Pub Date : 2022-02-16DOI: 10.1109/IT54280.2022.9743545
M. Brajović, I. Stanković, M. Daković, L. Stanković
Impulsive disturbance commonly appears in audio signals. During the last few decades, a number of denoising approaches has been proposed for the removal of this particular type of noise. An advanced class of denoising algorithms emerged from the recent compressive sensing (CS) paradigm. Sparsity or high concentration of audio signals in some specific transformation domains, such as, for example, the discrete cosine transform (DCT) domain, can be engaged in procedures for the detection of corrupted samples. Since in the case of impulsive noise only a subset of samples is highly corrupted, upon detection of their positions, these disturbed samples can be further considered as unavailable, and reconstructed using sophisticated CS procedures. In this paper, we investigate the possibility to apply Laplacian filter in conjunction with the compressive sensing reconstruction, in the removal of impulsive disturbance from audio signals.
{"title":"Audio Signal Denoising Based on Laplacian Filter and Sparse Signal Reconstruction","authors":"M. Brajović, I. Stanković, M. Daković, L. Stanković","doi":"10.1109/IT54280.2022.9743545","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743545","url":null,"abstract":"Impulsive disturbance commonly appears in audio signals. During the last few decades, a number of denoising approaches has been proposed for the removal of this particular type of noise. An advanced class of denoising algorithms emerged from the recent compressive sensing (CS) paradigm. Sparsity or high concentration of audio signals in some specific transformation domains, such as, for example, the discrete cosine transform (DCT) domain, can be engaged in procedures for the detection of corrupted samples. Since in the case of impulsive noise only a subset of samples is highly corrupted, upon detection of their positions, these disturbed samples can be further considered as unavailable, and reconstructed using sophisticated CS procedures. In this paper, we investigate the possibility to apply Laplacian filter in conjunction with the compressive sensing reconstruction, in the removal of impulsive disturbance from audio signals.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117021607","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 : 2022-02-16DOI: 10.1109/IT54280.2022.9743526
András Wippelhauser, Szilárd Turi-Kováts, Ivana Ognjanovic, L. Bokor
Vehicle-to-Everything (V2X) is a promising technology that aims to resolve many problems of current transportation systems by supporting a wide-scale of Intelligent Transport System (ITS) use cases. V2X communications use channels (distinctive frequency domains from the ITS band) to provide radio resources for an increasing set of cooperative ITS applications. ETSI standardized the Service Announcement (SA) facility to advertise available services on ITS access channels. In the scope of this paper, we try to analyze the effects of the SA messages on the ITS control channel. We investigate different service deployment strategies and examine how the SA, CA (Cooperative Awareness), and the CP (Collective Perception) services could be deployed. We also provide initial results on details about the expected channel occupancy.
{"title":"Modeling and evaluation of Service Announcement in V2X networks","authors":"András Wippelhauser, Szilárd Turi-Kováts, Ivana Ognjanovic, L. Bokor","doi":"10.1109/IT54280.2022.9743526","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743526","url":null,"abstract":"Vehicle-to-Everything (V2X) is a promising technology that aims to resolve many problems of current transportation systems by supporting a wide-scale of Intelligent Transport System (ITS) use cases. V2X communications use channels (distinctive frequency domains from the ITS band) to provide radio resources for an increasing set of cooperative ITS applications. ETSI standardized the Service Announcement (SA) facility to advertise available services on ITS access channels. In the scope of this paper, we try to analyze the effects of the SA messages on the ITS control channel. We investigate different service deployment strategies and examine how the SA, CA (Cooperative Awareness), and the CP (Collective Perception) services could be deployed. We also provide initial results on details about the expected channel occupancy.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125283499","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 : 2022-02-16DOI: 10.1109/IT54280.2022.9743540
Nikola Bulatovic, S. Djukanović
The paper addresses acoustic vehicle detection and speed estimation from single sensor measurements. We predict the vehicle's pass-by instant by minimizing clipped vehicle-to-microphone distance, which is predicted from the mel-spectrogram of input audio, in a supervised learning approach. In addition, mel-spectrogram-based features are used directly for vehicle speed estimation, without introducing any intermediate features. The results show that the proposed features can be used for accurate vehicle detection and speed estimation, with an average error of 7.87 km/h. If we formulate speed estimation as a classification problem, with a 10 km/h discretization interval, the proposed method attains the average accuracy of 48.7% for correct class prediction and 91.0% when an offset of one class is allowed. The proposed method is evaluated on a dataset of 304 urban-environment on-field recordings of ten different vehicles.
