Pub Date : 2020-10-08DOI: 10.1109/ATC50776.2020.9255471
Thuy-Linh Nguyen, Y. Sato, K. Ishibashi
The paper presents a structure of an efficient RF energy harvesting (RFEH) rectenna that harvests available RF signals in the environment for the Internet of Thing (IoT) applications. In the system, the dynamic threshold MOSFET (DTMOS) structure is applied to a cross-coupled rectifier (CCR) in 65nm Silicon on Thin Buried Oxide (SOTB) technology to improve the efficiency of the rectifier. Besides, the RFEH system is designed to have a moderate Q factor and wide bandwidth to effectively harvest modulated signals in an ambient environment. A Yagi antenna is utilized to increase the RF input power of the system. The proposed rectenna is evaluated with an LTE 950 MHz band mobile phone signal from a base station in various measurement conditions. Experimental results show that the system can generate 3.5 µW DC power at an indoor condition, and 7.6 µW at an outdoor condition. The proposed system reaches the highest performance in comparison with other RFEH systems in the literature. The rectenna is suitable for utilizing ambient RF energy harvesting for IoT applications.
{"title":"7.6 µW Ambient Energy Harvesting Rectenna from LTE Mobile phone Signal for IoT Applications","authors":"Thuy-Linh Nguyen, Y. Sato, K. Ishibashi","doi":"10.1109/ATC50776.2020.9255471","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255471","url":null,"abstract":"The paper presents a structure of an efficient RF energy harvesting (RFEH) rectenna that harvests available RF signals in the environment for the Internet of Thing (IoT) applications. In the system, the dynamic threshold MOSFET (DTMOS) structure is applied to a cross-coupled rectifier (CCR) in 65nm Silicon on Thin Buried Oxide (SOTB) technology to improve the efficiency of the rectifier. Besides, the RFEH system is designed to have a moderate Q factor and wide bandwidth to effectively harvest modulated signals in an ambient environment. A Yagi antenna is utilized to increase the RF input power of the system. The proposed rectenna is evaluated with an LTE 950 MHz band mobile phone signal from a base station in various measurement conditions. Experimental results show that the system can generate 3.5 µW DC power at an indoor condition, and 7.6 µW at an outdoor condition. The proposed system reaches the highest performance in comparison with other RFEH systems in the literature. The rectenna is suitable for utilizing ambient RF energy harvesting for IoT applications.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125214043","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255472
Nam D. Nguyen, Hang T. T. Phan, H. Pham, V. Mai, N. Dang
This paper proposes to use high-altitude platform (HAP)-based relaying and link-layer automatic repeat request (ARQ) techniques to improve the performance of the satellite quantum key distribution (QKD) over free-space optics (FSO) systems. We also develop analytical frameworks based on two 3D Markov chain models allowing us to comprehensively analyze the performance of the proposed system in terms of key loss rate and delay outage rate. Our performance analysis takes into account the physical layer impairments induced by FSO channel and receiver noise. Numerical results quantitatively demonstrate that the satellite FSO/QKD system using HAP-based relaying and link-layer ARQ techniques can offer considerable performance improvement over the conventional ones.
{"title":"Performance Enhancement of Satellite FSO/QKD Systems using HAP-based Relaying and ARQ","authors":"Nam D. Nguyen, Hang T. T. Phan, H. Pham, V. Mai, N. Dang","doi":"10.1109/ATC50776.2020.9255472","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255472","url":null,"abstract":"This paper proposes to use high-altitude platform (HAP)-based relaying and link-layer automatic repeat request (ARQ) techniques to improve the performance of the satellite quantum key distribution (QKD) over free-space optics (FSO) systems. We also develop analytical frameworks based on two 3D Markov chain models allowing us to comprehensively analyze the performance of the proposed system in terms of key loss rate and delay outage rate. Our performance analysis takes into account the physical layer impairments induced by FSO channel and receiver noise. Numerical results quantitatively demonstrate that the satellite FSO/QKD system using HAP-based relaying and link-layer ARQ techniques can offer considerable performance improvement over the conventional ones.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131448221","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255448
Xiem HoangVan, Huu-Hung Nguyen
Versatile Video Coding (VVC) is the most recent video coding standard, released in July 2020 with two major purposes: (1) providing a similar perceptual quality as the current state-of-the-art High Efficiency Video Coding (HEVC) solution at around half the bitrate and (2) offering native flexible, high-level syntax mechanisms for resolution adaptivity, scalability, and multi-view. However, despite of the compression efficiency, the decoded video obtained with VVC compression still contains distortions and quality degradation due to the nature of the hybrid block and transform based coding approach. To overcome this problem, this paper proposes a novel quality enhancement method for VVC compressed videos where the most advanced deep learning-based multi-frame quality enhancement model (MFQE) is employed. In the proposed QE method, the VVC decoded video is firstly segmented into the peak quality and non-peak quality pictures. After that, a Long-short term memory and two sub-networks are created to achieve better quality video pictures. Experimental results show that, the proposed MFQE based VVC quality enhancement method is able to achieve important quality improvement when compared to the original VVC decoded video.
