In this study, molecular geometry, vibrational frequencies and gauge including atomic orbital (GIAO) H and C NMR chemical shift values of 2-{[(2-chlorophenyl)-imino]methyl}phenol in the ground state were calculated using the density functional method (B3LYP) with 6-31G(d) basis set. The calculated results show that the optimized geometry can well reproduce the crystal structure, and the theoretical vibrational frequencies and chemical shift values show good agreement with experimental values. The UV-vis spectra of the title compound has been predicted using TD-DFT method with the 6-31G(d) basis set in gas phase.
{"title":"Spectroscopic and DFT Studies on 2-{[(2-chlorophenyl)-imino]methyl}phenol","authors":"H. Tanak, M. Evecen","doi":"10.36287/setsci.4.6.034","DOIUrl":"https://doi.org/10.36287/setsci.4.6.034","url":null,"abstract":"In this study, molecular geometry, vibrational frequencies and gauge including atomic orbital (GIAO) H and C NMR chemical shift values of 2-{[(2-chlorophenyl)-imino]methyl}phenol in the ground state were calculated using the density functional method (B3LYP) with 6-31G(d) basis set. The calculated results show that the optimized geometry can well reproduce the crystal structure, and the theoretical vibrational frequencies and chemical shift values show good agreement with experimental values. The UV-vis spectra of the title compound has been predicted using TD-DFT method with the 6-31G(d) basis set in gas phase.","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"669 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75944589","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}
{"title":"Assessment of University Perception Based on Twitter Data","authors":"S. Bardak, T. Bardak","doi":"10.36287/setsci.4.6.077","DOIUrl":"https://doi.org/10.36287/setsci.4.6.077","url":null,"abstract":"","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"44 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74087681","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}
The matters that cause to air pollution is expanded to atmosphere in everywhere is produced energy in the world. These pollutions that expended to environment especially from chimney and exhaust pipe of combustion systems areeffected human wealth and livings life conditions. In this study, to aim to decrease harmful exhaust emissions sunflower oil methyl ester was mixed volumetrically with diesel fuel in %25 proportion. The mixture was tested in four stroke, air cooled, direct injection diesel engine with single cylinder in different speed (rpm) and emission values were measured. These values were compared with the ones for diesel fuel. The results showed that the mixture of sunflower oil methyl ester and diesel fuel gave a power and torque close to the values obtained from the diesel fuel and the amounts of pollutants decreased. At the maximum torque, amount of CO and NOx decreased 21% and 11% respectively. Similarly, they decreased 7% and 12% at maximum power speed. As a result, considering the exhaust gas emissions it was seen that sunflower oil methyl ester and diesel fuel mixture could be used as an alternative fuel in a diesel engine. Keywordsalternative fuels, vegetable oils, diesel engine, methyl ester, CO, NOx.