{"title":"Mel-spectrogram features for acoustic vehicle detection and speed estimation","authors":"Nikola Bulatovic, S. Djukanović","doi":"10.1109/IT54280.2022.9743540","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743540","url":null,"abstract":"The paper addresses acoustic vehicle detection and speed estimation from single sensor measurements. We predict the vehicle's pass-by instant by minimizing clipped vehicle-to-microphone distance, which is predicted from the mel-spectrogram of input audio, in a supervised learning approach. In addition, mel-spectrogram-based features are used directly for vehicle speed estimation, without introducing any intermediate features. The results show that the proposed features can be used for accurate vehicle detection and speed estimation, with an average error of 7.87 km/h. If we formulate speed estimation as a classification problem, with a 10 km/h discretization interval, the proposed method attains the average accuracy of 48.7% for correct class prediction and 91.0% when an offset of one class is allowed. The proposed method is evaluated on a dataset of 304 urban-environment on-field recordings of ten different vehicles.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"64 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129620656","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 : 2022-02-16DOI: 10.1109/IT54280.2022.9743531
A. Mihailovic, N. Kapidani, Zarko Luksic, R. Tournier, G. Vella, M. Moutzouris, Baptista de Sousa, Alexis Blum, Zdravko Paladin
This paper outlines an example method and trial scenario phases for extending the existing tools for maritime surveillance across the maritime regions of Europe. There are continuous dedicated efforts throughout European collaborations for advancing the features of Common Information Sharing Environment (CISE), which is a European Union (EU) initiative for ubiquitous information sharing across the maritime and land borders, as well as between the national sectors. The EFFECTOR EU project introduces a novel concept in the information exchange: the data lake, intended for providing a common smart data repository for diverse and comprehensive data analysis and storage that emanates from diverse sources within the local, regional, national, and international scope. Setting up of the data lake facilities and broadened information exchange is established and validated through early trials planned to be conducted in the project. Administration for Maritime Safety and Port Management (AMSPM) is integrating maritime surveillance data from Montenegro in the EU information exchanges and vice versa. The EFFECTOR project's French maritime trial offers an implementation of the broadened scope of uses of advanced data exchanges, analysis storage, and retrieval. A case of retroactive data analysis and deductions is to be demonstrated through collaboration of AMSPM in the French maritime trial with other project partners. The trial scenario planning includes two vessels coming into the French waters near Marseille from distant ports, one via a stop-over in Montenegro and the other from Portugal.
{"title":"Planning a Case for Shared Data Retrieval across the European Maritime Common Information Sharing Environment","authors":"A. Mihailovic, N. Kapidani, Zarko Luksic, R. Tournier, G. Vella, M. Moutzouris, Baptista de Sousa, Alexis Blum, Zdravko Paladin","doi":"10.1109/IT54280.2022.9743531","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743531","url":null,"abstract":"This paper outlines an example method and trial scenario phases for extending the existing tools for maritime surveillance across the maritime regions of Europe. There are continuous dedicated efforts throughout European collaborations for advancing the features of Common Information Sharing Environment (CISE), which is a European Union (EU) initiative for ubiquitous information sharing across the maritime and land borders, as well as between the national sectors. The EFFECTOR EU project introduces a novel concept in the information exchange: the data lake, intended for providing a common smart data repository for diverse and comprehensive data analysis and storage that emanates from diverse sources within the local, regional, national, and international scope. Setting up of the data lake facilities and broadened information exchange is established and validated through early trials planned to be conducted in the project. Administration for Maritime Safety and Port Management (AMSPM) is integrating maritime surveillance data from Montenegro in the EU information exchanges and vice versa. The EFFECTOR project's French maritime trial offers an implementation of the broadened scope of uses of advanced data exchanges, analysis storage, and retrieval. A case of retroactive data analysis and deductions is to be demonstrated through collaboration of AMSPM in the French maritime trial with other project partners. The trial scenario planning includes two vessels coming into the French waters near Marseille from distant ports, one via a stop-over in Montenegro and the other from Portugal.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129751412","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 : 2022-02-16DOI: 10.1109/IT54280.2022.9743537
Gabriella M. Umbas, Melliana, Rachel G. Reinatha, A. Gui, M. S. Shaharudin
This study aims to determine the factors that impact people's behavioural intentions to use mobile banking in Indonesia. The UTAUT technique is being utilised to explore the factors that impact people's inclinations to use mobile banking services. Following the revision of the questionnaire, which was based on earlier research, it was sent via a Google form to users who used m-banking in Indonesia. A questionnaire was provided to participants based on the purposive sampling method. In order to evaluate for convergent validity, discriminant validity, and path coefficient, the data was analysed using SmartPLS. It has been demonstrated that social influence, perceived security, and performance expectation all substantially impact behavioural intention to use m-Banking. On the other hand, the expectation of effort had no significant influence on behavioural intention to use mobile banking. According to the findings of this study, firms must prioritise effort expectation while also increasing other elements in the future.
