Pub Date : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664668
K. A. D. A. Madumal, J. M. T. C. Jayaweera, P. Alahakoon, W. Kumara, M. Hinas
Humanoid robots are finding their way into human activities at a rapidly increasing rate with the advancement of technology. They have become very close to humans, and some are designed even with sentence synthesizing ability which makes it possible for the robot to formulate its own response to questions posed to them. Human-like speech is by far the most highlighted feature in a robot that makes it ‘humanoid’. In several applications such as teaching, storytelling, reading and communication aids for the blind and vocally handicapped and to pronounce text messages on mobile phones at busy times, the human-like speech techniques are used by robots to provide more realistic feedback to humans. Control of facial features, especially lip and other facial muscle movement and synchronization with speech are some of the most important aspects in making humanoid robots. A robotic mouth with the ability of mimicking human-like speech was developed with to synchronized lip movements while providing sound through a text-to-speech conversion system attached to the mouth module.
{"title":"Design of Voice Synchronized Robotic Lips","authors":"K. A. D. A. Madumal, J. M. T. C. Jayaweera, P. Alahakoon, W. Kumara, M. Hinas","doi":"10.1109/ICECIE52348.2021.9664668","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664668","url":null,"abstract":"Humanoid robots are finding their way into human activities at a rapidly increasing rate with the advancement of technology. They have become very close to humans, and some are designed even with sentence synthesizing ability which makes it possible for the robot to formulate its own response to questions posed to them. Human-like speech is by far the most highlighted feature in a robot that makes it ‘humanoid’. In several applications such as teaching, storytelling, reading and communication aids for the blind and vocally handicapped and to pronounce text messages on mobile phones at busy times, the human-like speech techniques are used by robots to provide more realistic feedback to humans. Control of facial features, especially lip and other facial muscle movement and synchronization with speech are some of the most important aspects in making humanoid robots. A robotic mouth with the ability of mimicking human-like speech was developed with to synchronized lip movements while providing sound through a text-to-speech conversion system attached to the mouth module.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114399755","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 : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664733
Theodora Valerie, D. Garinto, S. Budiyanto, A. Syahriar, F. D. Wijaya
As technologies are moving to be faster, smaller, and better, demands for a reliable oscillator design have been increasing. A novel oscillator design using a closed-loop dual comparator circuit (CLDC) has previously been proposed and proven as a good relaxation oscillator for high-performance future applications. In this paper, other configurations of the CLDC circuit will be investigated for voltage regulator and power supply controller applications. The simulation results confirm that CLDC as a controllable switched capacitor for voltage regulator application can provide precise regulation with a peak-to-peak voltage ripple of 5 mV. Furthermore, CLDC is also promising to be used as a voltage mode controller for buck converter and can achieve load regulation and line regulation of 0.00025 mV/mA and 0.0015, respectively. The proposed controller demonstrates a fast load transient response and low dropout voltage despite high variability in the input load. As a result, a lower cost and better performance on-chip voltage regulator can be realized to fulfill the needs of future power supply systems.
{"title":"Closed-loop Dual Comparator and Its Applications","authors":"Theodora Valerie, D. Garinto, S. Budiyanto, A. Syahriar, F. D. Wijaya","doi":"10.1109/ICECIE52348.2021.9664733","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664733","url":null,"abstract":"As technologies are moving to be faster, smaller, and better, demands for a reliable oscillator design have been increasing. A novel oscillator design using a closed-loop dual comparator circuit (CLDC) has previously been proposed and proven as a good relaxation oscillator for high-performance future applications. In this paper, other configurations of the CLDC circuit will be investigated for voltage regulator and power supply controller applications. The simulation results confirm that CLDC as a controllable switched capacitor for voltage regulator application can provide precise regulation with a peak-to-peak voltage ripple of 5 mV. Furthermore, CLDC is also promising to be used as a voltage mode controller for buck converter and can achieve load regulation and line regulation of 0.00025 mV/mA and 0.0015, respectively. The proposed controller demonstrates a fast load transient response and low dropout voltage despite high variability in the input load. As a result, a lower cost and better performance on-chip voltage regulator can be realized to fulfill the needs of future power supply systems.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115936653","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 : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664737
Vanlalruata Hnamte, J. Hussain
Cyberattacks are becoming more and more advanced, making it more difficult to identity suspicious activities on network traffic. Weaponizing the data in the line between network attacks and data breaches continues and the number rises upward even during the recent year with a massive increase in the attack type. Many consider Intrusion Detection System (IDS) datasets publicly available are becoming outdated and inadequate due to the availability of newer attack techniques. Therefore, it is a concern that the extensive usage of these available datasets in the current attack scenario to evaluate IDS models. This paper lists 37 datasets available for testing the IDS models and discusses those publicly accessible datasets, describing the characteristics and limitations for researchers who use such datasets. Finally, based on the dataset characteristics and usage survey, we conclude with a summary of the problems and provide our insights and suggestions for the use of network-based datasets for the Deep Learning approach for further improvement.