{"title":"Dizel Motorlarında Zararlı Egzoz Emisyonlarının Azaltılmasının Araştırılması","authors":"Zeynep Aytaç, Cumali Ilkiliç","doi":"10.36287/setsci.4.6.148","DOIUrl":"https://doi.org/10.36287/setsci.4.6.148","url":null,"abstract":"The matters that cause to air pollution is expanded to atmosphere in everywhere is produced energy in the world. These pollutions that expended to environment especially from chimney and exhaust pipe of combustion systems areeffected human wealth and livings life conditions. In this study, to aim to decrease harmful exhaust emissions sunflower oil methyl ester was mixed volumetrically with diesel fuel in %25 proportion. The mixture was tested in four stroke, air cooled, direct injection diesel engine with single cylinder in different speed (rpm) and emission values were measured. These values were compared with the ones for diesel fuel. The results showed that the mixture of sunflower oil methyl ester and diesel fuel gave a power and torque close to the values obtained from the diesel fuel and the amounts of pollutants decreased. At the maximum torque, amount of CO and NOx decreased 21% and 11% respectively. Similarly, they decreased 7% and 12% at maximum power speed. As a result, considering the exhaust gas emissions it was seen that sunflower oil methyl ester and diesel fuel mixture could be used as an alternative fuel in a diesel engine. Keywordsalternative fuels, vegetable oils, diesel engine, methyl ester, CO, NOx.","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"97 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77226182","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}
The U-shaped assembly line balancing (UALB) problem has been extensively investigated in the existing academic literature. However, only a limited number of studies consider the uncertainty in the assembly lines. In this research, a robust formulation is developed for the addressed problem under task time uncertainty by focusing on the heterogeneity inherent of workers. The worker resources are not the same in terms of either skills or skill levels. Therefore, it is plausible to investigate the manufacturing system from this perspective to provide managerial insights regarding the performance metrics, such as the total cost, number of stations. Besides, the uncertainty of processes in a manufacturing system must be considered to improve system performance. Since robust optimization is a powerful technique to overcome uncertainty, the robust approach is employed in this study. First, the UALB problem is presented and followed by that the robust counterpart of this model is provided. The optimal results are obtained for different parameter levels after solving the model. The analysis of the results is made through real data provided by a water-meter assembly line.
{"title":"A Robust Formulation for U-shaped Assembly Line Balancing Problem Under Task Time Uncertainty by Considering Worker Skills","authors":"Ö. Yılmaz","doi":"10.36287/setsci.4.6.015","DOIUrl":"https://doi.org/10.36287/setsci.4.6.015","url":null,"abstract":"The U-shaped assembly line balancing (UALB) problem has been extensively investigated in the existing academic literature. However, only a limited number of studies consider the uncertainty in the assembly lines. In this research, a robust formulation is developed for the addressed problem under task time uncertainty by focusing on the heterogeneity inherent of workers. The worker resources are not the same in terms of either skills or skill levels. Therefore, it is plausible to investigate the manufacturing system from this perspective to provide managerial insights regarding the performance metrics, such as the total cost, number of stations. Besides, the uncertainty of processes in a manufacturing system must be considered to improve system performance. Since robust optimization is a powerful technique to overcome uncertainty, the robust approach is employed in this study. First, the UALB problem is presented and followed by that the robust counterpart of this model is provided. The optimal results are obtained for different parameter levels after solving the model. The analysis of the results is made through real data provided by a water-meter assembly line.","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"16 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78407423","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}
Density functional theory calculations of the molecular structure have been performed at B3LYP/6-31G(d) level of theory for the title compound. To investigate the nonlinear optical properties of the title compound, the electric dipole moment, the polarizability and the first hyperpolarizability were calculated using the DFT/B3LYP method with the 6‐31G(d) basis set. According to results, the title compound exhibits nonzero hyperpolarizability value revealing second order nonlinear optical behavior. In order to investigate reactive sites for electrophilic or nucleophilic sites for the investigated molecule, the molecular electrostatic potential at the B3LYP/6‐31G(d) basis optimized geometry was also calculated. Besides, atomic charges, and molecular orbital energies have been investigated of the title compound using the densitiy functional theory calculations. The highest occupied molecular orbital and the lowest-lying unoccupied molecular orbital are mostly the pantibonding type orbitals. The value of the energy separation between the HOMO and LUMO is quite large.
