Pub Date : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790160
Asaad S. Daghal, Ali. F. Athab, Ghufran M. Hatem
In this paper, a system for monitoring and controlling the operation of communication devices with low cost using a Telegram message based on the internet of things (IoT) is proposed and implemented. The ESP8266 Wi-fi module is working to connect the webserver gateway with the temperature sensor and remote-control system to turn on and off the devices. Then the temperature data is stored in the database of the server with information about the environmental conditions of the devices in the format real-time on the Android screen. The system alert will be sent to the responsible person if the temperature exceeds the permissible limit, which is the time required for transmission System alerts using the Telegram messenger, which takes about 6 to 7 seconds. The system also can self-start the cooling devices according to pre-programming or remote control using the application (Telegram or WhatsApp). The prototype is carried out using two high voltage relays, Arduino NodeMcu, and a temperature sensor. The outcomes obtained through the experiment process via the telegram messages have shown effective results.
{"title":"Social Media Apps Controls Communication Devices Based on IoT","authors":"Asaad S. Daghal, Ali. F. Athab, Ghufran M. Hatem","doi":"10.1109/MICEST54286.2022.9790160","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790160","url":null,"abstract":"In this paper, a system for monitoring and controlling the operation of communication devices with low cost using a Telegram message based on the internet of things (IoT) is proposed and implemented. The ESP8266 Wi-fi module is working to connect the webserver gateway with the temperature sensor and remote-control system to turn on and off the devices. Then the temperature data is stored in the database of the server with information about the environmental conditions of the devices in the format real-time on the Android screen. The system alert will be sent to the responsible person if the temperature exceeds the permissible limit, which is the time required for transmission System alerts using the Telegram messenger, which takes about 6 to 7 seconds. The system also can self-start the cooling devices according to pre-programming or remote control using the application (Telegram or WhatsApp). The prototype is carried out using two high voltage relays, Arduino NodeMcu, and a temperature sensor. The outcomes obtained through the experiment process via the telegram messages have shown effective results.","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129926784","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 : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790133
Noor. N. Abed, F. Abed, M. Mosleh
Recently, all buildings need to be covered by a suitable wireless network for various applications. The main challenges are to select enough Access Points (APs) that guarantee better coverage with less interference and the acceptable received signal. Also, choosing a suitable place for such APs directly affects the coverage area. In this research, a case study building with three floors was chosen to be covered by a suitable number of APs with optimum spaces. Our experiment is applied by Wireless InSite (WI) package with three scenarios; the first one is to conduct the covering by 5TXs which are installed in a chosen place that we believe will cover the building. The coverage is measured by distributing 12 Received Points (RPs) for each floor by measuring the amount of Receive Signal Strength (RSS). The results of such a scenario show a better covering with well-received power. The second scenario tries to reduce the APs to 3TXs in order to reduce the interference and cost by installing one TX for each floor in a suitable place. The simulation results of WI show acceptable coverage is achieved by those 3TXs that reduce the cost and interference. An accurate measurement is applied using the NetSpot package by Personal Computer (PC) to validate such a model for the same second scenario. The actual results confirm the good practical coverage.