{"title":"An Extensive Survey on Intrusion Detection Systems: Datasets and Challenges for Modern Scenario","authors":"Vanlalruata Hnamte, J. Hussain","doi":"10.1109/ICECIE52348.2021.9664737","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664737","url":null,"abstract":"Cyberattacks are becoming more and more advanced, making it more difficult to identity suspicious activities on network traffic. Weaponizing the data in the line between network attacks and data breaches continues and the number rises upward even during the recent year with a massive increase in the attack type. Many consider Intrusion Detection System (IDS) datasets publicly available are becoming outdated and inadequate due to the availability of newer attack techniques. Therefore, it is a concern that the extensive usage of these available datasets in the current attack scenario to evaluate IDS models. This paper lists 37 datasets available for testing the IDS models and discusses those publicly accessible datasets, describing the characteristics and limitations for researchers who use such datasets. Finally, based on the dataset characteristics and usage survey, we conclude with a summary of the problems and provide our insights and suggestions for the use of network-based datasets for the Deep Learning approach for further improvement.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129162497","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 : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664665
R. Rodríguez, Ruby Jane A. Mapolon, R. Reyes
The maternal mortality rate (MMR) in the country is at 100 maternal deaths per 100,000 live births, which falls short from the Sustainable Development global goal of 70 maternal deaths per 100,000 live births. Current devices used to monitor fetal health are stationed at big hospitals, inaccessible to those living in remote areas. In this study, MAX-ECG-MONITOR, a device for collecting ECG signals, was used to develop a mobile application for fetal electrocardiogram (fECG) monitoring system. The signals gathered will be processed first through Singular Value Decomposition. The signal processing consists of three fundamental steps: estimation of maternal electrocardiogram (mECG), subtraction of maternal component from the waveforms, and extraction of fECG from the remaining signal. The signal processing was validated using a testing framework for the fetal ECG extraction algorithm. The program showed accuracy above 90 percent for signals with and without noise.
{"title":"A Non-intrusive Single Channel Abdominal Fetal Electrocardiogram Monitor Using Singular Value Decomposition","authors":"R. Rodríguez, Ruby Jane A. Mapolon, R. Reyes","doi":"10.1109/ICECIE52348.2021.9664665","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664665","url":null,"abstract":"The maternal mortality rate (MMR) in the country is at 100 maternal deaths per 100,000 live births, which falls short from the Sustainable Development global goal of 70 maternal deaths per 100,000 live births. Current devices used to monitor fetal health are stationed at big hospitals, inaccessible to those living in remote areas. In this study, MAX-ECG-MONITOR, a device for collecting ECG signals, was used to develop a mobile application for fetal electrocardiogram (fECG) monitoring system. The signals gathered will be processed first through Singular Value Decomposition. The signal processing consists of three fundamental steps: estimation of maternal electrocardiogram (mECG), subtraction of maternal component from the waveforms, and extraction of fECG from the remaining signal. The signal processing was validated using a testing framework for the fetal ECG extraction algorithm. The program showed accuracy above 90 percent for signals with and without noise.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128817255","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}
Parallel multi-dimensional interpolation in the complex Fourier domain (also known as the non-uniform fast Fourier transform) encounters major challenges, due to computation issues such as increasing computation complexity and space complexity. For instance, the contemporary graphics processing unit (GPU) is limited by the relatively small memory size and the increasing size of the interpolator. This issue makes multidimensional Fourier domain interpolation problematic, while finding an optimized configuration remains an unsolved challenge in industrial applications, e.g. magnetic resonance imaging (MRI) or computerized tomography. To enhance the performance of multi-dimensional interpolation on GPU, a new parallel hierarchical tensor products tree approach is proposed. The method combines the composite 1D interpolators under the limitation imposed by the memory size of the device. The resultant run-time performance on the GPU varies with different configurations. The best-tuned method is 2.52-4.98× faster than the compressed sparse row (CSR) on the discrete GPU and 4.16-9.59× faster than CSR on the integrated GPU. The hierarchical tensor product interpolation is used to compute the multi-dimensional nonuniform fast Fourier transform. An acceleration of 30× was achieved in 3D MRI reconstruction.
