首页 > 最新文献

Turkish Journal of Engineering and Environmental Sciences最新文献

英文 中文
PRODUCTION OF NEW TYPE INSULATION MATERIAL: EXPANDED PERLITE-SILICA AEROGEL COMPOSITE 生产新型保温材料:膨胀珍珠岩-硅胶气凝胶复合材料
Pub Date : 2021-07-01 DOI: 10.31127/tuje.674035
Ö. Güler, Öyküm Başgöz, Cagdas Yavuz
Silica aerogel is a class of nanoporous material with extremely high porosity (85–99.9 %) and specific surface area (500–1200 m2/g), as in cause very low density, low thermal conductivity. But silica aerogel have some disadvantages. One of this disadvantages is high cost. In this study, to solve this problem has been used low cost precursor which is rice husk ash. Also, we try to improve porosity. To improve the porosity we used expanded perlite (EP). To produced EP is heated the perlite to 760–1100 °C, at which point its native water is converted to vapor and the material is caused to expand to 4–20 times its original volume, then the high-porosity and lightweight aggregates are formed. In this study silica aerogels have been reinforced with EP to product new type composite material which is used as building insulation material. The prepared EP-silica aerogel composite was characterized using SEM and BET measurements.
二氧化硅气凝胶是一类具有极高孔隙率(85 - 99.9%)和比表面积(500 - 1200m2 /g)的纳米多孔材料,因此密度极低,导热系数低。但是二氧化硅气凝胶也有一些缺点。其中一个缺点是成本高。为了解决这一问题,本研究采用了成本较低的稻壳灰前驱体。此外,我们还尝试改善孔隙度。为了改善孔隙度,我们使用了膨胀珍珠岩(EP)。将珍珠岩加热至760 ~ 1100℃,使其原生水分转化为水蒸气,使材料体积膨胀至原来体积的4 ~ 20倍,形成高孔隙率、轻质聚集体。本文研究了用EP增强二氧化硅气凝胶制备新型复合材料,用于建筑保温材料。用SEM和BET对制备的EP-silica气凝胶复合材料进行了表征。
{"title":"PRODUCTION OF NEW TYPE INSULATION MATERIAL: EXPANDED PERLITE-SILICA AEROGEL COMPOSITE","authors":"Ö. Güler, Öyküm Başgöz, Cagdas Yavuz","doi":"10.31127/tuje.674035","DOIUrl":"https://doi.org/10.31127/tuje.674035","url":null,"abstract":"Silica aerogel is a class of nanoporous material with extremely high porosity (85–99.9 %) and specific surface area (500–1200 m2/g), as in cause very low density, low thermal conductivity. But silica aerogel have some disadvantages. One of this disadvantages is high cost. In this study, to solve this problem has been used low cost precursor which is rice husk ash. Also, we try to improve porosity. To improve the porosity we used expanded perlite (EP). To produced EP is heated the perlite to 760–1100 °C, at which point its native water is converted to vapor and the material is caused to expand to 4–20 times its original volume, then the high-porosity and lightweight aggregates are formed. In this study silica aerogels have been reinforced with EP to product new type composite material which is used as building insulation material. The prepared EP-silica aerogel composite was characterized using SEM and BET measurements.","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"104 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75924507","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}
引用次数: 1
The Modelling, Simulation, and Implementation of Wireless Power Transfer for an Electric Vehicle Charging Station 电动汽车充电站无线电力传输的建模、仿真与实现
Pub Date : 2021-06-29 DOI: 10.31127/tuje.930933
Mehmet Çi̇çek, Mustafa Gençtürk, S. Balci, K. Sabanci
{"title":"The Modelling, Simulation, and Implementation of Wireless Power Transfer for an Electric Vehicle Charging Station","authors":"Mehmet Çi̇çek, Mustafa Gençtürk, S. Balci, K. Sabanci","doi":"10.31127/tuje.930933","DOIUrl":"https://doi.org/10.31127/tuje.930933","url":null,"abstract":"","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74421875","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}
引用次数: 4
Clarifying the impact of climatic parameters on vegetation in Moulvibazar district 阐明气候参数对Moulvibazar地区植被的影响
Pub Date : 2021-06-06 DOI: 10.31127/tuje.930293
Mst. Mahbuba Khatun, D. Chakraborty, Ifterkharul Alam