{"title":"Optimum Coverage Area for Indoor Environments","authors":"Noor. N. Abed, F. Abed, M. Mosleh","doi":"10.1109/MICEST54286.2022.9790133","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790133","url":null,"abstract":"Recently, all buildings need to be covered by a suitable wireless network for various applications. The main challenges are to select enough Access Points (APs) that guarantee better coverage with less interference and the acceptable received signal. Also, choosing a suitable place for such APs directly affects the coverage area. In this research, a case study building with three floors was chosen to be covered by a suitable number of APs with optimum spaces. Our experiment is applied by Wireless InSite (WI) package with three scenarios; the first one is to conduct the covering by 5TXs which are installed in a chosen place that we believe will cover the building. The coverage is measured by distributing 12 Received Points (RPs) for each floor by measuring the amount of Receive Signal Strength (RSS). The results of such a scenario show a better covering with well-received power. The second scenario tries to reduce the APs to 3TXs in order to reduce the interference and cost by installing one TX for each floor in a suitable place. The simulation results of WI show acceptable coverage is achieved by those 3TXs that reduce the cost and interference. An accurate measurement is applied using the NetSpot package by Personal Computer (PC) to validate such a model for the same second scenario. The actual results confirm the good practical coverage.","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129134243","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 : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790201
S. I. Jabbar, H. S. Majdi, Safa Isam Hakeem, Anas Abduladheem Altaee, Mohammmed Hashim Mohammmed, A. Aladi
In light of the COVID 19 sweeping the world, there is an urgent need for the speed and accuracy of diagnosing infected cases. The CT scan is imaging method for assessing the extent of virus penetration into the patient's lungs. Therefore, in this paper, we present a new method for enhancement CT images of COVID 19 patients. We propose and applied a new modified unsharp masking method for enhancing CT images of the COVID-19 patients. The main objective of using this technique is to add edge information back to the original image as well as to emphasize edges and discontinuities to obtain higher contrast in the enhanced images. We recruited 30 samples of CT scan image from (male and female). A new scale of contrast enhancement has been supported quantitative improvement using two assessment metrics EME (Measure of Enhancement) and AME (Absolute Measure of Enhancement). These scales control and help to get closer to a better appearance of the resulting image compared to the original image. The quality of output images of proposed technique outperforms traditional unsharp masking technique with 6.725% and 23.73% based on EME and AME evaluations.
{"title":"Analysis of CT images of the COVID-19 patients","authors":"S. I. Jabbar, H. S. Majdi, Safa Isam Hakeem, Anas Abduladheem Altaee, Mohammmed Hashim Mohammmed, A. Aladi","doi":"10.1109/MICEST54286.2022.9790201","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790201","url":null,"abstract":"In light of the COVID 19 sweeping the world, there is an urgent need for the speed and accuracy of diagnosing infected cases. The CT scan is imaging method for assessing the extent of virus penetration into the patient's lungs. Therefore, in this paper, we present a new method for enhancement CT images of COVID 19 patients. We propose and applied a new modified unsharp masking method for enhancing CT images of the COVID-19 patients. The main objective of using this technique is to add edge information back to the original image as well as to emphasize edges and discontinuities to obtain higher contrast in the enhanced images. We recruited 30 samples of CT scan image from (male and female). A new scale of contrast enhancement has been supported quantitative improvement using two assessment metrics EME (Measure of Enhancement) and AME (Absolute Measure of Enhancement). These scales control and help to get closer to a better appearance of the resulting image compared to the original image. The quality of output images of proposed technique outperforms traditional unsharp masking technique with 6.725% and 23.73% based on EME and AME evaluations.","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128907255","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 : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790301
Mohammad Hamid J. Mahboba, M. Waheed
In this research, the effect of the volumetric fraction of martensitic on the resistance of fatigue of the double-phase steel shafts was studied. A carbon steel 0.108 %C test and other specimen of carbon steel was heated at different temperatures 750,775, 800 and 825°C for a holding time 15 min and then was quenching in water to produce double-phase steel. The different volumetric fractions martensitic that obtanded (8.1, 11.3, 14.6 and 19.4) % Ms (Martensite). Experimental results showed that the fatigue resistance of the double-phase steel shaft was greater than that of the carbon steel metal received. In addition, the best correlation between resistance fatigue and number of failure cycles was in the martensite ratio equal to 11.3% when fatigue resistance was equal to 208 N/mm2 with the number cycles of 400420. The amount of fatigue increased when the volume fraction of martensitis increased and the concomitant decreased in the number of failure cycles. The largest amount of resistance fatigue for double-phase steel 265 N/mm2 was recording at the number cycles of 150320.