{"title":"A parallel hierarchical tensor product method for n-dimensional interpolation in the Fourier domain","authors":"Hsin-Chia Chen, Hao Yang, Yu-Chieh Chao, Julian Nicholls, Jyh-Miin Lin, Chih-Ching Chen, Wei-Hsuan Yu, F. Hwang","doi":"10.1109/ICECIE52348.2021.9664682","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664682","url":null,"abstract":"Parallel multi-dimensional interpolation in the complex Fourier domain (also known as the non-uniform fast Fourier transform) encounters major challenges, due to computation issues such as increasing computation complexity and space complexity. For instance, the contemporary graphics processing unit (GPU) is limited by the relatively small memory size and the increasing size of the interpolator. This issue makes multidimensional Fourier domain interpolation problematic, while finding an optimized configuration remains an unsolved challenge in industrial applications, e.g. magnetic resonance imaging (MRI) or computerized tomography. To enhance the performance of multi-dimensional interpolation on GPU, a new parallel hierarchical tensor products tree approach is proposed. The method combines the composite 1D interpolators under the limitation imposed by the memory size of the device. The resultant run-time performance on the GPU varies with different configurations. The best-tuned method is 2.52-4.98× faster than the compressed sparse row (CSR) on the discrete GPU and 4.16-9.59× faster than CSR on the integrated GPU. The hierarchical tensor product interpolation is used to compute the multi-dimensional nonuniform fast Fourier transform. An acceleration of 30× was achieved in 3D MRI reconstruction.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125940476","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 : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664710
Shyam Ravichandran, T. B. Shanker, V. Vaidhyanathan, A. Mohamed
Historically, mobility and fossil fuels are highly interlinked, however Electric Vehicles (EV) are gaining prominence in the last few decades because of global factors like Climatic change, Advances in renewable energy, Rapid urbanization, GPS enabled Data capture and analysis, Improvements in Battery chemistry, geopolitical issues in Energy security, etc. [1]. At present batteries are dominating the storage technology of electric vehicles, however due to the challenging power demands of the urban driving cycles, batteries face accelerated deterioration. To compensate for the loss, manufacturers tend to oversize the batteries at the expense of additional cost and weight. Researchers have observed that battery life can be increased significantly by smoothening the battery charging and discharging currents [2] . Hence Electric vehicle manufacturers worldwide have incorporated several variations of Hybrid Energy Storage System (HESS) with combinations of conventional Internal Combustion Engine (ICE), Fuel cells, Batteries, Ultra Capacitors (UC), etc. intending to decouple the high power and high energy demands and assign them to separate sources. In this study, an electrical forklift that runs with the lead-acid battery as its Energy Storage System (ESS) was considered. Hybrid Ultra Capacitor (HUC) banks were integrated with a lead-acid battery pack similar to that of the forklift and the performance of the HESS was studied for the forklift application. It was observed that HUC banks help in smoothening the battery current thereby helps in increasing the battery life.
