Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094197
Merjem Bajramović, E. Žunić
Paper covers image classification using the Keras API in TensorFlow. The dataset used is a set of labelled images consisting of characters from the Pokémon media franchise. In order to artificially generate additional data, the process of data augmentation has been applied on the initial dataset to reduce overfitting. A comparison between DenseNet-121, DenseNet-169 and DenseNet-201 has been made to observe which of the models scores a greater accuracy. A Graphics Processing Unit (GPU) has been set up to work with TensorFlow in order to efficiently train the model.
{"title":"Image Classification with Transfer Learning Using a Convolutional Neural Network","authors":"Merjem Bajramović, E. Žunić","doi":"10.1109/INFOTEH57020.2023.10094197","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094197","url":null,"abstract":"Paper covers image classification using the Keras API in TensorFlow. The dataset used is a set of labelled images consisting of characters from the Pokémon media franchise. In order to artificially generate additional data, the process of data augmentation has been applied on the initial dataset to reduce overfitting. A comparison between DenseNet-121, DenseNet-169 and DenseNet-201 has been made to observe which of the models scores a greater accuracy. A Graphics Processing Unit (GPU) has been set up to work with TensorFlow in order to efficiently train the model.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115357855","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094050
Aleksandar Stjepanović, Mirko Stojčić, Miroslav Kostadinovic, Goran Jauševac, Gordana Jotanović, Goran Kuzmic
The conversion of various forms of energy into electricity has been known for decades. As a basis for qualitative analysis, the application of the method based on the Rough Sets Theory (RST) was chosen. The created model contains rules in the If... Then form, which describe the influence of the value of input parameters (attributes) on the output value (nafion_percent). One of the main parameters of the fuel cell is nafion_percent. The paper uses a dataset about Nafion 112 membrane standard tests and MEA (Membrane Electrode Assembly) activation tests of PEMFC (Proton Exchange Membrane Fuel Cells in various operation conditions. PEMFCs with optimal characteristics and a low failure rate are of great importance for Fuel Cell Electric Vehicles (FCEV).
{"title":"PEM Fuel Cell Modeling by Application of the Rough Sets Theory","authors":"Aleksandar Stjepanović, Mirko Stojčić, Miroslav Kostadinovic, Goran Jauševac, Gordana Jotanović, Goran Kuzmic","doi":"10.1109/INFOTEH57020.2023.10094050","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094050","url":null,"abstract":"The conversion of various forms of energy into electricity has been known for decades. As a basis for qualitative analysis, the application of the method based on the Rough Sets Theory (RST) was chosen. The created model contains rules in the If... Then form, which describe the influence of the value of input parameters (attributes) on the output value (nafion_percent). One of the main parameters of the fuel cell is nafion_percent. The paper uses a dataset about Nafion 112 membrane standard tests and MEA (Membrane Electrode Assembly) activation tests of PEMFC (Proton Exchange Membrane Fuel Cells in various operation conditions. PEMFCs with optimal characteristics and a low failure rate are of great importance for Fuel Cell Electric Vehicles (FCEV).","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"82 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133705274","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094098
Denis Ceke, Nevzudin Buzađija
Maintaining and establishing transparency, security and privacy, when the data that should be included as part of documents that should serve as public educational documents in the labor market, are a challenging task, especially nowadays when we have more frequent cyber-attacks on public institutions. Setting up the security mechanisms of information systems that should store, process and show this type of data can be a very demanding job. For this reason, the introduction of new technologies in this area, such as blockchain technology, leads to considerable system and implementation relief. In this paper, private blockchain platforms are analyzed from the point of view of processing digital certificates or diplomas in the higher education system. An overview of the most popular platforms of this type is given. The most appropriate solution for these needs are discussed and proposed.