{"title":"Martensite Fraction Effect on Fatigue Resistance for Double-Phase Steel Shafts","authors":"Mohammad Hamid J. Mahboba, M. Waheed","doi":"10.1109/MICEST54286.2022.9790301","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790301","url":null,"abstract":"In this research, the effect of the volumetric fraction of martensitic on the resistance of fatigue of the double-phase steel shafts was studied. A carbon steel 0.108 %C test and other specimen of carbon steel was heated at different temperatures 750,775, 800 and 825°C for a holding time 15 min and then was quenching in water to produce double-phase steel. The different volumetric fractions martensitic that obtanded (8.1, 11.3, 14.6 and 19.4) % Ms (Martensite). Experimental results showed that the fatigue resistance of the double-phase steel shaft was greater than that of the carbon steel metal received. In addition, the best correlation between resistance fatigue and number of failure cycles was in the martensite ratio equal to 11.3% when fatigue resistance was equal to 208 N/mm2 with the number cycles of 400420. The amount of fatigue increased when the volume fraction of martensitis increased and the concomitant decreased in the number of failure cycles. The largest amount of resistance fatigue for double-phase steel 265 N/mm2 was recording at the number cycles of 150320.","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124437642","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 : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790207
Rajaa Mahmood Kareem, S. Sadkhan
Data transfer rates must be faster and more efficient as internet applications and wireless communications grow exponentially. As a result, a correct and effective spectrum is a must. As the demand for spectrum grows, the number of bands accessible to send and receive data decreases. One of the time-consuming duties is maximizing the utilization of these bands. Various spectrum sensing approaches come up with a literature review and elements of hybrid spectrum sensing techniques as well as several cognitive radio optimizations, are discussed in this article. The search will stop at several points, including challenges, status and Future Trend.
{"title":"Hybrid Spectrum Sensing: Status, Open Problem And Future Trends","authors":"Rajaa Mahmood Kareem, S. Sadkhan","doi":"10.1109/MICEST54286.2022.9790207","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790207","url":null,"abstract":"Data transfer rates must be faster and more efficient as internet applications and wireless communications grow exponentially. As a result, a correct and effective spectrum is a must. As the demand for spectrum grows, the number of bands accessible to send and receive data decreases. One of the time-consuming duties is maximizing the utilization of these bands. Various spectrum sensing approaches come up with a literature review and elements of hybrid spectrum sensing techniques as well as several cognitive radio optimizations, are discussed in this article. The search will stop at several points, including challenges, status and Future Trend.","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114314657","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 : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790240
Isma Jabbar, Mohammed Najm Abdullh, R. S. Alhamdani
This paper finds the mechanism to obtain learning rate value for training restricted Boltzmann artificial neural network that used for build recommender systems. One of the important problem in training the artificial neural network model is finding the appropriate learning rate values for making designed model reach the optimal result for learning process. The proposed model analyzes the behavior of the recommender system in context of mean squared error (MSE), mean absolute error (MAE), precision and recall as well as the free energy function. Proposed model
{"title":"Learning Rate Estimation Model in Restricted Boltizmann Machine Neural Network for Building Recommender Systems","authors":"Isma Jabbar, Mohammed Najm Abdullh, R. S. Alhamdani","doi":"10.1109/MICEST54286.2022.9790240","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790240","url":null,"abstract":"This paper finds the mechanism to obtain learning rate value for training restricted Boltzmann artificial neural network that used for build recommender systems. One of the important problem in training the artificial neural network model is finding the appropriate learning rate values for making designed model reach the optimal result for learning process. The proposed model analyzes the behavior of the recommender system in context of mean squared error (MSE), mean absolute error (MAE), precision and recall as well as the free energy function. Proposed model","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128365747","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 : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790219
S. Sadkhan, Mustafa Abbas, Suadad S. Mahdi, Shahad A. Hussein
Software Defined Networking (SDN) refers to the separation of the control plane from the data plane and provision of the centralized control to manage the whole network. As a result, networks become more dynamic, scalable, programmable, and manageable. Although network programming provides new possibilities for security solutions, the security of the network itself remains a challenge and the Controller-Switch channel is considered the major challenge, as the network can be attacked via a Controller-Switch channel and exploit communications with the controller although the The Controller-Switch channel was secured via Transport Layer Security protocol (TLS) to achieve authenticated and secure communication via the channel. On the other hand, there are problems related to the protection of user data especially after the emergence of quantum computers.