{"title":"Enhancing Quality for VVC Compressed Videos with Multi-Frame Quality Enhancement Model","authors":"Xiem HoangVan, Huu-Hung Nguyen","doi":"10.1109/ATC50776.2020.9255448","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255448","url":null,"abstract":"Versatile Video Coding (VVC) is the most recent video coding standard, released in July 2020 with two major purposes: (1) providing a similar perceptual quality as the current state-of-the-art High Efficiency Video Coding (HEVC) solution at around half the bitrate and (2) offering native flexible, high-level syntax mechanisms for resolution adaptivity, scalability, and multi-view. However, despite of the compression efficiency, the decoded video obtained with VVC compression still contains distortions and quality degradation due to the nature of the hybrid block and transform based coding approach. To overcome this problem, this paper proposes a novel quality enhancement method for VVC compressed videos where the most advanced deep learning-based multi-frame quality enhancement model (MFQE) is employed. In the proposed QE method, the VVC decoded video is firstly segmented into the peak quality and non-peak quality pictures. After that, a Long-short term memory and two sub-networks are created to achieve better quality video pictures. Experimental results show that, the proposed MFQE based VVC quality enhancement method is able to achieve important quality improvement when compared to the original VVC decoded video.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"277 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134404216","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255477
Quang Minh Dinh, M. Le
In this paper, a wide – angle rectenna based on metamaterial absorber is proposed. By using the absorbing surface consists of multiple periodically arranged unit cells, the proposed ambient RF energy harvesting device can power sufficient DC power for a wireless sensor from the ambient RF sources in environment. The rectifiers employed in this rectenna system are optimized to have a RF-DC conversion efficiency of 38% and 50% at very low input power of -10 dBm and -5 dBm, respectively. The symmetric unit cells are designed to yield a high absorptivity at wide incident angle in both H plane and E plane and by attaching two rectifiers for each one of them, the device is able to achieve a wide – angle dual – polarized operation up to 140 degrees. Numerical simulations are conducted to validate the design while a comparison to previously introduced rectennas is also provided to elucidate the advantages of the ambient RF energy harvesting system in this work.
{"title":"Ambient RF Energy Harvesting System Based on Wide Angle Metamaterial Absorber for Battery-Less Wireless Sensors","authors":"Quang Minh Dinh, M. Le","doi":"10.1109/ATC50776.2020.9255477","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255477","url":null,"abstract":"In this paper, a wide – angle rectenna based on metamaterial absorber is proposed. By using the absorbing surface consists of multiple periodically arranged unit cells, the proposed ambient RF energy harvesting device can power sufficient DC power for a wireless sensor from the ambient RF sources in environment. The rectifiers employed in this rectenna system are optimized to have a RF-DC conversion efficiency of 38% and 50% at very low input power of -10 dBm and -5 dBm, respectively. The symmetric unit cells are designed to yield a high absorptivity at wide incident angle in both H plane and E plane and by attaching two rectifiers for each one of them, the device is able to achieve a wide – angle dual – polarized operation up to 140 degrees. Numerical simulations are conducted to validate the design while a comparison to previously introduced rectennas is also provided to elucidate the advantages of the ambient RF energy harvesting system in this work.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133154893","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255464
Krittiyaporn Mueadkhunthod, W. Phakphisut, L. Myint, P. Supnithi
In this work, we focus on polar codes in mobile communication systems where a retransmission strategy, namely, the incremental redundancy hybrid automatic repeat request (IR-HARQ) scheme, is performed. We propose an early termination (ET) of polar codes using the interleaved cyclic redundancy check (CRC) codes and the parity check (PC) codes. The parity-check equations of CRC and PC codes are used to detect the incorrectly decoded bits during the polar decoding. The simulation results verify that the proposed ET techniques can detect the erroneous bits in initial transmission and retransmission. The proposed technique provides the ET rate about 4-90%, and the block error rate (BLER) performance degradation is less than 2 dB.