In this research, the temporal trends of vegetation from 2000 to 2019 as well as meteorological variables contribution to vegetation change were investigated using the GLAM NDVI, rainfall and temperature data. The MAKESENS revealed that the vegetation growth rate was slow, particularly on a yearly time scale. On the other hand, the rainfall and temperature had a major impact on vegetation growth on a monthly-time scale with a time lag. The lagged effect of rainfall and temperature on vegetation was shown to be a promotion (based on cross-correlation analysis). There was high value of r (0.804) between vegetation and rainfall for a certain lag period, which was significant ( P ≤ 0.05) as per the cross-correlation. Rainfall had a 4-month lag effect on vegetation development, while temperature had a 5 ( r = 0.74), − 2 ( r = 0.84), − 3 ( r = 0.68) month lag effect on vegetation growth. This study's findings revealed changes in vegetation and highlighted the importance of rainfall and temperature in regulating vegetation dynamics. Finally, this study recommended that the effect of more climatic variables on vegetation should be investigated in the context of human activities to better conserve the environment.
利用GLAM NDVI、降雨和温度数据,研究2000 - 2019年植被变化的时间趋势以及气象变量对植被变化的贡献。马克森斯显示,植被生长速度缓慢,特别是在每年的时间尺度上。另一方面,降雨和温度对植被生长的影响在月时间尺度上具有一定的时滞。降雨和温度对植被的滞后效应是一种促进作用(基于互相关分析)。在一定滞后期内,植被与降雨量之间存在较高的r值(0.804),且相关系数显著(P≤0.05)。降雨对植被发育的滞后效应为4个月,而温度对植被生长的滞后效应分别为5 (r = 0.74)、- 2 (r = 0.84)和- 3 (r = 0.68)个月。本研究的发现揭示了植被的变化,并强调了降雨和温度在调节植被动态中的重要性。最后,本研究建议在人类活动的背景下研究更多气候变量对植被的影响,以更好地保护环境。
{"title":"Clarifying the impact of climatic parameters on vegetation in Moulvibazar district","authors":"Mst. Mahbuba Khatun, D. Chakraborty, Ifterkharul Alam","doi":"10.31127/tuje.930293","DOIUrl":"https://doi.org/10.31127/tuje.930293","url":null,"abstract":"In this research, the temporal trends of vegetation from 2000 to 2019 as well as meteorological variables contribution to vegetation change were investigated using the GLAM NDVI, rainfall and temperature data. The MAKESENS revealed that the vegetation growth rate was slow, particularly on a yearly time scale. On the other hand, the rainfall and temperature had a major impact on vegetation growth on a monthly-time scale with a time lag. The lagged effect of rainfall and temperature on vegetation was shown to be a promotion (based on cross-correlation analysis). There was high value of r (0.804) between vegetation and rainfall for a certain lag period, which was significant ( P ≤ 0.05) as per the cross-correlation. Rainfall had a 4-month lag effect on vegetation development, while temperature had a 5 ( r = 0.74), − 2 ( r = 0.84), − 3 ( r = 0.68) month lag effect on vegetation growth. This study's findings revealed changes in vegetation and highlighted the importance of rainfall and temperature in regulating vegetation dynamics. Finally, this study recommended that the effect of more climatic variables on vegetation should be investigated in the context of human activities to better conserve the environment.","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"208 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80510440","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}
引用次数: 1
Strengthening of Fire Damaged Reinforced Beams by using Ferrocement 火损钢筋梁的钢筋混凝土加固
Pub Date : 2021-05-31 DOI: 10.31127/tuje.925199
A. Amin, Shorup Tamal, A. Bari, Milan Mazumder, Md. Ariful Hasan
{"title":"Strengthening of Fire Damaged Reinforced Beams by using Ferrocement","authors":"A. Amin, Shorup Tamal, A. Bari, Milan Mazumder, Md. Ariful Hasan","doi":"10.31127/tuje.925199","DOIUrl":"https://doi.org/10.31127/tuje.925199","url":null,"abstract":"","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"20 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78489325","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}