{"title":"Evaluating the Performance of Hybrid Ultra Capacitor (HUC) based Hybrid Energy Storage System (HESS) for Electrical Forklift application","authors":"Shyam Ravichandran, T. B. Shanker, V. Vaidhyanathan, A. Mohamed","doi":"10.1109/ICECIE52348.2021.9664710","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664710","url":null,"abstract":"Historically, mobility and fossil fuels are highly interlinked, however Electric Vehicles (EV) are gaining prominence in the last few decades because of global factors like Climatic change, Advances in renewable energy, Rapid urbanization, GPS enabled Data capture and analysis, Improvements in Battery chemistry, geopolitical issues in Energy security, etc. [1]. At present batteries are dominating the storage technology of electric vehicles, however due to the challenging power demands of the urban driving cycles, batteries face accelerated deterioration. To compensate for the loss, manufacturers tend to oversize the batteries at the expense of additional cost and weight. Researchers have observed that battery life can be increased significantly by smoothening the battery charging and discharging currents [2] . Hence Electric vehicle manufacturers worldwide have incorporated several variations of Hybrid Energy Storage System (HESS) with combinations of conventional Internal Combustion Engine (ICE), Fuel cells, Batteries, Ultra Capacitors (UC), etc. intending to decouple the high power and high energy demands and assign them to separate sources. In this study, an electrical forklift that runs with the lead-acid battery as its Energy Storage System (ESS) was considered. Hybrid Ultra Capacitor (HUC) banks were integrated with a lead-acid battery pack similar to that of the forklift and the performance of the HESS was studied for the forklift application. It was observed that HUC banks help in smoothening the battery current thereby helps in increasing the battery life.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124457644","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 : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664723
Ryosuke Ishii, H. Omori, M. Tsuno, T. Morizane, Hidehito Matayoshi
In this paper, we propose a V2H system based on a power supply voltage and resonance parameter modification method that conforms to the international standard SAE J2954. Usual two-way WPT systems for V2H consist of a bridge converter, which makes the apparatus larger and more expensive. As a result, the system has become larger and more costly. In this study, the radio V2H is composed of a single switch converter to reduce the size and cost of the system. There were two problems in the early studies. First, the transmit power varied significantly by only few % variation of circuit parameters. Thus, the operation is less robust for circuit parameter variation. Next, the transmit power changing region is not sufficient, since the transfer frequency is not kept in the allowable frequency band of the international standard. To solve these problems, we propose a wireless V2H using a bi-directional single-ended converter controlled by a power supply voltage and a resonance parameter change scheme. The system robustness become strong, and the transfer power can be changed from zero to a maximum power output of 6 kW under constant frequency by using a voltage changer. The proposed system is validated by experiments.
{"title":"An Improvement of Power Control and Transfer Efficiency in a Single-Ended Converter Driven WV2H by a new Control Scheme","authors":"Ryosuke Ishii, H. Omori, M. Tsuno, T. Morizane, Hidehito Matayoshi","doi":"10.1109/ICECIE52348.2021.9664723","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664723","url":null,"abstract":"In this paper, we propose a V2H system based on a power supply voltage and resonance parameter modification method that conforms to the international standard SAE J2954. Usual two-way WPT systems for V2H consist of a bridge converter, which makes the apparatus larger and more expensive. As a result, the system has become larger and more costly. In this study, the radio V2H is composed of a single switch converter to reduce the size and cost of the system. There were two problems in the early studies. First, the transmit power varied significantly by only few % variation of circuit parameters. Thus, the operation is less robust for circuit parameter variation. Next, the transmit power changing region is not sufficient, since the transfer frequency is not kept in the allowable frequency band of the international standard. To solve these problems, we propose a wireless V2H using a bi-directional single-ended converter controlled by a power supply voltage and a resonance parameter change scheme. The system robustness become strong, and the transfer power can be changed from zero to a maximum power output of 6 kW under constant frequency by using a voltage changer. The proposed system is validated by experiments.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128514497","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 : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664662
Kodai Kitahara, Kentaro Hori, Yoshimi Kikuti, H. Wakiwaka, M. Sonehara, Toshiro Sato
The energy saving demand for aircraft is increasing year by year. Along with this, there are concerns about CO2 emissions from aircraft. Therefore, the electrification of aircraft is being promoted worldwide. This study, describes eddy current brakes for aircraft. The braking torque of eddy current brakes is also described. The braking torque increased using a clad material made of Cu and SPCC rather than a single Cu material. Furthermore, the braking torque decreased as the ratio of the DC voltage increased.
