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2021 Seventh International Conference on Aerospace Science and Engineering (ICASE)最新文献

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UAV Assessment of Crop Evapo-transpiration Dynamics in Winter Wheat and Barley under Varying Pressures of Fungal Diseases 不同真菌病害压力下冬小麦和大麦作物蒸散动态的无人机评估
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904260
Obaid-ur-Rehman, Rana Ahmad Faraz Ishaq, Syed Roshaan Ali Shah, Y. Shabbir
Early detection of the onset of disease in crops allows for more timely and more effective management. Often it is too late to treat diseases once the clinical symptoms are visible to the human eye. To this end, there is great potential to use sensors operating in the infra-red and thermal bands (outside our visible range) to detect diseases before they become visible. Vegetative indices based on near-infrared reflectance responses are often used for this. However, vigor is a delayed response to plant function. The rate of transpiration is a more immediate indicator of plant function and health. Estimations of daily ET rates from thermal satellite imagery have been shown in several studies. The general process-based physical surface energy balance (SEBS) method used was adapted and applied for the first time to Unmanned Aerial Vehicle (UAV) collected thermal and RGB imagery using off-the-shelf low cost camera. On-site COSMOS-UK weather station data were used for meteorological inputs. The ILWIS2 Surface Energy Balance System (SEBS) was used for the daily ET modeling. The daily wheat and barley ET measurements for early May and June 2015 were similar to values obtained from Landsat imagery over nearby cereal fields and closer to the Penman-Monteith calculations for the survey days. This indicates promising transformation from satellite to UAV imagery for estimating ET. Varied spatial patterns were visible in the imagery corresponding to environmental (soil), variety and treatment (fungicide) differences. Barley exhibited little disease pressure at any stage of the season. Disease pressure was not visible at mid-late season (early May) in wheat, but susceptible varieties had visible late season rust infections. ET was a better discriminator of non-visible infections in May than NDVI. Further, studies are required to further validate this proof of concept.
及早发现作物发病,可以更及时、更有效地进行管理。一旦临床症状可见于人眼,往往为时已晚。为此,使用在红外和热波段(在我们的可见范围之外)工作的传感器在疾病变得可见之前检测疾病是有很大潜力的。基于近红外反射响应的植物指数常用于此。然而,活力是对植物功能的延迟反应。蒸腾速率是植物功能和健康的一个更直接的指标。根据热卫星图像估算的日蒸散发率已在若干研究中得到证实。首次将基于一般过程的物理表面能量平衡(SEBS)方法应用于无人机(UAV)的热成像和RGB图像采集。现场COSMOS-UK气象站数据用于气象输入。采用ILWIS2地表能量平衡系统(SEBS)对日蒸散发进行建模。2015年5月初和6月的每日小麦和大麦ET测量值与从附近谷物田的Landsat图像获得的值相似,更接近Penman-Monteith在调查期间的计算结果。这表明从卫星图像到无人机图像的转换有望用于估算ET。在图像中可以看到不同的空间模式,对应于环境(土壤)、品种和处理(杀菌剂)的差异。大麦在季节的任何阶段都表现出很少的病害压力。在小麦的中后期(5月初),病害压力不明显,但易感品种有明显的后期锈病感染。5月份ET比NDVI更能鉴别非可见感染。此外,需要进一步研究来验证这一概念的证明。
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引用次数: 0
Performance Analysis of Global Ionosphere/TEC Models Over Islamabad 伊斯兰堡上空全球电离层/TEC模式性能分析
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904116
Maria Mehmood, Usama Ahmed, N. A. Naqvi
GNSS signals are severely affected by the ionosphere layer and accurate assessment of the ionosphere delay is necessary for accurate positioning. In return, the GNSS technology may be used to estimate the total electron content (TEC) parameter in the ionosphere that can provide insight to space weather. Various organizations provide global TEC maps based on empirical data that can be used to assess the local TEC. For regions with no GNSS/GPS stations (such as for Pakistan), the GNSS users must only rely on these international models. Reliability of two such global models: International Reference Ionosphere (IRI)-2016 and Global Ionosphere Maps (GIM) by International GNSS Service (IGS), was assessed over Islamabad region. The local GPS TEC was measured for one month using a dual frequency GPS receiver installed at Islamabad as a reference. Analysis revealed that: (1) GIM overestimates the TEC whereas IRI-2016 underestimates it. In absence of local GNSS data, (2) IRI-2016 correlates better to actual TEC as compared to GIM. It was therefore concluded that in absence of local GPS –TEC, IRI-2016 is a better option to measure TEC at Islamabad.