SDN (Software Defined Networking)是指将控制平面与数据平面分离，提供集中控制来管理整个网络。因此，网络变得更加动态、可伸缩、可编程和可管理。尽管网络编程为安全解决方案提供了新的可能性，但网络本身的安全性仍然是一个挑战，控制器-交换通道被认为是主要的挑战，因为网络可以通过控制器-交换通道受到攻击，并利用与控制器的通信，尽管控制器-交换通道通过传输层安全协议(TLS)得到保护，以实现通过通道的身份验证和安全通信。另一方面，在量子计算机出现之后，用户数据的保护也出现了一些问题。
{"title":"Software-Defined Network Security - Status, Challenges, and Future trends","authors":"S. Sadkhan, Mustafa Abbas, Suadad S. Mahdi, Shahad A. Hussein","doi":"10.1109/MICEST54286.2022.9790219","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790219","url":null,"abstract":"Software Defined Networking (SDN) refers to the separation of the control plane from the data plane and provision of the centralized control to manage the whole network. As a result, networks become more dynamic, scalable, programmable, and manageable. Although network programming provides new possibilities for security solutions, the security of the network itself remains a challenge and the Controller-Switch channel is considered the major challenge, as the network can be attacked via a Controller-Switch channel and exploit communications with the controller although the The Controller-Switch channel was secured via Transport Layer Security protocol (TLS) to achieve authenticated and secure communication via the channel. On the other hand, there are problems related to the protection of user data especially after the emergence of quantum computers.","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127806145","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 : 2022-03-16DOI: 10.1109/micest54286.2022.9790283
Karrar Falih Hassan, S. Sadkhan
A nano-network is a communication network that connects nano-devices. Nano-devices have severe functional challenges due to limitations in processing capability and power management. As a result, these devices are expected to do simple tasks that necessitate novel approaches. To take use of different Nano-machine capabilities, we need to manage and run a set of Nano-devices in a whole Nano-network using an appropriate architecture. Unrivalled biomedical, environmental, and industrial uses will be possible at this time. The IoT has transformed the way people use the Internet, allowing various types of things, sensors, and gadgets to interact with each other, and enabling our future networks to connect almost everything from conventional network devices to people. As a result, in such market, security and robustness are crucial. Internet of Nano-Things (IoNT), molecular communication, nano-network, nano-machines, security is some of the terms used. This paper will introduce a survey about the security aspect of the (Nanoscale Communication Networks), concentrating on the literature survey, and the main challenges, and the future trends of such important research field.
{"title":"Security of Nanoscale Communication networks - Status, Challenges and Future Trends","authors":"Karrar Falih Hassan, S. Sadkhan","doi":"10.1109/micest54286.2022.9790283","DOIUrl":"https://doi.org/10.1109/micest54286.2022.9790283","url":null,"abstract":"A nano-network is a communication network that connects nano-devices. Nano-devices have severe functional challenges due to limitations in processing capability and power management. As a result, these devices are expected to do simple tasks that necessitate novel approaches. To take use of different Nano-machine capabilities, we need to manage and run a set of Nano-devices in a whole Nano-network using an appropriate architecture. Unrivalled biomedical, environmental, and industrial uses will be possible at this time. The IoT has transformed the way people use the Internet, allowing various types of things, sensors, and gadgets to interact with each other, and enabling our future networks to connect almost everything from conventional network devices to people. As a result, in such market, security and robustness are crucial. Internet of Nano-Things (IoNT), molecular communication, nano-network, nano-machines, security is some of the terms used. This paper will introduce a survey about the security aspect of the (Nanoscale Communication Networks), concentrating on the literature survey, and the main challenges, and the future trends of such important research field.","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129895796","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 : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790294
Amjad Abdulsatar Al-Rahma, H. Al-Saedi, F. Ali
This paper presents a cylindrical-dielectric resonator antenna (C-DRA) loaded by a circular patch for emerging wide-band wireless communications. To generate a polarization diversity pattern, the proposed antenna is fed by two orthogonal aperture-coupled feeding slots. The slots' shape and position were chosen to achieve the best operating bandwidth and isolation between the two feeds. A circular patch with crossed dumbbell-shaped slots was etched to achieve high polarization purity. Ansys EDT full wave simulator was used to design and optimize the proposed antenna. Simulation results demonstrate that the proposed antenna achieves a 2 GHz impedance bandwidth (26.64 GHz – 28.69 GHz) centered at 27.6 GHz, with isolation between the two feeding ports better than 25 dB over the operational bandwidth, implying that the antenna can achieve pure diverse polarization (Axial Ratio (AR) less than 0.1 dB) with total gain more than 6 dB over the operating frequency bandwidth. The proposed antenna is a good building component for the next 5G wireless communications technology as well as Ka-band satellite communications.
