Pub Date : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279394
M. Kameel, I. Isnin, Raja Zahilah Raja Mohd Radzi, M. Latif, K. A. Bakar, H. K. Mammi, Marina Md Arshad
Spending time at recreational forests or river is always exciting and relaxing. However, the unpredictable power of the nature can sometimes be life threatening towards the people and surrounding area. One of the most common life threatening phenomenons at river spot is the headwater phenomenon. The sudden and rapid rise of water volume and velocity at the upper-side of the river may causing the people at the lower-side of the river to be involved in high water rise which may cause them to drown or drifted away to the river bed. On top of that, there is no monitoring system or alert provided at the river spots except for manual scheduled monitoring done by the Forestry Department which may consume more manpower and time to monitor and provide the alert. Therefore, Headwater phenomenon warning and monitoring system which is an Internet of Things (IoT) and mobile application system was developed in order to provide early alert to people in the surrounding of rivers or recreational forests. The system can provide real-time monitoring of headwater events and water level besides providing warning both on-site and on applications for user notification.
{"title":"A Development of Headwater Phenomenon Warning and Monitoring System","authors":"M. Kameel, I. Isnin, Raja Zahilah Raja Mohd Radzi, M. Latif, K. A. Bakar, H. K. Mammi, Marina Md Arshad","doi":"10.1109/ISTT50966.2020.9279394","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279394","url":null,"abstract":"Spending time at recreational forests or river is always exciting and relaxing. However, the unpredictable power of the nature can sometimes be life threatening towards the people and surrounding area. One of the most common life threatening phenomenons at river spot is the headwater phenomenon. The sudden and rapid rise of water volume and velocity at the upper-side of the river may causing the people at the lower-side of the river to be involved in high water rise which may cause them to drown or drifted away to the river bed. On top of that, there is no monitoring system or alert provided at the river spots except for manual scheduled monitoring done by the Forestry Department which may consume more manpower and time to monitor and provide the alert. Therefore, Headwater phenomenon warning and monitoring system which is an Internet of Things (IoT) and mobile application system was developed in order to provide early alert to people in the surrounding of rivers or recreational forests. The system can provide real-time monitoring of headwater events and water level besides providing warning both on-site and on applications for user notification.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"65 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114947738","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279377
W. Muhamad, Sayyidul Ainulfadhily bin Razali, N. Wahab, Meor Mohamad Azreen, S. S. Sarnin, N. F. Naim
This project presents a smart bike with monitoring system for cyclist via internet of things (IoT). The system is designed for real time monitoring of cyclist in terms of health condition and cyclist’s performance. The whole system consists of various sensors such as heart rate sensor, pulse oximetry sensor, magnet reed sensor and GPS module. The sensors are connected to the microcontroller and Wi-Fi module that can be accessed through an IoT platform which is blynk application. The data of the cyclist in terms of health condition and cyclist’s performance can be monitored by the cyclist as well as their coach. First, heart rate sensor was used to monitor the heart rate of the cyclist within time whereas pulse oximetry sensor was used to measure the oxygen saturation inside the cyclist’s body. Meanwhile, magnet reed sensor was mounted to the frame of the bike to measure the speed and distance travelled by the cyclist. Plus, GPS module was used to track and trace the position of the cyclist. The data that have been transmitted can be synchronized or displayed on smartphone via blynk application. Therefore, GUI interface of blynk application displayed the parameter such as heart rate, pulse oximetry, speed, distance travelled and position for the cyclist and coach to monitor their health condition and cyclist’s while in training or tournament.