GNSS信号受到电离层的严重影响,准确评估电离层延迟是准确定位的必要条件。反过来,GNSS技术可用于估计电离层中的总电子含量(TEC)参数,从而提供对空间天气的洞察。各种组织根据可用于评估当地TEC的经验数据提供全球TEC地图。对于没有GNSS/GPS站的地区(如巴基斯坦),GNSS用户只能依靠这些国际模型。在伊斯兰堡地区评估了两个全球模型的可靠性:国际参考电离层(IRI)-2016和国际GNSS服务(IGS)的全球电离层地图(GIM)。使用安装在伊斯兰堡的双频GPS接收器作为参考,对当地GPS TEC进行了一个月的测量。分析表明:(1)GIM高估了TEC,而IRI-2016低估了TEC。在缺乏本地GNSS数据的情况下,(2)与GIM相比,IRI-2016与实际TEC的相关性更好。因此得出结论,在没有当地GPS -TEC的情况下,IRI-2016是在伊斯兰堡测量TEC的更好选择。
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引用次数: 0
A Contribution to Short-Term Rapidly Developing Geomagnetic Storm Classification for GNSS Ionosphere Effects Mitigation Model Development 对GNSS电离层效应减缓模式开发的短期快速发展地磁风暴分类的贡献
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904168
R. Filjar
The Global Navigation Satellite System (GNSS) resilience against adverse space weather effects has become the major research topic, as satellite navigation evolves to an essential component of national infrastructure, and the enabling technology of a growing number of technology and socio-economic applications (systems and services). Ionospheric effects have been identified as the prime single cause of the GNSS positioning performance degradation, thus placing mitigation of the ionospheric effects on the GNSS positioning performance into focus of research worldwide. Classification of scenarios of ionospheric disturbances provides an essential framework for development of the GNSS ionospheric effects prediction model. Conventional approach involves experimental and atmospheric-physics-based classification approaches, which frequently fail in reflection to the GNSS positioning performance sustainability. Here the results of the analysis of the GPS pseudo-range-derived Total Electron Content (TEC) times series, taken in selected recent cases of the short-term and rapidly developing geomagnetic storms, are presented. Particular scenarios are selected for their impact on GNSS positioning performance, their nature, and the risk of not being taken into account by existing generalised global models for GNSS ionospheric effects correction. The research identifies similarities and diversities in time series characterisation. As the inference and conclusion, a set of the time series characterisation indices is proposed as the classification elements for the purpose of the scenario identification, and development and application of the most suitable experimental statistical learning GNSS ionospheric effects prediction models. The proposed classification approach may replace the conventional classification methods, such as the NOAA Space Weather Scales, allowing for development of adaptive, and more accurate and direct GNSS ionospheric effects prediction models.