{"title":"Quantum chemical computational studies on 4-Fluoro-N-(4-hydroxybenzylidene)-aniline","authors":"H. Tanak","doi":"10.36287/setsci.4.6.036","DOIUrl":"https://doi.org/10.36287/setsci.4.6.036","url":null,"abstract":"Density functional theory calculations of the molecular structure have been performed at B3LYP/6-31G(d) level of theory for the title compound. To investigate the nonlinear optical properties of the title compound, the electric dipole moment, the polarizability and the first hyperpolarizability were calculated using the DFT/B3LYP method with the 6‐31G(d) basis set. According to results, the title compound exhibits nonzero hyperpolarizability value revealing second order nonlinear optical behavior. In order to investigate reactive sites for electrophilic or nucleophilic sites for the investigated molecule, the molecular electrostatic potential at the B3LYP/6‐31G(d) basis optimized geometry was also calculated. Besides, atomic charges, and molecular orbital energies have been investigated of the title compound using the densitiy functional theory calculations. The highest occupied molecular orbital and the lowest-lying unoccupied molecular orbital are mostly the pantibonding type orbitals. The value of the energy separation between the HOMO and LUMO is quite large.","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90688626","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}
{"title":"Stone Water Impregnation and Some Technological Properties in Various Impregnation / Diffusion Times of East Beech (Fagus Orientalis Link) Wood","authors":"H. Ulusoy, Sevgin Özderin, N. Ay","doi":"10.36287/setsci.4.6.149","DOIUrl":"https://doi.org/10.36287/setsci.4.6.149","url":null,"abstract":"","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"20 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86763610","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}
{"title":"Sensitivity Analysis For Control Parameters Of Hybrid And Standard PSO Algorithms: Application Via A Rainfall-runoff Model Calibration","authors":"U. Okkan, Umut Kirdemir","doi":"10.36287/setsci.4.6.085","DOIUrl":"https://doi.org/10.36287/setsci.4.6.085","url":null,"abstract":"","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79470721","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}
Özet – Teknolojinin gelişimi ve akıllı cihazların ceplerimize kadar girmesi yeni alışkanlıklarla beraber farklı tutum ve davranışları da beraberinde getirmiştir. Milyarlarca insana ulaşan spor ise geniş kitleleri bir araya getirmekte ve sporun endüstriyelleşmesiyle beraber alınan haz da değişmektedir. İnsan hayatında bu kadar önemli yeri olan teknoloji ve sporla birlikte sosyal medya kullanımı da spor özelinde oldukça önemli olmuştur. İnsanlar yeni iletişim teknolojileri sayesinde izlediği spor karşılaşmalarıyla ilgili düşüncelerini ve duygularını takipçileriyle paylaşma isteği duyarken ana akım medya ise tekelini ve gücünü kaybetmeye başlamıştır. Etkileşimin böylesine önemli bir unsuru olan spor, günümüzde pazarlama stratejileri açısından sosyal medyasız mümkün olmamaktadır. Televizyon izlenmesinin ve gazete okunma sayısının büyük bir hızla düştüğü son yıllarda sosyal medyanın tartışmasız yükselişi onu kurumsal iletişim stratejileri arasında birinci sıraya getirmiştir. Sadece markalar için değil, spor kulüplerinin de bu yolla taraftarlarına ve takipçilerine ulaşma amacı, olumlu geri dönüşlere neden olmaktadır. Bu yolla taraftarına çok hızlı ve anlık olarak ulaşabilen kulüpler, yaptıkları paylaşımlarla da takımlarıyla ilgili bilgileri en hızlı ve doğru şekilde paylaşmaktadır. Bu nedenle de aktif olarak sosyal medya paylaşımı yapan spor kulüpleri takipçileriyle etkileşim halinde olarak onların sadakatini daha da artırmaktadır. Bu bağlamda araştırmanın konusunu, Türkiye’deki basketbol spor kulüplerinin sosyal medya kullanımları oluşturmaktadır. Çalışmanın yöntemi ise içerik analizidir.