{"title":"Smart Bike Monitoring System for Cyclist via Internet of Things (IoT)","authors":"W. Muhamad, Sayyidul Ainulfadhily bin Razali, N. Wahab, Meor Mohamad Azreen, S. S. Sarnin, N. F. Naim","doi":"10.1109/ISTT50966.2020.9279377","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279377","url":null,"abstract":"This project presents a smart bike with monitoring system for cyclist via internet of things (IoT). The system is designed for real time monitoring of cyclist in terms of health condition and cyclist’s performance. The whole system consists of various sensors such as heart rate sensor, pulse oximetry sensor, magnet reed sensor and GPS module. The sensors are connected to the microcontroller and Wi-Fi module that can be accessed through an IoT platform which is blynk application. The data of the cyclist in terms of health condition and cyclist’s performance can be monitored by the cyclist as well as their coach. First, heart rate sensor was used to monitor the heart rate of the cyclist within time whereas pulse oximetry sensor was used to measure the oxygen saturation inside the cyclist’s body. Meanwhile, magnet reed sensor was mounted to the frame of the bike to measure the speed and distance travelled by the cyclist. Plus, GPS module was used to track and trace the position of the cyclist. The data that have been transmitted can be synchronized or displayed on smartphone via blynk application. Therefore, GUI interface of blynk application displayed the parameter such as heart rate, pulse oximetry, speed, distance travelled and position for the cyclist and coach to monitor their health condition and cyclist’s while in training or tournament.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"62 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134062427","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279382
Erkan İnceöz, R. Tutgun, Ayse Melda Yüksel Turgut
In this study, a field-programmable gate array (FPGA) based high rate transmitter is developed for low earth orbit satellite communication links using adaptive coding and modulation (ACM) techniques. The developed transmitter structure is modeled in MATLAB. Then, the MATLAB model is taken as reference for developing an FPGA design. This design is implemented on Xilinx Kintex Ultrascale XCKU060 FPGA which provides high performance and whose space grade model will be on product line in December 2020. It is shown that the developed transmitter structure can reach a spectral efficiency of 7.068 bits per second per Hertz (bps/Hz) with a code rate of 0.8889 in the highest rate mode. The implemented FPGA design of the transmitter structure can support input data rates from 50.7225 megabits per second (Mbps) to 530.1 Mbps with a baud rate of 75 mega symbol per second (Msps) and a sampling rate of 300 mega sample per second (MSps) at the output.
{"title":"FPGA Based Transmitter Design Using Adaptive Coding and Modulation Schemes for Low Earth Orbit Satellite Communications","authors":"Erkan İnceöz, R. Tutgun, Ayse Melda Yüksel Turgut","doi":"10.1109/ISTT50966.2020.9279382","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279382","url":null,"abstract":"In this study, a field-programmable gate array (FPGA) based high rate transmitter is developed for low earth orbit satellite communication links using adaptive coding and modulation (ACM) techniques. The developed transmitter structure is modeled in MATLAB. Then, the MATLAB model is taken as reference for developing an FPGA design. This design is implemented on Xilinx Kintex Ultrascale XCKU060 FPGA which provides high performance and whose space grade model will be on product line in December 2020. It is shown that the developed transmitter structure can reach a spectral efficiency of 7.068 bits per second per Hertz (bps/Hz) with a code rate of 0.8889 in the highest rate mode. The implemented FPGA design of the transmitter structure can support input data rates from 50.7225 megabits per second (Mbps) to 530.1 Mbps with a baud rate of 75 mega symbol per second (Msps) and a sampling rate of 300 mega sample per second (MSps) at the output.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131647437","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279375
A. Mustafa, Mustafa Maad Hamdi, H. Mahdi, M. Abood
The Ad-hoc vehicle networks (VANETs) recently stressed communications and networking technologies. VANETs vary from MANETs in tasks, obstacles, system architecture and operation. Smart vehicles and RSUs communicate through unsafe wireless media. By nature, they are vulnerable to threats that can lead to life-threatening circumstances. Due to potentially bad impacts, security measures are needed to recognize these VANET assaults. In this review paper of VANET security, the new VANET approaches are summarized by addressing security complexities. Second, we’re reviewing these possible threats and literature recognition mechanisms. Finally, the attacks and their effects are identified and clarified and the responses addressed together.