{"title":"Dual-Fed C-DRA Loaded by Modified Circular Patch Antenna","authors":"Amjad Abdulsatar Al-Rahma, H. Al-Saedi, F. Ali","doi":"10.1109/MICEST54286.2022.9790294","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790294","url":null,"abstract":"This paper presents a cylindrical-dielectric resonator antenna (C-DRA) loaded by a circular patch for emerging wide-band wireless communications. To generate a polarization diversity pattern, the proposed antenna is fed by two orthogonal aperture-coupled feeding slots. The slots' shape and position were chosen to achieve the best operating bandwidth and isolation between the two feeds. A circular patch with crossed dumbbell-shaped slots was etched to achieve high polarization purity. Ansys EDT full wave simulator was used to design and optimize the proposed antenna. Simulation results demonstrate that the proposed antenna achieves a 2 GHz impedance bandwidth (26.64 GHz – 28.69 GHz) centered at 27.6 GHz, with isolation between the two feeding ports better than 25 dB over the operational bandwidth, implying that the antenna can achieve pure diverse polarization (Axial Ratio (AR) less than 0.1 dB) with total gain more than 6 dB over the operating frequency bandwidth. The proposed antenna is a good building component for the next 5G wireless communications technology as well as Ka-band satellite communications.","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130201050","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 : 2022-03-16DOI: 10.1109/MICEST54286.2022.9790197
Jumana Waleed, Thekra Abbas, T. Hasan
Since the expansion of the COVID-19, almost all countries have advocated their residents to put on facemasks and adopt social distance and hand cleanliness. Due to the complicated attitudes in the settings of real life, besides several socio-behavioral and cultural factors, it is not easy to give a convincing situation for the general public that wearing facemasks is useful and effective. Therefore, facemasks wearing has not been widely embraced by many residents. However, the usage of facemasks has offered the considerable potential to filter or block the transmission of respiratory viruses including COVID-19. In this paper, a model of deep convolutional neural network (CNN) for facemask wearing detection is proposed to control covid-19 transmission. This proposed deep learning model includes two main processes; feature extraction and classification. The CNN classifier provides 99.57% of accuracy for the utilized Real-World Masked Face Dataset (RMFD).
{"title":"Facemask Wearing Detection Based on Deep CNN to Control COVID-19 Transmission","authors":"Jumana Waleed, Thekra Abbas, T. Hasan","doi":"10.1109/MICEST54286.2022.9790197","DOIUrl":"https://doi.org/10.1109/MICEST54286.2022.9790197","url":null,"abstract":"Since the expansion of the COVID-19, almost all countries have advocated their residents to put on facemasks and adopt social distance and hand cleanliness. Due to the complicated attitudes in the settings of real life, besides several socio-behavioral and cultural factors, it is not easy to give a convincing situation for the general public that wearing facemasks is useful and effective. Therefore, facemasks wearing has not been widely embraced by many residents. However, the usage of facemasks has offered the considerable potential to filter or block the transmission of respiratory viruses including COVID-19. In this paper, a model of deep convolutional neural network (CNN) for facemask wearing detection is proposed to control covid-19 transmission. This proposed deep learning model includes two main processes; feature extraction and classification. The CNN classifier provides 99.57% of accuracy for the utilized Real-World Masked Face Dataset (RMFD).","PeriodicalId":222003,"journal":{"name":"2022 Muthanna International Conference on Engineering Science and Technology (MICEST)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122358823","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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