{"title":"Considerations of DC / AC Eddy Current Brake Using Clad Material for Aircraft","authors":"Kodai Kitahara, Kentaro Hori, Yoshimi Kikuti, H. Wakiwaka, M. Sonehara, Toshiro Sato","doi":"10.1109/ICECIE52348.2021.9664662","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664662","url":null,"abstract":"The energy saving demand for aircraft is increasing year by year. Along with this, there are concerns about CO2 emissions from aircraft. Therefore, the electrification of aircraft is being promoted worldwide. This study, describes eddy current brakes for aircraft. The braking torque of eddy current brakes is also described. The braking torque increased using a clad material made of Cu and SPCC rather than a single Cu material. Furthermore, the braking torque decreased as the ratio of the DC voltage increased.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116792784","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 : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664747
Akalbir Singh Chadha, Ajitkumar Shitole
In recent years immigration has seen a rise, this rise has increased the need for non-immigrant visas for foreign labor workers. One of the most popular in this category is the H-1B visa which has a pretty high rejection rate. Now since the process of H-1B visa is a lottery system, this paper makes an attempt to predict the outcome of this H-1B visa by making use of machine learning models and creating a fusion model for enhancing the results. The machine learning models used in the research are Logistic Regression, Bagging Classifier, SGD Classifier, Gaussian NB, Random Forest, XGB Classifier, AdaBoost Classifier, Gradient Boost Classifier. This paper also emphasizes on finding a pattern between different features and the status of the case. The metrics used for performance analysis are F1 Score, AUC, and Accuracy. The model proposed in this research achieved accuracy, F1-Score, and AUC of 90.79%, 90.58%, and 90.79% respectively
{"title":"A Hybrid Machine Learning Model Approach to H-1B Visa","authors":"Akalbir Singh Chadha, Ajitkumar Shitole","doi":"10.1109/ICECIE52348.2021.9664747","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664747","url":null,"abstract":"In recent years immigration has seen a rise, this rise has increased the need for non-immigrant visas for foreign labor workers. One of the most popular in this category is the H-1B visa which has a pretty high rejection rate. Now since the process of H-1B visa is a lottery system, this paper makes an attempt to predict the outcome of this H-1B visa by making use of machine learning models and creating a fusion model for enhancing the results. The machine learning models used in the research are Logistic Regression, Bagging Classifier, SGD Classifier, Gaussian NB, Random Forest, XGB Classifier, AdaBoost Classifier, Gradient Boost Classifier. This paper also emphasizes on finding a pattern between different features and the status of the case. The metrics used for performance analysis are F1 Score, AUC, and Accuracy. The model proposed in this research achieved accuracy, F1-Score, and AUC of 90.79%, 90.58%, and 90.79% respectively","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129617312","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 : 2021-11-27DOI: 10.1109/ICECIE52348.2021.9664659
Saad Alsaleh
Mobile health (mHealth) has a vital role to play as it can improve communication and enhance the health care processes integration. The Saudi Ministry of Health (SMOH)has announced its initiatives to improve health services in the Kingdom of Saudi Arabia (KSA), and one of these initiatives is improving electronic health services. The aim of this research is to identify the most important mHealth services in the SMOH mobile applications. To achieve this aim, the study will admit a quantitative research method and the data will be collected through a questionnaire which will be distributed to patients in selected hospitals, in the (KSA. Recently, the SMOH has developed five mHelath applications in order to provide its mobile health services, however, there are several services which are not offered in these applications including appointment reservation, open and update electronic medical record, patient referee, physician directory, request medical reports and health risk assessments. The study will figure out whether these services are necessary and important for patients in the KSA. As a research implication, the research findings will expand an area of mHealth services in the KSA, which is still empirically not adequately explored. Additionally, the research results might provide valuable insights into the health professional and administrations in other countries.
{"title":"Toward Improving Mobile Health Services in the Kingdom of Saudi Arabia Based on the Saudi 2030 Vision","authors":"Saad Alsaleh","doi":"10.1109/ICECIE52348.2021.9664659","DOIUrl":"https://doi.org/10.1109/ICECIE52348.2021.9664659","url":null,"abstract":"Mobile health (mHealth) has a vital role to play as it can improve communication and enhance the health care processes integration. The Saudi Ministry of Health (SMOH)has announced its initiatives to improve health services in the Kingdom of Saudi Arabia (KSA), and one of these initiatives is improving electronic health services. The aim of this research is to identify the most important mHealth services in the SMOH mobile applications. To achieve this aim, the study will admit a quantitative research method and the data will be collected through a questionnaire which will be distributed to patients in selected hospitals, in the (KSA. Recently, the SMOH has developed five mHelath applications in order to provide its mobile health services, however, there are several services which are not offered in these applications including appointment reservation, open and update electronic medical record, patient referee, physician directory, request medical reports and health risk assessments. The study will figure out whether these services are necessary and important for patients in the KSA. As a research implication, the research findings will expand an area of mHealth services in the KSA, which is still empirically not adequately explored. Additionally, the research results might provide valuable insights into the health professional and administrations in other countries.","PeriodicalId":309754,"journal":{"name":"2021 3rd International Conference on Electrical, Control and Instrumentation Engineering (ICECIE)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117197550","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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