{"title":"VANET: Towards Security Issues Review","authors":"A. Mustafa, Mustafa Maad Hamdi, H. Mahdi, M. Abood","doi":"10.1109/ISTT50966.2020.9279375","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279375","url":null,"abstract":"The Ad-hoc vehicle networks (VANETs) recently stressed communications and networking technologies. VANETs vary from MANETs in tasks, obstacles, system architecture and operation. Smart vehicles and RSUs communicate through unsafe wireless media. By nature, they are vulnerable to threats that can lead to life-threatening circumstances. Due to potentially bad impacts, security measures are needed to recognize these VANET assaults. In this review paper of VANET security, the new VANET approaches are summarized by addressing security complexities. Second, we’re reviewing these possible threats and literature recognition mechanisms. Finally, the attacks and their effects are identified and clarified and the responses addressed together.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116881301","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279347
D. Mattera, M. Tanda
We consider the problem of the downlink transceiver design when it needs to operate in an ultralarge analog bandwidth; more specifically, we propose to use the FBMC/OQAM system in a scenario where many other multicarrier transceivers are not able to operate. For such a case, we consider the problems of the equalizer implementation and of the design of its coefficients, and we define proper procedures for solving them by resorting to the MMSE approach. The simulation results show the capability of the proposed solutions to operate also on the most hostile wireless channels at the price of a reasonable increase of the receiver computational complexity.
{"title":"FBMC/OQAM Transceiver for Ultralarge Bandwidths","authors":"D. Mattera, M. Tanda","doi":"10.1109/ISTT50966.2020.9279347","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279347","url":null,"abstract":"We consider the problem of the downlink transceiver design when it needs to operate in an ultralarge analog bandwidth; more specifically, we propose to use the FBMC/OQAM system in a scenario where many other multicarrier transceivers are not able to operate. For such a case, we consider the problems of the equalizer implementation and of the design of its coefficients, and we define proper procedures for solving them by resorting to the MMSE approach. The simulation results show the capability of the proposed solutions to operate also on the most hostile wireless channels at the price of a reasonable increase of the receiver computational complexity.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"156 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123382320","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279386
K. Kordi, A. Alhammadi, M. Roslee, M. Y. Alias, Qazwan Abdullah (غزوان عبد الله محمد طربوش)
Indoor localization has become the focus of several research studies in recent years. It is very prominent in a wide range of services, such as location-based services. The indoor localization system is a part of the Internet of Thing (IoT) framework, which provides real-time tracking and monitoring solution. This research study aims to provide an update on the recently proposed localization systems. In this paper, localization techniques and emerging technologies are discussed and highlighted their strength and weakness. Different proposed systems are discussed and evaluated based on accuracy, robustness, scalability, complexity, and cost. This survey provides the researcher’s guideline and an excellent platform to further their research in indoor localization.
{"title":"A Review on Wireless Emerging IoT Indoor Localization","authors":"K. Kordi, A. Alhammadi, M. Roslee, M. Y. Alias, Qazwan Abdullah (غزوان عبد الله محمد طربوش)","doi":"10.1109/ISTT50966.2020.9279386","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279386","url":null,"abstract":"Indoor localization has become the focus of several research studies in recent years. It is very prominent in a wide range of services, such as location-based services. The indoor localization system is a part of the Internet of Thing (IoT) framework, which provides real-time tracking and monitoring solution. This research study aims to provide an update on the recently proposed localization systems. In this paper, localization techniques and emerging technologies are discussed and highlighted their strength and weakness. Different proposed systems are discussed and evaluated based on accuracy, robustness, scalability, complexity, and cost. This survey provides the researcher’s guideline and an excellent platform to further their research in indoor localization.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"98 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130976669","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279387
Siva Priya Thiagarajah, M. Y. Alias, Wooi-Nee Tan, A. Mahmud
Small cells are deployed in Heterogeneous Networks (HetNet) to increase capacity per area. However, small cells become secondary user attachment choices due to their low powered transmissions, rendering their deployments redundant in achieving the intended capacity goals. Random deployment of small cells adds complexity to interference management in the HetNet, further raising challenges of Quality of Service (QoS) and load balancing. This work models a load balanced and QoS controlled user association scheme in HetNet, by proposing a fixed small cell deployment framework to achieve capacity optimisation. A non-biasing based user association to maximise HetNet capacity is proposed. Results showed that the proposed algorithm can be used to achieve high load balancing fairness in the HetNet without the complicated process of finding an optimal bias value for the small cell.