随着卫星导航发展成为国家基础设施的重要组成部分,以及越来越多的技术和社会经济应用(系统和服务)的使能技术,全球导航卫星系统(GNSS)抵御不利空间天气影响的能力已成为主要研究课题。电离层效应已被确定为GNSS定位性能下降的主要单一原因,因此,减轻电离层对GNSS定位性能的影响已成为全球研究的重点。电离层扰动情景的分类为GNSS电离层效应预测模型的建立提供了必要的框架。传统的方法包括实验和基于大气物理的分类方法,这些方法在反映GNSS定位性能的可持续性方面经常失败。本文介绍了对近期短期和快速发展的地磁风暴的GPS伪距离衍生总电子含量(TEC)时间序列的分析结果。选择特定情景是根据它们对GNSS定位性能的影响、它们的性质以及现有的GNSS电离层效应校正广义全球模型未考虑到的风险。该研究确定了时间序列特征的相似性和差异性。作为推断和结论,提出了一套时间序列表征指标作为分类要素,用于情景识别,并开发和应用最适合的GNSS电离层效应实验统计学习预测模型。提出的分类方法可能取代传统的分类方法,如NOAA空间天气尺度,从而允许开发自适应的、更准确和直接的GNSS电离层效应预测模型。
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引用次数: 2
Mathematical Modelling and Analysis of Submarine Propeller Shaft 潜艇螺旋桨轴的数学建模与分析
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904231
Obeid Muhammad Usmani, Syed Irtiza Ali Shah
In this research modeling, design and analysis of a submarine propeller shaft will be performed using theories of vibrations, the computer software will be used for this purpose mathematical simulations will also be done to verify the results obtained from the software. Vibration Analysis of a three Bladed Propeller Shaft for a Carrier has been discussed in the literature, but not much work has been done till now on the vibrational response of a submarine propeller shaft. The dynamic excitation of the propeller shaft is usually transmitted to the rest of the submarine. Some submarines are subjected to intense levels of vibrations throughout their service additionally silent submarines have become a potent invention, which produces less noise at high speeds however higher vibration results in more noise-reducing the stealth characteristics of the submarines, in this research the propeller shaft will be modeled in such a way that the system vibrations are minimum hence increasing the life of the submarine, reducing the noise and increasing the stealth characteristics of the submarine, this analyses will be done by using theories of vibrations used finite element methods for modelling and analysis. The expected results from the analysis contain the least vibrations, produced by the propeller shaft of the submarine reducing the overall noise. Furthermore, their result help in the development of a system that besides increases the maneuverability of the submarine. We are able to successfully determine the vibration present in the system, and the approach on how to reduce them.
在本研究中,将使用振动理论对潜艇螺旋桨轴进行建模、设计和分析,计算机软件将用于此目的,数学模拟也将用于验证从软件中获得的结果。文献中已经讨论了舰载机三叶片螺旋桨轴的振动分析,但迄今为止对潜艇螺旋桨轴的振动响应研究还不多。螺旋桨轴的动力激励通常传递给潜艇的其余部分。一些潜艇在服役期间受到强烈的振动水平,此外,静音潜艇已经成为一项强有力的发明,在高速下产生更少的噪音,然而更高的振动导致更多的噪音减少潜艇的隐身特性,在本研究中,传动轴将以这样一种方式建模,即系统振动最小,因此增加了潜艇的寿命。为了降低噪音和增加潜艇的隐身特性,这项分析将通过使用有限元方法进行建模和分析的振动理论来完成。分析的预期结果包含了最小的振动,由潜艇的螺旋桨轴产生,降低了整体噪音。此外,他们的结果有助于开发一种系统,除了增加潜艇的机动性之外。我们能够成功地确定系统中存在的振动,以及如何减少它们的方法。
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引用次数: 0
Probabilistic Assessment of Storm Surge Hazard along Coastal Regions of Sindh Province, Pakistan 巴基斯坦信德省沿海地区风暴潮危害的概率评估
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904047
H. Khan, Aamir Ali, Yusha Anis
A phenomenon that brings about abnormal rise in the sea level is referred as storm surge generated as a result of tropical cyclones. Tropical cyclone are low pressure systems which are often very powerful and intense causing serious damages by producing destructive winds, surges and heavy rainfall. Over the past decades, North Indian Ocean has been subjected to the catastrophe of tropical cyclones leading to massive economic and human losses. The coastal zones of Pakistan, India, Bangladesh, Myanmar, Sri Lanka and Oman are consistently affected by storm surges. Although Arabian Sea is potential region for cyclones, but the frequency of cyclones is occasional and mostly during the monsoon and post monsoon season. A number of tropical cyclones dating back to 100 years have struck Pakistan’s coastal areas in the years 1895, 1902, 1907, 1948, 1964, 1985, 1999, 2001, 2007, and 2010. In view of rapid recurrences of cyclones in past few years this study aims to carry out probabilistic assessment of tropical cyclone hazard to estimate the return periods for surge heights for the province of Sindh. The CAPRA ERN-Hurricane model simulate surge heights along the shoreline for provided historic cyclone tracks from IBTrACS v04r00 and employing topography, bathymetry, wind exposure and soil roughness as other input parameters for the model. Furthermore, the frequency analysis by Gumbel method has been adopted in the study to estimate surge heights for 25, 100 and 500 years return periods. ERN Hurricane model estimates highest surge value of 0.6385 m for tropical cyclone 02A 1999. Second highest surge value in historic cyclone is 0.6067 m, which corresponds to tropical cyclone Phet 2010. While frequency analysis estimates maximum surge value of 0.5905 m, 0.7352 m, 0.9041 m for 25, 100 and 500 year return periods respectively. Storm surge hazard data is utilized in making hazard maps illustrating the intensities and inundation of cyclone over return periods. The data and maps from this study can contribute in planning and developing suitable strategies to mitigate loss for areas at potential risk.
