this solution can contribute to the development of smart and ecological homes, and the use of fuzzy logic can improve energy efficiency, lower costs and reduce energy losses.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"212 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116228319","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pre-AI Musical Style Analysis Via Their Spectral Distributions 通过谱分布分析前ai音乐风格
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10193994
Antonela Toma, Theodor-Corneliu Fratu-Halung, Andrei Beliciu
{"title":"Pre-AI Musical Style Analysis Via Their Spectral Distributions","authors":"Antonela Toma, Theodor-Corneliu Fratu-Halung, Andrei Beliciu","doi":"10.1109/ECAI58194.2023.10193994","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10193994","url":null,"abstract":"In this paper, we will revisit a pre-AI method of identifying musical genres. To do that, the spectrograms of a number of fragments of melodies belonging to various genres will be generated, with the aid of the spectrum analyser included in the Digital Signal Processing Toolbox from Simulink, Matlab, as well as the spectrum analyser of the audio editing and analysis program Audacity. Then, there will be an attempt at identifying the defining spectral features for each of the analysed genres, with the aim of identifying said genres via Fourier analysis. Included in this paper will be a revision of key theoretical concepts pertaining to the Fourier analysis of analog signals as well as digital, as well as an enumeration of the relevant musical theory concepts.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122466313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IT integration concept for Integrated Local and area public Interest Service providers 综合本地及区域公共利益服务提供者的资讯科技整合概念
2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI) Pub Date : 2023-06-29 DOI: 10.1109/ECAI58194.2023.10194206
A. M. Țîțu, Dorin Vasile Deac Suteu, Maria-Alexandra Popa, A. Pop, D. Dragomir
{"title":"IT integration concept for Integrated Local and area public Interest Service providers","authors":"A. M. Țîțu, Dorin Vasile Deac Suteu, Maria-Alexandra Popa, A. Pop, D. Dragomir","doi":"10.1109/ECAI58194.2023.10194206","DOIUrl":"https://doi.org/10.1109/ECAI58194.2023.10194206","url":null,"abstract":"Currently, a significant category of problems that arise during the evaluation and monitoring process of activities carried out in/for the public interest are related to differences in the understanding of monitoring and evaluation terms. Monitoring is the process of continuously collecting relevant information on how a policy is implemented, while evaluation is the process of using the information obtained during monitoring. In most situations, monitoring and evaluation are seen as simple, periodic tasks, limited in time to simple implementation monitoring reports (such as once a month or every three months, or at the beginning and at the end) and therefore do not generate essential results or knowledge gained. This paper includes the analysis and presentation for an implementation concept of an IT integration solution between suppliers that also creates a correlation between specific quality indicators for public utility activities.","PeriodicalId":391483,"journal":{"name":"2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122832390","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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