{"title":"Potential Factors that Influences Customers' Intentions to Use m-Banking","authors":"Gabriella M. Umbas, Melliana, Rachel G. Reinatha, A. Gui, M. S. Shaharudin","doi":"10.1109/IT54280.2022.9743537","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743537","url":null,"abstract":"This study aims to determine the factors that impact people's behavioural intentions to use mobile banking in Indonesia. The UTAUT technique is being utilised to explore the factors that impact people's inclinations to use mobile banking services. Following the revision of the questionnaire, which was based on earlier research, it was sent via a Google form to users who used m-banking in Indonesia. A questionnaire was provided to participants based on the purposive sampling method. In order to evaluate for convergent validity, discriminant validity, and path coefficient, the data was analysed using SmartPLS. It has been demonstrated that social influence, perceived security, and performance expectation all substantially impact behavioural intention to use m-Banking. On the other hand, the expectation of effort had no significant influence on behavioural intention to use mobile banking. According to the findings of this study, firms must prioritise effort expectation while also increasing other elements in the future.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"369 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126032790","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 : 2022-02-16DOI: 10.1109/IT54280.2022.9743541
Tomo Popović, S. Krco, Nemanja Mišić, A. Martinovic, I. Jovović
The food market is changing dramatically in the last century as the world population is growing with the unprecedented pace. The wine industry is recognized as part of both agriculture and food industry, but also as a commodity. Developments in information technology and digitalization are playing a major role in the introduction of new solutions in agriculture and food production. The idea is to improve productivity of farms and vineyards, improve quality of agriculture products by optimizing irrigation, pesticide usage, and overall efficiency of the process. Furthermore, the consumer awareness about food products, its quality and origin, is on the constant rise. The information about the product throughout the whole “farm-to-fork”, or in this case “vineyard-to-glass”, value chain needs to be collected and utilized by all the participating stakeholders, in order to get a better, healthier, and more affordable product. This paper address the considerations related to implementation of a blockchain-based transparency and data provenance in the food value chain, more specifically with a focus on the wine industry.
{"title":"Blockchain-Based Transparency and Data Provenance in the Wine Value Chain","authors":"Tomo Popović, S. Krco, Nemanja Mišić, A. Martinovic, I. Jovović","doi":"10.1109/IT54280.2022.9743541","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743541","url":null,"abstract":"The food market is changing dramatically in the last century as the world population is growing with the unprecedented pace. The wine industry is recognized as part of both agriculture and food industry, but also as a commodity. Developments in information technology and digitalization are playing a major role in the introduction of new solutions in agriculture and food production. The idea is to improve productivity of farms and vineyards, improve quality of agriculture products by optimizing irrigation, pesticide usage, and overall efficiency of the process. Furthermore, the consumer awareness about food products, its quality and origin, is on the constant rise. The information about the product throughout the whole “farm-to-fork”, or in this case “vineyard-to-glass”, value chain needs to be collected and utilized by all the participating stakeholders, in order to get a better, healthier, and more affordable product. This paper address the considerations related to implementation of a blockchain-based transparency and data provenance in the food value chain, more specifically with a focus on the wine industry.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127249490","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 : 2022-02-16DOI: 10.1109/IT54280.2022.9743527
S. Bauk
The paper discusses benefits and challenges of international virtual exchange (VE) in teaching and learning at the higher education (HE) institutions. Expressions virtual exchange, virtual engagement and collaborative online international learning (COIL) are used interchangeably. The descriptions of several successfully accomplished VE projects during the past few years, by the author and her peers from several foreign HE institutions, are given. Three Information Technology (IT) tools for virtual exchange, i.e. Trello, Slack and Flipgrid are presented, with focus on their purpose and usability. Some suggestions for uplifting VE, as a digital pedagogy model in higher education, are given as conclusion remarks.
{"title":"Some IT Tools for Virtual Exchange in Higher Education","authors":"S. Bauk","doi":"10.1109/IT54280.2022.9743527","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743527","url":null,"abstract":"The paper discusses benefits and challenges of international virtual exchange (VE) in teaching and learning at the higher education (HE) institutions. Expressions virtual exchange, virtual engagement and collaborative online international learning (COIL) are used interchangeably. The descriptions of several successfully accomplished VE projects during the past few years, by the author and her peers from several foreign HE institutions, are given. Three Information Technology (IT) tools for virtual exchange, i.e. Trello, Slack and Flipgrid are presented, with focus on their purpose and usability. Some suggestions for uplifting VE, as a digital pedagogy model in higher education, are given as conclusion remarks.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116785966","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}
Shape Memory alloys are specific materials that have the ability to change their shape and return to a memorized state caused by a change in temperature or a change in load. This paper presents the corrosion analysis of Shape Memory CuAlNi alloy (copper, aluminum and nickel) in different marine environments. The CuAlNi alloy was exposed to various sea and atmosphere influences over a period of six months. Chemical analysis of corroded alloys was performed using EDX (Energy Dispersive X-ray Spectrometer) analysis, and it was determined which marine environment has a dominant influence on the corrosion process. By applying regression analysis, the dependence of the alloy composition and the amount of oxygen was checked, which indicates the intensity of the corrosion process.