{"title":"Capacity Optimised User Association in Planned Small Cell Deployment for Heterogeneous Wireless Networks","authors":"Siva Priya Thiagarajah, M. Y. Alias, Wooi-Nee Tan, A. Mahmud","doi":"10.1109/ISTT50966.2020.9279387","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279387","url":null,"abstract":"Small cells are deployed in Heterogeneous Networks (HetNet) to increase capacity per area. However, small cells become secondary user attachment choices due to their low powered transmissions, rendering their deployments redundant in achieving the intended capacity goals. Random deployment of small cells adds complexity to interference management in the HetNet, further raising challenges of Quality of Service (QoS) and load balancing. This work models a load balanced and QoS controlled user association scheme in HetNet, by proposing a fixed small cell deployment framework to achieve capacity optimisation. A non-biasing based user association to maximise HetNet capacity is proposed. Results showed that the proposed algorithm can be used to achieve high load balancing fairness in the HetNet without the complicated process of finding an optimal bias value for the small cell.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"487 ","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133489398","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279378
K. Burhanudin, M. H. Jusoh, Zatul Iffah Abd Latiff, A. Zainuddin, M. Talib
Geomagnetic Induced Current (GIC) is a natural current that drives from the underground to the electrical appliances. The existence of GIC causes a harmful effect on the surface and underground technology. This paper proposed the development of IoT GIC measurement equipment with LoRa technology as the intermediary for data transfer. The GIC measurement equipment is tested through several medium and distance traveled to test the LoRa module. LoRa technology is used for GIC measurement to ease the data transfer from the ground field or remote area to the area which is accessible by internet connection. The study is important to identify a suitable range for LoRa to be deployed at the ground station for GIC measurement. The LoRa module used for the research study is SX1278
{"title":"Prototype Development for Real-Time GIC Measurement Using LoRa","authors":"K. Burhanudin, M. H. Jusoh, Zatul Iffah Abd Latiff, A. Zainuddin, M. Talib","doi":"10.1109/ISTT50966.2020.9279378","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279378","url":null,"abstract":"Geomagnetic Induced Current (GIC) is a natural current that drives from the underground to the electrical appliances. The existence of GIC causes a harmful effect on the surface and underground technology. This paper proposed the development of IoT GIC measurement equipment with LoRa technology as the intermediary for data transfer. The GIC measurement equipment is tested through several medium and distance traveled to test the LoRa module. LoRa technology is used for GIC measurement to ease the data transfer from the ground field or remote area to the area which is accessible by internet connection. The study is important to identify a suitable range for LoRa to be deployed at the ground station for GIC measurement. The LoRa module used for the research study is SX1278","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128948479","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279393
A. S. Sani, Nur Idora Abdul Razak, S. S. Sarnin
The increase in demand of high-speed mobile internet has become a significant challenge towards mobile telecommunication service provider. The evolution from 3G to 4G mobile communication has shown a great improvement to cater the problem. However, in these days of data hunger application, 4G need to evolve to another level to be able to support it in the future. The introduction of LTE-Advance has become the cornerstone towards future mobile communications. In this paper, one of the features of LTE-Advance which is Carrier Aggregation (CA) is discussed. CA function by combining multiple carrier band to increase bandwidth so that the data rates throughput can be increase. The measurement was taken in USJ area which has high number of CA enable collocated base stations. The performance of CA is then compared with non-CA cases which is single band. It shows that CA results higher throughput compared to single band. However, when combining two single band throughputs, it results in higher data rates compared to CA throughput. This is due to lacking in P-Cell and S-Cell cooperation. Overall, LTE-Advance CA performance has significantly improved traditional LTE.