引用次数: 1
Molecular Dynamic Simulation of Uniaxial Stress Strain Applied to α-Fe Nanowire α-Fe纳米线单轴应力应变的分子动力学模拟
Pub Date : 2021-05-07 DOI: 10.31127/tuje.888891
S. Kazanç, C. Aksu Canbay
{"title":"Molecular Dynamic Simulation of Uniaxial Stress Strain Applied to α-Fe Nanowire","authors":"S. Kazanç, C. Aksu Canbay","doi":"10.31127/tuje.888891","DOIUrl":"https://doi.org/10.31127/tuje.888891","url":null,"abstract":"","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88814179","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}
引用次数: 0
An Experimental Study of the Performance of a Low-Cost Paper-Based Membraneless Direct Hydrogen Peroxide Fuel Cell 低成本纸基无膜直接过氧化氢燃料电池性能的实验研究
Pub Date : 2021-04-07 DOI: 10.31127/TUJE.891626
Muhammet Çelik
A paper-based membraneless direct hydrogen peroxide fuel cell was developed and tested under different potassium hydroxide concentrations (1 to 7 mol lt -1 , stepping by 2), different hydrogen peroxide concentrations (1, 2, 3 mol lt -1 ) and different temperatures (20, 30, 40 o C). Moreover, the developed fuel cell was studied for stability under stopped and continuous flow conditions. From the experiments, it was found that the maximum power density of 6.79 mW cm -2 and the maximum open circuit voltage of 0.87 V at 40 o C were obtained when the anode solution consisted 2 mol lt -1 H 2 O 2 and 5 mol lt -1 potassium hydroxide and cathode solution consisted 2 mol lt -1 sulfuric acid and 2 mol lt -1 hydrogen peroxide. It was found that if the reactants were supplied constantly into the fuel cell, a current density of 3.12 mA cm -2 was obtained. The developed fuel cell produced energy for 91 minutes when the reactant flow was stopped.
研制了一种纸基无膜直接过氧化氢燃料电池,并在不同氢氧化钾浓度(1 ~ 7 mol lt -1,步进2)、不同过氧化氢浓度(1、2、3 mol lt -1)和不同温度(20、30、40℃)下进行了测试,并对该燃料电池在停流和连续流条件下的稳定性进行了研究。实验结果表明,当阳极溶液由2 mol l -1 h2o和5 mol l -1氢氧化钾组成,阴极溶液由2 mol l -1硫酸和2 mol l -1过氧化氢组成时,在40℃时获得的最大功率密度为6.79 mW cm -2,最大开路电压为0.87 V。研究发现,如果不断向燃料电池中提供反应物,则可获得3.12 mA cm -2的电流密度。在停止反应物流动的情况下,所开发的燃料电池可以产生91分钟的能量。
{"title":"An Experimental Study of the Performance of a Low-Cost Paper-Based Membraneless Direct Hydrogen Peroxide Fuel Cell","authors":"Muhammet Çelik","doi":"10.31127/TUJE.891626","DOIUrl":"https://doi.org/10.31127/TUJE.891626","url":null,"abstract":"A paper-based membraneless direct hydrogen peroxide fuel cell was developed and tested under different potassium hydroxide concentrations (1 to 7 mol lt -1 , stepping by 2), different hydrogen peroxide concentrations (1, 2, 3 mol lt -1 ) and different temperatures (20, 30, 40 o C). Moreover, the developed fuel cell was studied for stability under stopped and continuous flow conditions. From the experiments, it was found that the maximum power density of 6.79 mW cm -2 and the maximum open circuit voltage of 0.87 V at 40 o C were obtained when the anode solution consisted 2 mol lt -1 H 2 O 2 and 5 mol lt -1 potassium hydroxide and cathode solution consisted 2 mol lt -1 sulfuric acid and 2 mol lt -1 hydrogen peroxide. It was found that if the reactants were supplied constantly into the fuel cell, a current density of 3.12 mA cm -2 was obtained. The developed fuel cell produced energy for 91 minutes when the reactant flow was stopped.","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"2015 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87069791","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}
引用次数: 1
REMOVAL OF COD AND SURFACTANTS FROM GREY WATER BY FEN-TON TYPE PROCESSES 分吨法去除中水中的cod和表面活性剂
Pub Date : 2021-04-01 DOI: 10.31127/tuje.674021
S. Şahinkaya, Gamze Özgüroğlu