引起海平面异常上升的现象被称为热带气旋引起的风暴潮。热带气旋是一种低压系统,通常非常强大和强烈,会产生破坏性的风、风暴潮和暴雨,造成严重的破坏。近几十年来,北印度洋不断遭受热带气旋灾害,造成了巨大的经济和人员损失。巴基斯坦、印度、孟加拉国、缅甸、斯里兰卡和阿曼的沿海地区持续受到风暴潮的影响。虽然阿拉伯海是潜在的气旋区,但气旋的频率是偶发的,并且主要发生在季风和季风后季节。在1895年、1902年、1907年、1948年、1964年、1985年、1999年、2001年、2007年和2010年,许多100年前的热带气旋袭击了巴基斯坦的沿海地区。鉴于近年来热带气旋的快速复发,本研究旨在对信德省的热带气旋危险性进行概率评估,以估计风暴潮高度的回归期。CAPRA ern -飓风模型利用IBTrACS v04r00提供的历史气旋路径,模拟海岸线上的风暴潮高度,并采用地形、水深、风暴露和土壤粗糙度作为模型的其他输入参数。此外,本文还采用了Gumbel方法进行频率分析,估计了25年、100年和500年的风暴潮高度。ERN飓风模式估计热带气旋02A 1999的最高浪涌值为0.6385 m。历史上第二大风暴值为0.6067 m,与Phet 2010对应。频率分析估计25年、100年和500年的最大浪涌值分别为0.5905 m、0.7352 m和0.9041 m。风暴潮危险数据用于制作危险地图,说明气旋在返回期间的强度和淹没情况。这项研究的数据和地图有助于规划和制定适当的战略,以减轻潜在风险地区的损失。
{"title":"Probabilistic Assessment of Storm Surge Hazard along Coastal Regions of Sindh Province, Pakistan","authors":"H. Khan, Aamir Ali, Yusha Anis","doi":"10.1109/ICASE54940.2021.9904047","DOIUrl":"https://doi.org/10.1109/ICASE54940.2021.9904047","url":null,"abstract":"A phenomenon that brings about abnormal rise in the sea level is referred as storm surge generated as a result of tropical cyclones. Tropical cyclone are low pressure systems which are often very powerful and intense causing serious damages by producing destructive winds, surges and heavy rainfall. Over the past decades, North Indian Ocean has been subjected to the catastrophe of tropical cyclones leading to massive economic and human losses. The coastal zones of Pakistan, India, Bangladesh, Myanmar, Sri Lanka and Oman are consistently affected by storm surges. Although Arabian Sea is potential region for cyclones, but the frequency of cyclones is occasional and mostly during the monsoon and post monsoon season. A number of tropical cyclones dating back to 100 years have struck Pakistan’s coastal areas in the years 1895, 1902, 1907, 1948, 1964, 1985, 1999, 2001, 2007, and 2010. In view of rapid recurrences of cyclones in past few years this study aims to carry out probabilistic assessment of tropical cyclone hazard to estimate the return periods for surge heights for the province of Sindh. The CAPRA ERN-Hurricane model simulate surge heights along the shoreline for provided historic cyclone tracks from IBTrACS v04r00 and employing topography, bathymetry, wind exposure and soil roughness as other input parameters for the model. Furthermore, the frequency analysis by Gumbel method has been adopted in the study to estimate surge heights for 25, 100 and 500 years return periods. ERN Hurricane model estimates highest surge value of 0.6385 m for tropical cyclone 02A 1999. Second highest surge value in historic cyclone is 0.6067 m, which corresponds to tropical cyclone Phet 2010. While frequency analysis estimates maximum surge value of 0.5905 m, 0.7352 m, 0.9041 m for 25, 100 and 500 year return periods respectively. Storm surge hazard data is utilized in making hazard maps illustrating the intensities and inundation of cyclone over return periods. The data and maps from this study can contribute in planning and developing suitable strategies to mitigate loss for areas at potential risk.","PeriodicalId":300328,"journal":{"name":"2021 Seventh International Conference on Aerospace Science and Engineering (ICASE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130325830","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