{"title":"An Early Termination Technique of Polar Codes for IR-HARQ Scheme","authors":"Krittiyaporn Mueadkhunthod, W. Phakphisut, L. Myint, P. Supnithi","doi":"10.1109/ATC50776.2020.9255464","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255464","url":null,"abstract":"In this work, we focus on polar codes in mobile communication systems where a retransmission strategy, namely, the incremental redundancy hybrid automatic repeat request (IR-HARQ) scheme, is performed. We propose an early termination (ET) of polar codes using the interleaved cyclic redundancy check (CRC) codes and the parity check (PC) codes. The parity-check equations of CRC and PC codes are used to detect the incorrectly decoded bits during the polar decoding. The simulation results verify that the proposed ET techniques can detect the erroneous bits in initial transmission and retransmission. The proposed technique provides the ET rate about 4-90%, and the block error rate (BLER) performance degradation is less than 2 dB.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125153052","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255466
P. V. Luc, Hoang Dang Hai, Leu Duc Tan
Efficient algorithms performing binary field operations are often required in cryptography such as for digital signatures on binary elliptic curves. The most important operation that affects the performance of such algorithms is the multiplication since most microprocessors do not support instruction sets to carry out polynomial multiplications. This paper describes a new multi-layer algorithm for the multiplication of two polynomials in binary field. This algorithm combines the Karatsuba algorithm, the 128-bit and the 192-bit multipliers on 32-bit (AArch32) and 64-bit (AArch64) ARMv8 processors. The paper illustrates the performance improvement of using multi-layer algorithm in ECDSA, ECDH, ECMQV cryptographic primitives on the curves NIST_B283, NIT_B409 and NIST_B571. Our evaluation results showed that the proposed algorithm is 4, 5 and 5 times faster than the corresponding previous techniques in GF(2283), GF(2409) and GF(2571) while being executed on the same hardware as Samsung Galaxy Tab S2 (AArch32) or IMX8M Kit (AArch64).
{"title":"Fast Multiplication in Binary Fields on ARMv8 Processors","authors":"P. V. Luc, Hoang Dang Hai, Leu Duc Tan","doi":"10.1109/ATC50776.2020.9255466","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255466","url":null,"abstract":"Efficient algorithms performing binary field operations are often required in cryptography such as for digital signatures on binary elliptic curves. The most important operation that affects the performance of such algorithms is the multiplication since most microprocessors do not support instruction sets to carry out polynomial multiplications. This paper describes a new multi-layer algorithm for the multiplication of two polynomials in binary field. This algorithm combines the Karatsuba algorithm, the 128-bit and the 192-bit multipliers on 32-bit (AArch32) and 64-bit (AArch64) ARMv8 processors. The paper illustrates the performance improvement of using multi-layer algorithm in ECDSA, ECDH, ECMQV cryptographic primitives on the curves NIST_B283, NIT_B409 and NIST_B571. Our evaluation results showed that the proposed algorithm is 4, 5 and 5 times faster than the corresponding previous techniques in GF(2283), GF(2409) and GF(2571) while being executed on the same hardware as Samsung Galaxy Tab S2 (AArch32) or IMX8M Kit (AArch64).","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125208644","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255434
Quoc-Trinh Vo, Quang-Thang Duong, M. Okada
This paper presents the comparison of RF-RF efficiency and load voltage stability between cooperative inductive power transfer (IPT) system using common-coil relay and the one using separated-coil relay. Equivalent circuit technique is used to verify the load voltage stability and evaluate the RF-RF efficiency of the both systems. Electromagnetic simulation results highlighted that the cooperative IPT system using the common-coil relay outperforms the one using separated-coil relay in term of RF-RF efficiency while keeping the load voltages stable against the load variations. Furthermore, the advantage of cooperative IPT system using the common-coil relay over the one using separated-coil relay is still hold even though there is a misalignment of up to 20 percent of the half size of the coils.
{"title":"Efficiency Comparison of Cooperative Inductive Power Transfer Systems","authors":"Quoc-Trinh Vo, Quang-Thang Duong, M. Okada","doi":"10.1109/ATC50776.2020.9255434","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255434","url":null,"abstract":"This paper presents the comparison of RF-RF efficiency and load voltage stability between cooperative inductive power transfer (IPT) system using common-coil relay and the one using separated-coil relay. Equivalent circuit technique is used to verify the load voltage stability and evaluate the RF-RF efficiency of the both systems. Electromagnetic simulation results highlighted that the cooperative IPT system using the common-coil relay outperforms the one using separated-coil relay in term of RF-RF efficiency while keeping the load voltages stable against the load variations. Furthermore, the advantage of cooperative IPT system using the common-coil relay over the one using separated-coil relay is still hold even though there is a misalignment of up to 20 percent of the half size of the coils.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128930097","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255480
Ngoc Pham-Thi-Dan, Bao Ho-Quoc, Khuong Ho‐Van, Thiem Do-Dac, Phong Nguyen-Huu, Son Vo-Que, Son Pham-Ngoc, Lien Pham-Hong
Energy scavenging overlay networks with artificial noise (ESONwAN) integrate three emerging (energy harvesting, cognitive radio, physical layer security) technologies to boost spectrum utilization efficiency, energy efficiency, and message security, which sufficiently provide secured communication demands of an immense number of users in modern wireless systems. This paper analyzes secrecy throughput of these networks over Nakagami-m fading channels. Numerous results corroborate the theoretical analysis and demonstrate that the secrecy throughput of both secondary and primary networks increases significantly with better fading conditions and is adjusted, traded-off and maximized by various options.