Grey water is a kind of domestic wastewater including shower, bath, lavatory and laundry waters. Grey waters without faecal waste can be considered as alternative water sources in the place where water resources are limited. In the present study, the removals of COD, anionic and non-ionic surfactants from grey water via conventional (CFP) and modified (MFP) Fenton oxidation processes was experienced. It was determined that pH adjustment to acidic values is not required in CFP. The optimum operating conditions were determined as [Fe2+] = 50 mg/L, [H2O2] = 50 mg/L at pH 7.6 (original pH) in CFP and [ZVI] = 50 mg/L, [H2O2] = 50 mg/L at pH 3 in MFP, respectively. As a result, the CFP has been found to be a more efficient alternative treatment method for the treatment of grey water, compared to MFP.
灰水是一种生活污水,包括淋浴、洗浴、厕所和洗衣用水。在水资源有限的地方,可以考虑使用不含粪便的灰水作为替代水源。研究了常规(CFP)和改性(MFP) Fenton氧化工艺对灰水中COD、阴离子和非离子表面活性剂的去除效果。结果表明,CFP不需要将pH值调整为酸性值。在CFP中,[Fe2+] = 50 mg/L, [H2O2] = 50 mg/L, pH为7.6(原始pH);在MFP中,[ZVI] = 50 mg/L, [H2O2] = 50 mg/L, pH为3。结果表明,与MFP相比,CFP是一种更有效的处理中水的替代方法。
{"title":"REMOVAL OF COD AND SURFACTANTS FROM GREY WATER BY FEN-TON TYPE PROCESSES","authors":"S. Şahinkaya, Gamze Özgüroğlu","doi":"10.31127/tuje.674021","DOIUrl":"https://doi.org/10.31127/tuje.674021","url":null,"abstract":"Grey water is a kind of domestic wastewater including shower, bath, lavatory and laundry waters. Grey waters without faecal waste can be considered as alternative water sources in the place where water resources are limited. In the present study, the removals of COD, anionic and non-ionic surfactants from grey water via conventional (CFP) and modified (MFP) Fenton oxidation processes was experienced. It was determined that pH adjustment to acidic values is not required in CFP. The optimum operating conditions were determined as [Fe2+] = 50 mg/L, [H2O2] = 50 mg/L at pH 7.6 (original pH) in CFP and [ZVI] = 50 mg/L, [H2O2] = 50 mg/L at pH 3 in MFP, respectively. As a result, the CFP has been found to be a more efficient alternative treatment method for the treatment of grey water, compared to MFP.","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"96 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75907902","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}
引用次数: 0
WIND POWER PLANT LAYOUT OPTIMIZATION USING PARTICLE SWARM OPTIMIZATION 基于粒子群算法的风电场布局优化
Pub Date : 2021-04-01 DOI: 10.31127/tuje.698856
I. Çelik, C. Yıldız, M. Sekkeli
The use of wind energy has rapidly increased in recent years. In parallel with this rapid increase, Wind Power Plant (WPP) installation has become an important research topic. The selection of wind turbine location in WPP installation effects turbine output power. If the appropriate turbine position is not selected, the total generation of WPP is decreased. The purpose of this study was to determine the locations that wind turbines can achieve the highest energy generation. In this study, an optimization model was proposed to achieve the best WPP layout. In the first stage, field data and Wind Atlas Analysis and Application Program (WAsP) software were used to obtain wind speed distributions in the region where the WPP will be installed. . These distributions were used in the developed optimization model in MATLAB. The actual power curve of a wind turbine was used in the model to calculate energy generation. In the second stage, the locations of the wind turbine were determined by particle swarm optimization (PSO) method. In the final stage, the results of developed MATLAB model were compared with WASP to check accuracy. The difference between MATLAB model and WAsP software was found as 0.04%. This result showed that this model performed a calculation with acceptable accuracy. In addition, it was seen that wind turbines were located to the high wind velocity regions with the solution of the developed optimization model.