{"title":"Türkiye’deki Basketbol Spor Kulüplerinin Sosyal Medya Kullanımı","authors":"Yarkın Çelik, Oğulcan Berk","doi":"10.36287/setsci.4.6.016","DOIUrl":"https://doi.org/10.36287/setsci.4.6.016","url":null,"abstract":"Özet – Teknolojinin gelişimi ve akıllı cihazların ceplerimize kadar girmesi yeni alışkanlıklarla beraber farklı tutum ve davranışları da beraberinde getirmiştir. Milyarlarca insana ulaşan spor ise geniş kitleleri bir araya getirmekte ve sporun endüstriyelleşmesiyle beraber alınan haz da değişmektedir. İnsan hayatında bu kadar önemli yeri olan teknoloji ve sporla birlikte sosyal medya kullanımı da spor özelinde oldukça önemli olmuştur. İnsanlar yeni iletişim teknolojileri sayesinde izlediği spor karşılaşmalarıyla ilgili düşüncelerini ve duygularını takipçileriyle paylaşma isteği duyarken ana akım medya ise tekelini ve gücünü kaybetmeye başlamıştır. Etkileşimin böylesine önemli bir unsuru olan spor, günümüzde pazarlama stratejileri açısından sosyal medyasız mümkün olmamaktadır. Televizyon izlenmesinin ve gazete okunma sayısının büyük bir hızla düştüğü son yıllarda sosyal medyanın tartışmasız yükselişi onu kurumsal iletişim stratejileri arasında birinci sıraya getirmiştir. Sadece markalar için değil, spor kulüplerinin de bu yolla taraftarlarına ve takipçilerine ulaşma amacı, olumlu geri dönüşlere neden olmaktadır. Bu yolla taraftarına çok hızlı ve anlık olarak ulaşabilen kulüpler, yaptıkları paylaşımlarla da takımlarıyla ilgili bilgileri en hızlı ve doğru şekilde paylaşmaktadır. Bu nedenle de aktif olarak sosyal medya paylaşımı yapan spor kulüpleri takipçileriyle etkileşim halinde olarak onların sadakatini daha da artırmaktadır. Bu bağlamda araştırmanın konusunu, Türkiye’deki basketbol spor kulüplerinin sosyal medya kullanımları oluşturmaktadır. Çalışmanın yöntemi ise içerik analizidir.","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"18 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79040325","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}
Faik Fatih Korkmaz, Mert Subran, A. Hatipoğlu, Metin Kaya, Kemal Fidanboylu
TRIZ is an innovative problem solving technique that summarizes the solutions of past problems and helps to solve future problems in a systematic way. Nowadays, companies need to adapt to continuous change, design and manufacture fast products in order to be more efficient and productive in competitive environment and to survive in the market. TRIZ helps to solve problems faster with the tools that it offers. TRIZ, which was developed by Altshuller in 1946 and started to be used in Russia since 1950s, started to be learned and used in other countries in the early 1990s. TRIZ, which is used in various fields today, is also applied in the solution of aviation problems. Military aircrafts are usually equipped with pylons to carry munitions. Pylons are the equipment that allow the munitions carried in the military aircraft to be connected to, transported to and released from the military aircraft. The releasing mechanisms are hanger equipments which ensures that the munition carried can be safely separated from the military aircraft when required. In this study, the patents which were published in the literature about release mechanisms will be examined and certain problems in releasing mechanisms will be solved using Technical Contradictions. TRIZ solutions will be validated with existing patents and solutions for obtaining new patent ideas will be presented.