{"title":"Behavior of CuAlNi alloys in different marine environments","authors":"Ilija Knešević, Nemanja Pudar, Tatijana Dlabač, Špiro Ivošević","doi":"10.1109/IT54280.2022.9743536","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743536","url":null,"abstract":"Shape Memory alloys are specific materials that have the ability to change their shape and return to a memorized state caused by a change in temperature or a change in load. This paper presents the corrosion analysis of Shape Memory CuAlNi alloy (copper, aluminum and nickel) in different marine environments. The CuAlNi alloy was exposed to various sea and atmosphere influences over a period of six months. Chemical analysis of corroded alloys was performed using EDX (Energy Dispersive X-ray Spectrometer) analysis, and it was determined which marine environment has a dominant influence on the corrosion process. By applying regression analysis, the dependence of the alloy composition and the amount of oxygen was checked, which indicates the intensity of the corrosion process.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131270705","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 : 2022-02-16DOI: 10.1109/IT54280.2022.9743523
Sario Al Mustafa, N. Zaric
This paper is presenting the results of the first version of Android mobile application “MasterRoute” for finding the optimal traffic route between multiple locations while avoiding the routes that are blocked. Testing results were utilized to improve functionalities and offer better solutions. In addition, this paper presents the development of new features for the Android mobile application that will use appropriate tools for collecting and sharing user traffic information, selecting the optimal traffic route and/or parking space, using voice commands to interact with users, and a reward system. Provided solution in this paper aims to be cost and time efficient.
{"title":"New Features and Functionalities of the MasterRoute: Android Application for Finding the Optimal Traffic Route","authors":"Sario Al Mustafa, N. Zaric","doi":"10.1109/IT54280.2022.9743523","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743523","url":null,"abstract":"This paper is presenting the results of the first version of Android mobile application “MasterRoute” for finding the optimal traffic route between multiple locations while avoiding the routes that are blocked. Testing results were utilized to improve functionalities and offer better solutions. In addition, this paper presents the development of new features for the Android mobile application that will use appropriate tools for collecting and sharing user traffic information, selecting the optimal traffic route and/or parking space, using voice commands to interact with users, and a reward system. Provided solution in this paper aims to be cost and time efficient.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128104732","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 : 2022-02-16DOI: 10.1109/IT54280.2022.9743522
N. Nicholas, K. M. Hartono, V. Vincent, A. Gui
The e-learning system, is usually defined as a teaching and learning activities that is done with a computer, which evolves alongside with the evolution of the web. During the COVID-19 Pandemic, schools are forced to make a switch to the distance learning methods. With some previous research on studies about satisfaction using TAM, ECM and ISS, a conceptual framework was created to create a further study on Satisfaction. A total of seven hypotheses were created on this research that connects six variables from TAM, ECM, and ISS. As the survey was conducted to 400 high school students in Indonesia who uses the e-learning, the data was processed and calculated using SmartPLS using the PLS and Bootstrapping calculation. After the convergent and discriminant validity and the path analysis were conducted, it was found out that all of the hypotheses were accepted. However, there are some limitations in this study, which include sample and variable limitations.
{"title":"A Study on Student's Satisfaction of using E-learning System During the COVID-19 Pandemic","authors":"N. Nicholas, K. M. Hartono, V. Vincent, A. Gui","doi":"10.1109/IT54280.2022.9743522","DOIUrl":"https://doi.org/10.1109/IT54280.2022.9743522","url":null,"abstract":"The e-learning system, is usually defined as a teaching and learning activities that is done with a computer, which evolves alongside with the evolution of the web. During the COVID-19 Pandemic, schools are forced to make a switch to the distance learning methods. With some previous research on studies about satisfaction using TAM, ECM and ISS, a conceptual framework was created to create a further study on Satisfaction. A total of seven hypotheses were created on this research that connects six variables from TAM, ECM, and ISS. As the survey was conducted to 400 high school students in Indonesia who uses the e-learning, the data was processed and calculated using SmartPLS using the PLS and Bootstrapping calculation. After the convergent and discriminant validity and the path analysis were conducted, it was found out that all of the hypotheses were accepted. However, there are some limitations in this study, which include sample and variable limitations.","PeriodicalId":335678,"journal":{"name":"2022 26th International Conference on Information Technology (IT)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128340776","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}