Analysis and Estimation of Zenith Wet Delay and Zenith Tropospheric Total Delay at Earth’s different Geographical Areas 地球不同地理区域天顶湿延迟和天顶对流层总延迟的分析与估算
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904142
Jabir Shabbir Malik
A comprehensive analysis is performed for the estimation of zenith troposphere delay (ZTD) and zenith wet delay (ZWD) from combined GPS/GLONASS precise point positioning (PPP) method. For this purpose, experiment is conducted from the dataset collected during winter and summer seasons from International GNSS service (IGS) stations at low, equator and high latitude areas. Results demonstrate that ZWD for the stations at higher latitude during winter and summer season is within 0.05 – 0.08 m and 0.14 – 0.17 m, respectively. While, estimates of ZWD for the stations at low region is within 0.12 – 0.15 m and 0.06 – 0.09 m for the winter and summer seasons, respectively. Furthermore, central regions have relative similar ZWD estimates during two different seasons. Additionally, ZTD estimates compare with respect to the corresponding IGS tropospheric delay ground values. Results demonstrate that estimates of ZTD at the equator has quiet similar trend during two seasons. While, at very high and very low latitude, large variation of ZTD is obtained.
对GPS/GLONASS联合精确点定位(PPP)方法估算的天顶对流层延迟(ZTD)和天顶湿延迟(ZWD)进行了综合分析。为此,实验利用低、赤道和高纬度地区国际GNSS服务站(IGS)冬夏两季收集的数据集进行。结果表明:高纬度站点冬季和夏季的ZWD分别在0.05 ~ 0.08 m和0.14 ~ 0.17 m之间;而低洼地区气象站冬季和夏季的ZWD值分别在0.12 ~ 0.15 m和0.06 ~ 0.09 m之间。此外,中部地区在两个不同季节的ZWD估计相对相似。此外,ZTD估计值与相应的IGS对流层延迟地面值进行比较。结果表明,赤道ZTD的估计在两个季节中具有非常相似的趋势。而在极高纬度和极低纬度,ZTD变化较大。
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引用次数: 0
Main Landing Gear Conceptual Design and Analysis for M.A.L.E U.C.A.V M.A.L.E U.C.A.V主起落架概念设计与分析
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904209
Asim Mehmood, Gohar Majeed, K. Mehmood, Muhammad Adeel Khan
Among the major components for any Unmanned Combat Aerial Vehicle (UCAV) landing gear is of significant importance, as it performs the function of supporting weight, shock-absorbing structure, taxiing, and providing stable ground support during the nonoperational period, Takeoff and at the most critical phase of Landing. This study presents the Conceptual Design, Preliminary Structure Design, Sizing and Stress Analysis, Finite Element Analysis for Medium Altitude Long Endurance Unmanned Combat Aerial Vehicle (MALE UCAV) adhering to the C-23 Certificate Specification. The MALE UCAV design was carried out by different groups and this study is a part of that program. The conceptual design was carried out by fulfilling the preset constraints of Main Landing Gear weight, its height, and location. Tri-cycle layout configuration was selected and geometric parameters such as Wheel track and Wheel base and other parameters were worked out. A detailed study of all the possible loading conditions was conducted and the most critical and maximum loads were selected for sizing and stress analysis. Two candidate materials were selected and based on the Normal stress and Shear stress criteria, simultaneously sizing and stress analysis was carried out leading to the desirable design of the Main Landing Gear strut. Finite Element Analysis was performed on the designed Landing Gear for three models and the design fulfilling our requirements was selected.