{"title":"Secrecy Throughput Analysis of Energy Scavenging Overlay Networks with Artificial Noise","authors":"Ngoc Pham-Thi-Dan, Bao Ho-Quoc, Khuong Ho‐Van, Thiem Do-Dac, Phong Nguyen-Huu, Son Vo-Que, Son Pham-Ngoc, Lien Pham-Hong","doi":"10.1109/ATC50776.2020.9255480","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255480","url":null,"abstract":"Energy scavenging overlay networks with artificial noise (ESONwAN) integrate three emerging (energy harvesting, cognitive radio, physical layer security) technologies to boost spectrum utilization efficiency, energy efficiency, and message security, which sufficiently provide secured communication demands of an immense number of users in modern wireless systems. This paper analyzes secrecy throughput of these networks over Nakagami-m fading channels. Numerous results corroborate the theoretical analysis and demonstrate that the secrecy throughput of both secondary and primary networks increases significantly with better fading conditions and is adjusted, traded-off and maximized by various options.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125328374","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255431
Le Thi Hong Van, Pham Van Huong, Le Duc Thuan, Nguyen Hieu Minh
This paper proposes and develops a new method to improve the feature set in IoT intrusion detection problem based on FP-Growth algorithm. Extracting a good feature set makes an important contribution to improving the accuracy of the IoT intrusion detection problem. Current studies on the detection of new IoT attacks focus on extracting independent features without considering the relationship between specific features and groups of features. Therefore, in the paper, we analyze and evaluate the original feature set to find the relationship between feature groups and add new features generated from relationships with a certain threshold to the original feature set to create the improved feature set. The detection of relationships reaching threshold is based on combination law mining technique according to FP-Growth algorithm. The improved feature set was tested with detection method based on convolution neural network with accuracy up to 98.2% and 1.45% improvement compared to the original feature set.
{"title":"Improving the Feature Set in IoT Intrusion Detection Problem Based on FP-Growth Algorithm","authors":"Le Thi Hong Van, Pham Van Huong, Le Duc Thuan, Nguyen Hieu Minh","doi":"10.1109/ATC50776.2020.9255431","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255431","url":null,"abstract":"This paper proposes and develops a new method to improve the feature set in IoT intrusion detection problem based on FP-Growth algorithm. Extracting a good feature set makes an important contribution to improving the accuracy of the IoT intrusion detection problem. Current studies on the detection of new IoT attacks focus on extracting independent features without considering the relationship between specific features and groups of features. Therefore, in the paper, we analyze and evaluate the original feature set to find the relationship between feature groups and add new features generated from relationships with a certain threshold to the original feature set to create the improved feature set. The detection of relationships reaching threshold is based on combination law mining technique according to FP-Growth algorithm. The improved feature set was tested with detection method based on convolution neural network with accuracy up to 98.2% and 1.45% improvement compared to the original feature set.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129153001","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 : 2020-10-08DOI: 10.1109/ATC50776.2020.9255445
M. Le, Minh Thanh Vo, Linh Mai, S. Dao
In the current health system, the diagnosis of heart failure is a difficult task and plays an important role in the early and effective treatment of patients. It is also based on the available diagnose data, from which a medical professional can make the best diagnosis for a patient. This process is very complicated, so with the development of machine learning, medical professionals will be supported to be able to make predictions of early heart failure with high accuracy. In this research, we want to predict heart failure using multilayer perceptron neural network (MLP). The prediction of heart failure dataset with the highest accuracy of 88% is better than the other research.
{"title":"Predicting heart failure using deep neural network","authors":"M. Le, Minh Thanh Vo, Linh Mai, S. Dao","doi":"10.1109/ATC50776.2020.9255445","DOIUrl":"https://doi.org/10.1109/ATC50776.2020.9255445","url":null,"abstract":"In the current health system, the diagnosis of heart failure is a difficult task and plays an important role in the early and effective treatment of patients. It is also based on the available diagnose data, from which a medical professional can make the best diagnosis for a patient. This process is very complicated, so with the development of machine learning, medical professionals will be supported to be able to make predictions of early heart failure with high accuracy. In this research, we want to predict heart failure using multilayer perceptron neural network (MLP). The prediction of heart failure dataset with the highest accuracy of 88% is better than the other research.","PeriodicalId":218972,"journal":{"name":"2020 International Conference on Advanced Technologies for Communications (ATC)","volume":"572 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132074142","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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