{"title":"In pursuit of appropriate private blockchain platform for higher education institutions","authors":"Denis Ceke, Nevzudin Buzađija","doi":"10.1109/INFOTEH57020.2023.10094098","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094098","url":null,"abstract":"Maintaining and establishing transparency, security and privacy, when the data that should be included as part of documents that should serve as public educational documents in the labor market, are a challenging task, especially nowadays when we have more frequent cyber-attacks on public institutions. Setting up the security mechanisms of information systems that should store, process and show this type of data can be a very demanding job. For this reason, the introduction of new technologies in this area, such as blockchain technology, leads to considerable system and implementation relief. In this paper, private blockchain platforms are analyzed from the point of view of processing digital certificates or diplomas in the higher education system. An overview of the most popular platforms of this type is given. The most appropriate solution for these needs are discussed and proposed.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134027882","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094059
Nikolas Naydenov, Stela Ruseva
In this study we explore and systematically review the latest research on container orchestration architectures, models and methods and their application in cloud environments. The aim of our systematic mapping study is to identify, classify the existing research papers and thus give organized knowledge of this evolving area. We tried to establish a systematic methodology that ensures the validity of our secondary study and construct a classification scheme that helps derive useful information from the existing body of research. We’ve gained insights about specific technology related issues like container orchestrators and container runtimes but also knowledge about more generalizable aspects like research strategies and approaches used in the primary studies. The results gave us insights about the current state and maturity of the research area and helped us identify research gaps. We were able to formulate recommendations for future research.
{"title":"Cloud Container Orchestration Architectures, Models and Methods: a Systematic Mapping Study","authors":"Nikolas Naydenov, Stela Ruseva","doi":"10.1109/INFOTEH57020.2023.10094059","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094059","url":null,"abstract":"In this study we explore and systematically review the latest research on container orchestration architectures, models and methods and their application in cloud environments. The aim of our systematic mapping study is to identify, classify the existing research papers and thus give organized knowledge of this evolving area. We tried to establish a systematic methodology that ensures the validity of our secondary study and construct a classification scheme that helps derive useful information from the existing body of research. We’ve gained insights about specific technology related issues like container orchestrators and container runtimes but also knowledge about more generalizable aspects like research strategies and approaches used in the primary studies. The results gave us insights about the current state and maturity of the research area and helped us identify research gaps. We were able to formulate recommendations for future research.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134296489","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094185
Merisa Hanjalić, Emina Melic
As the demand for sustainable and renewable energy sources grows, the use photovoltaic (PV) systems have seen rise in popularity and recognition. The performance of PV systems is influenced by numerous factors such as solar irradiance, temperature, and the tilt angle of the PV modules. Among these factors, the tilt angle of the PV modules plays a crucial role in determining the amount of energy that can be generated by a PV system. This paper explores the impact of tilt angle on the output and performance of grid-connected PV systems by using the software PVsyst. The study will examine how different tilt angles affect the energy yield, electrical characteristics, and performance ratio of PV system. A study was conducted to compare the performance of a PV system with fixed tilt angle versus seasonal tilt arrangement. The results showed that a seasonal tilt arrangement led to improved performance and increased electricity generation.
{"title":"Impact of the Tilt Angle on the Electrical Output, Characteristics and Performance of a Grid-Connected Photovoltaic System","authors":"Merisa Hanjalić, Emina Melic","doi":"10.1109/INFOTEH57020.2023.10094185","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094185","url":null,"abstract":"As the demand for sustainable and renewable energy sources grows, the use photovoltaic (PV) systems have seen rise in popularity and recognition. The performance of PV systems is influenced by numerous factors such as solar irradiance, temperature, and the tilt angle of the PV modules. Among these factors, the tilt angle of the PV modules plays a crucial role in determining the amount of energy that can be generated by a PV system. This paper explores the impact of tilt angle on the output and performance of grid-connected PV systems by using the software PVsyst. The study will examine how different tilt angles affect the energy yield, electrical characteristics, and performance ratio of PV system. A study was conducted to compare the performance of a PV system with fixed tilt angle versus seasonal tilt arrangement. The results showed that a seasonal tilt arrangement led to improved performance and increased electricity generation.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134015320","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094180
Mehmed Mujić, Irvin Ćatić, Samra Behić, Amila Hadžibajramović, N. Nosovic, Tarik Hrnjić
In this article, an upgraded version of CUDA-Quicksort - an iterative implementation of the quicksort algorithm suitable for highly parallel multicore graphics processors, is described and evaluated. Three key changes which lead to improved performance are proposed. The main goal was to provide an implementation with increased scalability with the size of data sets and number of cores with modern GPU architectures, which was successfully achieved. The proposed changes also lead to significant reduction in execution time. The execution times were measured on an NVIDIA graphics card, taking into account the possible distributions of the input data.