近年来,风能的使用迅速增加。与此同时,风力发电厂(WPP)的安装也成为一个重要的研究课题。WPP安装中风力机位置的选择影响着风力机的输出功率。如果不选择合适的涡轮机位置,则WPP的总发电量会减少。这项研究的目的是确定风力涡轮机可以达到最高发电量的位置。在本研究中,提出了一个优化模型,以实现最佳的WPP布局。在第一阶段,利用现场数据和Wind Atlas Analysis and Application Program (WAsP)软件获得WPP将要安装区域的风速分布。这些分布在MATLAB中用于开发的优化模型。模型采用风力机的实际功率曲线计算发电量。第二阶段,采用粒子群优化方法确定风力机的位置。在最后阶段,将开发的MATLAB模型的结果与WASP进行比较,以检查准确性。MATLAB模型与WAsP软件的差异为0.04%。结果表明,该模型的计算精度可以接受。此外,通过所建立的优化模型的解可以看出,风力机位于高风速区域。
{"title":"WIND POWER PLANT LAYOUT OPTIMIZATION USING PARTICLE SWARM OPTIMIZATION","authors":"I. Çelik, C. Yıldız, M. Sekkeli","doi":"10.31127/tuje.698856","DOIUrl":"https://doi.org/10.31127/tuje.698856","url":null,"abstract":"The use of wind energy has rapidly increased in recent years. In parallel with this rapid increase, Wind Power Plant (WPP) installation has become an important research topic. The selection of wind turbine location in WPP installation effects turbine output power. If the appropriate turbine position is not selected, the total generation of WPP is decreased. The purpose of this study was to determine the locations that wind turbines can achieve the highest energy generation. In this study, an optimization model was proposed to achieve the best WPP layout. In the first stage, field data and Wind Atlas Analysis and Application Program (WAsP) software were used to obtain wind speed distributions in the region where the WPP will be installed. . These distributions were used in the developed optimization model in MATLAB. The actual power curve of a wind turbine was used in the model to calculate energy generation. In the second stage, the locations of the wind turbine were determined by particle swarm optimization (PSO) method. In the final stage, the results of developed MATLAB model were compared with WASP to check accuracy. The difference between MATLAB model and WAsP software was found as 0.04%. This result showed that this model performed a calculation with acceptable accuracy. In addition, it was seen that wind turbines were located to the high wind velocity regions with the solution of the developed optimization model.","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"120 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90527856","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}
引用次数: 4
CLASSIFICATION OF UAV POINT CLOUDS BY RANDOM FOREST MACHINE LEARNING ALGORITHM 基于随机森林机器学习算法的无人机点云分类
Pub Date : 2021-04-01 DOI: 10.31127/tuje.669566
M. Zeybek
Today, unmanned aerial vehicle (UAV)-based images have become an important data sources for researchers who deals with mapping from various disciplines on photogrammetry and remote sensing. Reconstruction of an area with three-dimensional (3D) point clouds from UAV-based images are an essential process to be used for traditional 2D cadastral maps or to produce a topographic maps. Point clouds should be classified since they subjected to various analyses for extraction for further information from direct point cloud data. Due to the high density of point clouds, data processing and gathering information makes the classification of point clouds a challenging task and may take a long time. Therefore, the classification processing allows an optimal solution to acquire valuable information. In this study, random forest machine learning algorithm for classification processing is applied with radiometric features (Red band, Green band and Blue band) and geometric characteristics derived from covariance feature (curvature, omnivariance, flatness, linearity, surface variance, anisotropy and normalized terrain surface) of points. In addition, the case study is presented in order to test applicability of the proposed methodology to acquire an accuracy and performance of random forest method on the UAV based point cloud. After the classification processing, a class assigned each point from the model was compared with the reference data class. Lastly, the overall accuracy of the classification was achieved as 96% and the Kappa index was reached to 91% on data set.