{"title":"TRIZ Yaklaşımı Kullanılarak Hava Araçlarındaki Mühimmat Bırakma Sistemlerinde Yenilikçi Çözüm Üretilmesi","authors":"Faik Fatih Korkmaz, Mert Subran, A. Hatipoğlu, Metin Kaya, Kemal Fidanboylu","doi":"10.36287/setsci.4.6.018","DOIUrl":"https://doi.org/10.36287/setsci.4.6.018","url":null,"abstract":"TRIZ is an innovative problem solving technique that summarizes the solutions of past problems and helps to solve future problems in a systematic way. Nowadays, companies need to adapt to continuous change, design and manufacture fast products in order to be more efficient and productive in competitive environment and to survive in the market. TRIZ helps to solve problems faster with the tools that it offers. TRIZ, which was developed by Altshuller in 1946 and started to be used in Russia since 1950s, started to be learned and used in other countries in the early 1990s. TRIZ, which is used in various fields today, is also applied in the solution of aviation problems. Military aircrafts are usually equipped with pylons to carry munitions. Pylons are the equipment that allow the munitions carried in the military aircraft to be connected to, transported to and released from the military aircraft. The releasing mechanisms are hanger equipments which ensures that the munition carried can be safely separated from the military aircraft when required. In this study, the patents which were published in the literature about release mechanisms will be examined and certain problems in releasing mechanisms will be solved using Technical Contradictions. TRIZ solutions will be validated with existing patents and solutions for obtaining new patent ideas will be presented.","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"25 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85113260","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}
In today's applications, a significant increase in the use of deep learning algorithms is noticeable. The convolution neural network (CNN) of deep learning has been used frequently recently, especially for the successful discrimination of people and vehicles from other objects. Especially with the ImageNet Large Scale Visual Recognition Challenge (ILSVRC) in 2012, the use of CNNs has become widespread. With the development of technology and traditional image processing techniques, the proses of image processing has been considerably reduced, furthermore, the success rate has increased dramatically. Object detection can be difficult due to the low resolution of objects in aerial images. In this study, a system which automatically recognizes human and different types of vehicles (cars, bicycles, motorcycles) from aerial images taken with drone has been developed. In the system, Residual Networks (ResNet) model, which is the first in the ImageNet competition of the CNN been one of the deep learning techniques, is used. Google Colaboratory with Nvidia Tesla K80 GPU support is used for successful and fast training and testing of the system. In the developed system, results are explained according to different threshold values of the objects detected from the images applied to the input.
在今天的应用中，深度学习算法的使用显著增加是显而易见的。近年来，深度学习的卷积神经网络(CNN)得到了广泛的应用，特别是在人与车辆与其他物体的区分中取得了成功。特别是随着2012年ImageNet大规模视觉识别挑战赛(ILSVRC)的到来，cnn的应用变得越来越广泛。随着技术和传统图像处理技术的发展，图像处理的过程大大减少，成功率大大提高。由于航拍图像中物体的低分辨率，目标检测可能会很困难。在本研究中，开发了一种从无人机拍摄的航拍图像中自动识别人和不同类型车辆(汽车、自行车、摩托车)的系统。该系统采用了CNN ImageNet竞赛中首次采用的深度学习技术之一的残余网络(ResNet)模型。支持Nvidia Tesla K80 GPU的Google协作实验室用于系统的成功和快速培训和测试。在开发的系统中，根据从应用于输入的图像中检测到的物体的不同阈值来解释结果。
{"title":"Pedestrian and Vehicles Detection with ResNet in Aerial Images","authors":"Enes Cengiz, C. Yilmaz, H. Kahraman, F. Bayram","doi":"10.36287/setsci.4.6.107","DOIUrl":"https://doi.org/10.36287/setsci.4.6.107","url":null,"abstract":"In today's applications, a significant increase in the use of deep learning algorithms is noticeable. The convolution neural network (CNN) of deep learning has been used frequently recently, especially for the successful discrimination of people and vehicles from other objects. Especially with the ImageNet Large Scale Visual Recognition Challenge (ILSVRC) in 2012, the use of CNNs has become widespread. With the development of technology and traditional image processing techniques, the proses of image processing has been considerably reduced, furthermore, the success rate has increased dramatically. Object detection can be difficult due to the low resolution of objects in aerial images. In this study, a system which automatically recognizes human and different types of vehicles (cars, bicycles, motorcycles) from aerial images taken with drone has been developed. In the system, Residual Networks (ResNet) model, which is the first in the ImageNet competition of the CNN been one of the deep learning techniques, is used. Google Colaboratory with Nvidia Tesla K80 GPU support is used for successful and fast training and testing of the system. In the developed system, results are explained according to different threshold values of the objects detected from the images applied to the input.","PeriodicalId":6817,"journal":{"name":"4th International Symposium on Innovative Approaches in Engineering and Natural Sciences Proceedings","volume":"120 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72993599","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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