{"title":"Accelerating Sorting on GPUs: A Scalable CUDA Quicksort Revision","authors":"Mehmed Mujić, Irvin Ćatić, Samra Behić, Amila Hadžibajramović, N. Nosovic, Tarik Hrnjić","doi":"10.1109/INFOTEH57020.2023.10094180","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094180","url":null,"abstract":"In this article, an upgraded version of CUDA-Quicksort - an iterative implementation of the quicksort algorithm suitable for highly parallel multicore graphics processors, is described and evaluated. Three key changes which lead to improved performance are proposed. The main goal was to provide an implementation with increased scalability with the size of data sets and number of cores with modern GPU architectures, which was successfully achieved. The proposed changes also lead to significant reduction in execution time. The execution times were measured on an NVIDIA graphics card, taking into account the possible distributions of the input data.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"151 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124218923","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094163
Zdravko Paladin, E. Kočan, Zarko Luksic, N. Kapidani, M. Kourtis, Michael C. Batistatos
The enhanced 5G network capabilities for mission-critical communications (MCC) can be utilized by first responders in different use cases, both inland and for maritime safety purposes, including the support for Search and Rescue (SAR) missions. Fast and secure information exchange between control room dispatchers and on-site assets is of core importance for an efficient and timely response. 5G network slicing, enhanced data rates, low latency services, machine-type, and sidelink communications, enable successful management in a crisis environment through coordination of the latest generation of surveillance devices, unmanned vehicles (aerial and surface), various sensors, and actuators, virtual reality services, etc. This paper first provides a brief overview of the most important 5G capabilities and services that improve MCC. Then, experiences collected in two pilots realized in the frame of H2020 project RESPOND-A, concerning 5G support for MCC in earthquake and forest fire scenarios, as well as the planned pilot in maritime SAR operation, are presented.
{"title":"5G for Mission Critical Communications: RESPOND-A Project Experiences","authors":"Zdravko Paladin, E. Kočan, Zarko Luksic, N. Kapidani, M. Kourtis, Michael C. Batistatos","doi":"10.1109/INFOTEH57020.2023.10094163","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094163","url":null,"abstract":"The enhanced 5G network capabilities for mission-critical communications (MCC) can be utilized by first responders in different use cases, both inland and for maritime safety purposes, including the support for Search and Rescue (SAR) missions. Fast and secure information exchange between control room dispatchers and on-site assets is of core importance for an efficient and timely response. 5G network slicing, enhanced data rates, low latency services, machine-type, and sidelink communications, enable successful management in a crisis environment through coordination of the latest generation of surveillance devices, unmanned vehicles (aerial and surface), various sensors, and actuators, virtual reality services, etc. This paper first provides a brief overview of the most important 5G capabilities and services that improve MCC. Then, experiences collected in two pilots realized in the frame of H2020 project RESPOND-A, concerning 5G support for MCC in earthquake and forest fire scenarios, as well as the planned pilot in maritime SAR operation, are presented.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"498 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115311717","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094207
Elmin Marevac, Selman Patković, E. Žunić
Predictive modelling and AI have become a ubiquitous part of many modern industries and provide promising opportunities for more accurate analysis, better decision-making, reducing risk and improving profitability. One of the most promising applications for these technologies is in the financial sector as these could be influential for fraud detection, credit risk, creditworthiness and payment analysis. By using machine learning algorithms for analysing larger datasets, financial institutions could identify patterns and anomalies that could indicate fraudulent activity, allowing them to take action in real-time and minimize losses. This paper aims to explore the application of predictive models for assessing customer worthiness, identify the benefits and risks involved with this approach and compare their results in order to provide insights into which model performs best in the given context.