如今,基于无人机的图像已成为摄影测量和遥感等各学科制图研究人员的重要数据源。在传统的二维地籍图或地形图制作中,利用基于无人机图像的三维点云进行区域重建是一个必不可少的过程。点云需要经过各种分析才能从直接点云数据中提取更多信息,因此需要对点云进行分类。由于点云的高密度,数据处理和信息采集使得点云分类成为一项具有挑战性的任务,并且可能需要很长时间。因此,分类处理允许一个最优的解决方案,以获得有价值的信息。本研究采用随机森林机器学习算法对点的辐射特征(红带、绿带和蓝带)和由协方差特征(曲率、全方差、平面度、线性度、表面方差、各向异性和归一化地形表面)衍生的几何特征进行分类处理。此外,为了验证所提方法在基于无人机的点云上获得随机森林方法的精度和性能的适用性,给出了实例研究。经过分类处理后,将模型中每个点分配的类与参考数据类进行比较。最后,该方法在数据集上的分类总体准确率达到96%,Kappa指数达到91%。
{"title":"CLASSIFICATION OF UAV POINT CLOUDS BY RANDOM FOREST MACHINE LEARNING ALGORITHM","authors":"M. Zeybek","doi":"10.31127/tuje.669566","DOIUrl":"https://doi.org/10.31127/tuje.669566","url":null,"abstract":"Today, unmanned aerial vehicle (UAV)-based images have become an important data sources for researchers who deals with mapping from various disciplines on photogrammetry and remote sensing. Reconstruction of an area with three-dimensional (3D) point clouds from UAV-based images are an essential process to be used for traditional 2D cadastral maps or to produce a topographic maps. Point clouds should be classified since they subjected to various analyses for extraction for further information from direct point cloud data. Due to the high density of point clouds, data processing and gathering information makes the classification of point clouds a challenging task and may take a long time. Therefore, the classification processing allows an optimal solution to acquire valuable information. In this study, random forest machine learning algorithm for classification processing is applied with radiometric features (Red band, Green band and Blue band) and geometric characteristics derived from covariance feature (curvature, omnivariance, flatness, linearity, surface variance, anisotropy and normalized terrain surface) of points. In addition, the case study is presented in order to test applicability of the proposed methodology to acquire an accuracy and performance of random forest method on the UAV based point cloud. After the classification processing, a class assigned each point from the model was compared with the reference data class. Lastly, the overall accuracy of the classification was achieved as 96% and the Kappa index was reached to 91% on data set.","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"57 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82773791","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}
引用次数: 16
Retrieving the SNR metrics with different antenna configurations for GNSS-IR 检索GNSS-IR不同天线配置下的信噪比指标
Pub Date : 2021-03-28 DOI: 10.31127/TUJE.870620
Cem Altuntas, N. Tunalioglu
Multipath, which is a major source of error for precise positioning, is the effect that occurs when Global Navigation Satellite Systems (GNSS) signals reach the receiver by reflecting from one or more surfaces. Reflected signals affect the signal-to-noise ratio (SNR) data provided by the receiver, indicating the signal strength. The structure of the antenna of the receiver and the direction in which it is oriented also change the strength of the received signal. In this study, the effect of antenna orientation and polarization on SNR data was demonstrated by using the method called GNSS-Interferometric Reflectometry (GNSS-IR), in terms of reflector height estimates. A geodetic GNSS receiver (CHC i50) and two different smartphones (Xiaomi Mi8 and Xiaomi Mi8 Lite) were used in the four-day experiments. The geodetic receiver was established as zenith-looking (ZL) in the first two days and as horizon-looking (HL) in the last two days. Smartphones were placed on the same mast with the HL receiver in the last two days. It was seen that it is more appropriate to use a 0°-60° satellite elevation angle range in the common use of all receivers’ data. In the 30°-60° range where the ZL installation receives the multipath signals weakly, it has been found that the HL receiver and smartphones have reflector height estimation accuracies with values ranging from 1.9 cm to 2.5 cm. In short, for different elevation angle ranges, accuracies below 2 cm could be obtained with each receiver. Thus, different antenna configurations may be used in GNSS-IR studies, depending on the characteristics of the study area and the surface feature to be determined.