起落架是无人作战飞行器(UCAV)的主要部件之一,它在非作战阶段、起飞阶段和最关键的着陆阶段起着支撑重量、减震结构、滑行和稳定地面支撑的作用。本文介绍了符合C-23合格证规范的中高空长航时无人作战飞行器(MALE UCAV)的概念设计、结构初步设计、尺寸与应力分析、有限元分析。MALE无人驾驶飞机的设计是由不同的小组进行的,这项研究是该计划的一部分。通过满足预设的主起落架重量、高度和位置约束,进行了概念设计。选择三周期布局构型,计算出轮轨、轴距等几何参数。对所有可能的加载条件进行了详细的研究,并选择了最关键和最大载荷进行尺寸和应力分析。选择了两种候选材料,并基于法向应力和剪切应力准则,同时进行了尺寸和应力分析,从而得到了理想的主起落架支柱设计。对设计的三种型号起落架进行了有限元分析,选择了符合要求的设计方案。
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引用次数: 0
Time Series Analysis of Bindi Dheraja Riverine Forest of Sukkar, Sindh, Pakistan using Remote Sensing 巴基斯坦信德省苏卡尔Bindi Dheraja河流域森林遥感时间序列分析
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904210
Atta Ullah, Sami Ullah, Faisal Khalid, Munawar Zeb
Estimating and detecting changes in forest coverage and land-use land-cover (LULC) change due to human and natural sources is critical for long-term management. In the assessment, planning, and monitoring of forest resources, geographic information systems (GIS) and remote sensing (RS) play a critical role. This study used multi - temporal Landsat satellite images to assess changes in forests and other LULC along the Indus River’s Bindi Dheraja Sukkar in southern Pakistan. Forest and other LULC were classified using multitemporal Landsat data obtained during the years 2008, 2012, 2014, and 2017. In addition, from the classed maps of 2008 and 2017, forest cover and other LULC change detection maps were created. Ground sample locations and high-resolution Google Earth images were used to verify the final maps. According to the findings, forest area reduced by 17.18 percent with a yearly decline rate of 1.72 percent from 2008 to 2017, whereas agriculture land rose by 26.4 percent with a yearly growth rate of 2.6 percent. With a yearly drop rate of 0.48 percent, the area of water bodies and barren land declined by 4.85 percent and 4.81 percent, respectively. These findings will help with long-term planning and monitoring of the region’s forest resources, and they may be used by local, regional, and national forest authorities in the context of riverine forest management.
估计和探测由于人为和自然原因造成的森林覆盖和土地利用土地覆盖(LULC)变化对长期管理至关重要。在森林资源的评估、规划和监测中,地理信息系统(GIS)和遥感(RS)起着至关重要的作用。这项研究利用多时相Landsat卫星图像评估了巴基斯坦南部印度河Bindi Dheraja Sukkar沿线的森林和其他土地利用变化。利用2008年、2012年、2014年和2017年的多时相Landsat数据对森林和其他LULC进行了分类。此外,从2008年和2017年的分类图中,创建了森林覆盖和其他LULC变化检测图。地面样本位置和高分辨率谷歌地球图像被用来验证最终的地图。根据调查结果,从2008年到2017年,森林面积减少了17.18%,年增长率为1.72%,而农业用地增加了26.4%,年增长率为2.6%。水体面积和荒地面积分别减少4.85%和4.81%,年降幅为0.48%。这些发现将有助于该地区森林资源的长期规划和监测,并可供地方、区域和国家森林主管部门用于河流森林管理。
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引用次数: 0
Autonomous Control of a Quadcopter using Machine Learning Algorithm 基于机器学习算法的四轴飞行器自主控制
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904256
Abdul Rahim Tajammal, M. Habib
During the recent years, there has been an increase in the potential use of UAVs all engineering domains such as commercial photography, aerial reconnaissance, payload delivery, etc. UAVs/Quadcopters are generally designed to operate in known and stable environmental conditions where environment dynamics are well known or can be easily linearized. But most practical problems contain unknown or non-linear dynamics of the system or the environment. Machine Learning (ML) provides the techniques for using intelligent control systems that can perform desired tasks in such unknown conditions. This paper provides a framework using a Machine Learning algorithm to enable UAV navigation in such environments through the implementation of an intelligent reinforcement learning controller. Research started with detailed mathematical modelling of a quadcopter, based on the Newton-Euler equations of forces and moments, later quadcopter model was employed with PID controller as well as ML controller. A conventional PID controller was used to find the linearized response of the quadcopter. The results obtained by both controllers were then compared using 6 DoF simulations. Furthermore, the quadcopter is made to follow certain trajectories to determine the accuracy of the ML controller.