{"title":"Decision-making AI for customer worthiness and viability","authors":"Elmin Marevac, Selman Patković, E. Žunić","doi":"10.1109/INFOTEH57020.2023.10094207","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094207","url":null,"abstract":"Predictive modelling and AI have become a ubiquitous part of many modern industries and provide promising opportunities for more accurate analysis, better decision-making, reducing risk and improving profitability. One of the most promising applications for these technologies is in the financial sector as these could be influential for fraud detection, credit risk, creditworthiness and payment analysis. By using machine learning algorithms for analysing larger datasets, financial institutions could identify patterns and anomalies that could indicate fraudulent activity, allowing them to take action in real-time and minimize losses. This paper aims to explore the application of predictive models for assessing customer worthiness, identify the benefits and risks involved with this approach and compare their results in order to provide insights into which model performs best in the given context.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114590517","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094133
D. Kovacevic
The emergence of ChatGPT, a chatbot launched by OpenAI in November 2022, opened a large amount of opportunities for using the artificial intelligence (AI) for dealing with creation and processing of textual materials, including the use in teaching and learning of foreign languages at all educational and age levels. In terms of the teaching process regarding English for Specific Purposes (ESP), Chat GPT can be used as an effective and time-saving tool for various aspects of preparation and implementation of teaching units and evaluation of students’ written assignments, and that is the topic that will be presented end elaborated in the central part of the paper. Before that, an introduction regarding AI, its use in education and language teaching and learning, ESP and ChatGPT will be made. The final part of the paper will contain the conclusions relating the overall use of this AI tool in teaching ESP.
{"title":"Use of ChatGPT in ESP Teaching Process","authors":"D. Kovacevic","doi":"10.1109/INFOTEH57020.2023.10094133","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094133","url":null,"abstract":"The emergence of ChatGPT, a chatbot launched by OpenAI in November 2022, opened a large amount of opportunities for using the artificial intelligence (AI) for dealing with creation and processing of textual materials, including the use in teaching and learning of foreign languages at all educational and age levels. In terms of the teaching process regarding English for Specific Purposes (ESP), Chat GPT can be used as an effective and time-saving tool for various aspects of preparation and implementation of teaching units and evaluation of students’ written assignments, and that is the topic that will be presented end elaborated in the central part of the paper. Before that, an introduction regarding AI, its use in education and language teaching and learning, ESP and ChatGPT will be made. The final part of the paper will contain the conclusions relating the overall use of this AI tool in teaching ESP.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"81 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124208885","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}
Pub Date : 2023-03-15DOI: 10.1109/INFOTEH57020.2023.10094095
J. Softić, Z. Vejzovic
Vulnerability Assessment and Penetration Testing (VAPT) is an important component of an organization's overall security strategy. VAPT helps identify security vulnerabilities in a computer system, network, or web application, allowing organizations to take corrective measures to address these vulnerabilities and prevent potential security breaches. By conducting regular VAPT, organizations can improve their security posture and reduce the likelihood of successful attacks. In this paper Metasploit was used to show importance of regular vulnerability assessment of critical systems in order to discover vulnerabilities before attacker do it and exploit them. The authors showed Metasploit beside its usage to conduct a vulnerability assessment, it can be utilized by attackers to harm systems. VAPT is not a one-time event, but rather a ongoing process. As new vulnerabilities are discovered and new threats emerge, organizations need to regularly assess their systems to ensure they are protected.
{"title":"Impact of Vulnerability Assesment and Penetration Testing (VAPT) on Operating System Security","authors":"J. Softić, Z. Vejzovic","doi":"10.1109/INFOTEH57020.2023.10094095","DOIUrl":"https://doi.org/10.1109/INFOTEH57020.2023.10094095","url":null,"abstract":"Vulnerability Assessment and Penetration Testing (VAPT) is an important component of an organization's overall security strategy. VAPT helps identify security vulnerabilities in a computer system, network, or web application, allowing organizations to take corrective measures to address these vulnerabilities and prevent potential security breaches. By conducting regular VAPT, organizations can improve their security posture and reduce the likelihood of successful attacks. In this paper Metasploit was used to show importance of regular vulnerability assessment of critical systems in order to discover vulnerabilities before attacker do it and exploit them. The authors showed Metasploit beside its usage to conduct a vulnerability assessment, it can be utilized by attackers to harm systems. VAPT is not a one-time event, but rather a ongoing process. As new vulnerabilities are discovered and new threats emerge, organizations need to regularly assess their systems to ensure they are protected.","PeriodicalId":287923,"journal":{"name":"2023 22nd International Symposium INFOTEH-JAHORINA (INFOTEH)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125336070","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}
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