多路径是精确定位的主要误差来源,是全球导航卫星系统(GNSS)信号通过从一个或多个表面反射到达接收器时产生的效应。反射信号影响接收机提供的信噪比(SNR)数据,表明信号强度。接收机天线的结构及其定向方向也会改变接收信号的强度。在本研究中,通过使用gnss -干涉反射(GNSS-IR)方法,在反射面高度估计方面证明了天线方向和极化对信噪比数据的影响。在为期四天的实验中,使用了一个大地GNSS接收器(CHC i50)和两款不同的智能手机(小米Mi8和小米Mi8 Lite)。大地测量接收机前两天为天顶观测(ZL),后两天为地平线观测(HL)。在过去的两天里,智能手机被放置在与HL接收器相同的桅杆上。由此可见,在所有接收机数据的共同使用中,采用0°-60°卫星仰角范围更为合适。在30°-60°范围内,ZL装置接收多径信号较弱,发现HL接收器和智能手机的反射器高度估计精度范围为1.9 cm至2.5 cm。总之,在不同仰角范围内,每个接收机都可以获得2 cm以下的精度。因此,GNSS-IR研究中可以使用不同的天线配置,这取决于研究区域的特征和待确定的地物。
{"title":"Retrieving the SNR metrics with different antenna configurations for GNSS-IR","authors":"Cem Altuntas, N. Tunalioglu","doi":"10.31127/TUJE.870620","DOIUrl":"https://doi.org/10.31127/TUJE.870620","url":null,"abstract":"Multipath, which is a major source of error for precise positioning, is the effect that occurs when Global Navigation Satellite Systems (GNSS) signals reach the receiver by reflecting from one or more surfaces. Reflected signals affect the signal-to-noise ratio (SNR) data provided by the receiver, indicating the signal strength. The structure of the antenna of the receiver and the direction in which it is oriented also change the strength of the received signal. In this study, the effect of antenna orientation and polarization on SNR data was demonstrated by using the method called GNSS-Interferometric Reflectometry (GNSS-IR), in terms of reflector height estimates. A geodetic GNSS receiver (CHC i50) and two different smartphones (Xiaomi Mi8 and Xiaomi Mi8 Lite) were used in the four-day experiments. The geodetic receiver was established as zenith-looking (ZL) in the first two days and as horizon-looking (HL) in the last two days. Smartphones were placed on the same mast with the HL receiver in the last two days. It was seen that it is more appropriate to use a 0°-60° satellite elevation angle range in the common use of all receivers’ data. In the 30°-60° range where the ZL installation receives the multipath signals weakly, it has been found that the HL receiver and smartphones have reflector height estimation accuracies with values ranging from 1.9 cm to 2.5 cm. In short, for different elevation angle ranges, accuracies below 2 cm could be obtained with each receiver. Thus, different antenna configurations may be used in GNSS-IR studies, depending on the characteristics of the study area and the surface feature to be determined.","PeriodicalId":23377,"journal":{"name":"Turkish Journal of Engineering and Environmental Sciences","volume":"45 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76633451","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}
引用次数: 0
期刊
Turkish Journal of Engineering and Environmental Sciences
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1