{"title":"Measurement Study on Carrier Aggregation Implementation in LTE-Advanced Network","authors":"A. S. Sani, Nur Idora Abdul Razak, S. S. Sarnin","doi":"10.1109/ISTT50966.2020.9279393","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279393","url":null,"abstract":"The increase in demand of high-speed mobile internet has become a significant challenge towards mobile telecommunication service provider. The evolution from 3G to 4G mobile communication has shown a great improvement to cater the problem. However, in these days of data hunger application, 4G need to evolve to another level to be able to support it in the future. The introduction of LTE-Advance has become the cornerstone towards future mobile communications. In this paper, one of the features of LTE-Advance which is Carrier Aggregation (CA) is discussed. CA function by combining multiple carrier band to increase bandwidth so that the data rates throughput can be increase. The measurement was taken in USJ area which has high number of CA enable collocated base stations. The performance of CA is then compared with non-CA cases which is single band. It shows that CA results higher throughput compared to single band. However, when combining two single band throughputs, it results in higher data rates compared to CA throughput. This is due to lacking in P-Cell and S-Cell cooperation. Overall, LTE-Advance CA performance has significantly improved traditional LTE.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115386986","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 : 2020-11-09DOI: 10.1109/ISTT50966.2020.9279346
Fahad Taha Al-Dhief, N. A. A. Latiff, N. A. Malik, Naseer Sabri Salim, M. Baki, Musatafa Abbas Abbood Albadr, A. F. Abbas, Y. M. Hussein, M. Mohammed
Recent proposed researches have witnessed that voice pathology detection systems can effectively contribute to the voice disorders assessment and provide early detection of voice pathologies. These systems used machine learning techniques which are considered as very promising tools in the detection of voice pathologies. However, most proposed systems in the detection of voice disorder utilized limited database. Furthermore, low accuracy rate is still the one of the most challenging issues for these techniques. This paper presents a voice pathology detection system using Online Sequential Extreme Learning Machine (OSELM) to classify the voice signal into healthy or pathological. In this work, the voice features are extracted by using Mel-Frequency Cepstral Coefficient (MFCC). The voice samples for the vowel /a/ were collected equally from Saarbrücken voice database (SVD). The proposed method is evaluated by three widely used measurements which are accuracy, sensitivity and specificity. The obtained results show that the maximum accuracy, sensitivity and specificity are 85%, 87% and 87%, respectively. According to the experimental results, the performance of OSELM algorithm is able to differentiate healthy and pathological voices effectively.
{"title":"Voice Pathology Detection Using Machine Learning Technique","authors":"Fahad Taha Al-Dhief, N. A. A. Latiff, N. A. Malik, Naseer Sabri Salim, M. Baki, Musatafa Abbas Abbood Albadr, A. F. Abbas, Y. M. Hussein, M. Mohammed","doi":"10.1109/ISTT50966.2020.9279346","DOIUrl":"https://doi.org/10.1109/ISTT50966.2020.9279346","url":null,"abstract":"Recent proposed researches have witnessed that voice pathology detection systems can effectively contribute to the voice disorders assessment and provide early detection of voice pathologies. These systems used machine learning techniques which are considered as very promising tools in the detection of voice pathologies. However, most proposed systems in the detection of voice disorder utilized limited database. Furthermore, low accuracy rate is still the one of the most challenging issues for these techniques. This paper presents a voice pathology detection system using Online Sequential Extreme Learning Machine (OSELM) to classify the voice signal into healthy or pathological. In this work, the voice features are extracted by using Mel-Frequency Cepstral Coefficient (MFCC). The voice samples for the vowel /a/ were collected equally from Saarbrücken voice database (SVD). The proposed method is evaluated by three widely used measurements which are accuracy, sensitivity and specificity. The obtained results show that the maximum accuracy, sensitivity and specificity are 85%, 87% and 87%, respectively. According to the experimental results, the performance of OSELM algorithm is able to differentiate healthy and pathological voices effectively.","PeriodicalId":345344,"journal":{"name":"2020 IEEE 5th International Symposium on Telecommunication Technologies (ISTT)","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127043849","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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