近年来,无人机在所有工程领域的潜在用途有所增加,如商业摄影、空中侦察、有效载荷交付等。无人机/四轴飞行器通常被设计为在已知和稳定的环境条件下运行,其中环境动力学是众所周知的或可以很容易地线性化。但大多数实际问题都包含系统或环境的未知或非线性动力学。机器学习(ML)提供了使用智能控制系统的技术,可以在这种未知的条件下执行所需的任务。本文提供了一个使用机器学习算法的框架,通过实现智能强化学习控制器,使无人机能够在这种环境中导航。研究首先对四轴飞行器进行了详细的数学建模,基于牛顿-欧拉力和力矩方程,随后将四轴飞行器模型与PID控制器和ML控制器结合使用。采用传统的PID控制器求解四轴飞行器的线性化响应。然后通过6自由度仿真对两种控制器得到的结果进行比较。此外,四轴飞行器被制成遵循一定的轨迹,以确定ML控制器的精度。
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引用次数: 0
Robust Non-Linear Dynamic Inversion Control System to Improve Stability of Large Aircraft in Crosswind 提高大型飞机侧风稳定性的鲁棒非线性动态反演控制系统
Pub Date : 2021-12-14 DOI: 10.1109/ICASE54940.2021.9904279
Muhammad Ihtisham Babar, Ali Abbas Kapadia, Waseeq Siddiqui
This paper presents a detailed description of a flight stability and control system, along with the original and improved lateral response of large aircraft in crosswind as experienced during landing. A robust state-dependent non-linear dynamic system is designed and used in the proposed approach to improve aircraft stability in crosswind disturbances. Furthermore, to demonstrate the effectiveness of the designed system, two large aircraft, the Boeing 747 and the Galaxy C-5, are used as a baseline, as both are widely used in the aviation industry. The response of the non-linear Dynamic Inversion is also demonstrated for varying crosswind behavior and magnitudes. Another benefit of the Non-Linear Dynamic Inversion control system is in the creation of an autopilot system which is achieved through non-zero state tracking for an aircraft. It is concluded that by incorporating the designed robust Non-Linear Dynamic Inversion, as a stability and control system for both these aircraft, an improved aircraft response and behavior of control surfaces can be obtained.
本文详细介绍了一种飞行稳定性和控制系统,以及大型飞机在着陆时所经历的原始和改进的侧风横向响应。设计了一个鲁棒的状态相关非线性动力系统,并将其应用于该方法中,以提高飞机在侧风干扰下的稳定性。此外,为了证明所设计系统的有效性,以波音747和Galaxy C-5两架大型飞机为基准,因为这两架飞机在航空工业中都被广泛使用。非线性动力反演的响应也证明了不同的侧风行为和震级。非线性动态反演控制系统的另一个好处是通过对飞机的非零状态跟踪来创建自动驾驶系统。结果表明,将所设计的鲁棒非线性动态反演作为两种飞机的稳定和控制系统,可以获得更好的飞机响应和控制面行为。
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2021 Seventh International Conference on Aerospace Science and Engineering (ICASE)
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