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22nd SGEM International Multidisciplinary Scientific GeoConference Proceedings 2022, Informatics, Geoinformatics and Remote Sensing最新文献

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IT SOLUTION FOR EX LABELLING ASSISTANCE 它解决方案的前标签协助
V. Pasculescu, M. Morar, M. Suvar, Z. Vass
Explosive atmospheres may occur both in underground mining, as well as in surface industries such as the oil and gas, chemical, petrochemical, wood or baker industries, basically in all industries which extract, process, use, transport or store flammable substances. Within the European Union, Directive 2014/34/EU regulates the placing on the market of equipment, protective systems and components intended for use in such hazardous atmospheres. In this regard, for proofing the compliance with the essential safety requirements, they have to be subject to a certification process carried out by a Notified Body. The CE marking and the Ex ATEx marking (labelling) can be applied to the product only after it has been ensured that the product meets all applicable requirements set out by the Directive and related technical standards in force. The objective of the paper is to present an attempt of developing a Windows OS application which can be used for assisting the technicians involved in the certification process of Ex equipment, by providing guidance on the content of the label of the equipment which is subject to certification, taking into account its� specific characteristics and functions fulfilled.
爆炸性环境既可能发生在地下采矿,也可能发生在地面工业,如石油和天然气、化学、石化、木材或烘焙工业,基本上在所有提取、加工、使用、运输或储存易燃物质的工业中。在欧盟内部,指令2014/34/EU规定了在此类危险环境中使用的设备,保护系统和组件的投放市场。在这方面,为了证明符合基本安全要求,它们必须接受由公告机构执行的认证过程。CE标志和Ex ATEx标志(标签)只有在确保产品符合指令和现行相关技术标准所规定的所有适用要求后,才能应用于产品。本文的目的是尝试开发一个Windows操作系统应用程序,该应用程序可用于协助参与Ex设备认证过程的技术人员,通过提供关于需要认证的设备标签内容的指导,考虑到其特定的特性和功能。
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引用次数: 0
IMPLEMENTATION OF INTELLIGENT BIOMETRIC SYSTEM FOR FACE DETECTION AND CLASSIFICATION 实现智能生物识别系统对人脸的检测和分类
Michaela Chudobova, J. Kubícek, R. Ščurek, Marek Hutter
This article deals with the design and implementation of an intelligent biometric system that allows the detection and classification of a person's face from static image data and creates a system for evaluating its reliability. In its introductory part, it theoretically describes applied biometrics and biometric systems for security identification and user verification, and also deals with the theory of the description of algorithms for human face detection and recognition. Subsequently, the authors use the MATLAB programming language, which is highly optimized for modern processors and memory architectures, to focus on the implementation and testing of a biometric system using Viola-Jones algorithms and a convolutional neural network with a pre-trained network NetNet. Convolutional neural networks (CNN) are the most recognized and popular deep-learning neural networks, which are based on layers that perform two-dimensional (2D) convolution of input data with learned filters. In the final part there is a discussion where, based on the results of testing, the robustness and efficiency of the proposed intelligent biometric system is objectively evaluated. The results allow for the continued development of other pre-trained artificial neural networks, variable implementations for facial recognition, but also other things, such as the recognition of potentially dangerous people.
本文讨论了一个智能生物识别系统的设计和实现,该系统允许从静态图像数据中检测和分类人脸,并创建了一个评估其可靠性的系统。在导论部分,从理论上描述了用于安全识别和用户验证的生物识别和生物识别系统的应用,并讨论了人脸检测和识别算法的理论描述。随后,作者使用针对现代处理器和内存架构进行高度优化的MATLAB编程语言,重点关注使用Viola-Jones算法和卷积神经网络与预训练网络NetNet的生物识别系统的实现和测试。卷积神经网络(CNN)是最受认可和流行的深度学习神经网络,它基于使用学习滤波器对输入数据进行二维(2D)卷积的层。最后,根据测试结果,对所提出的智能生物识别系统的鲁棒性和效率进行了客观评估。该结果允许继续开发其他预训练的人工神经网络,面部识别的可变实现,以及其他事情,例如识别潜在危险的人。
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引用次数: 0
DETERMINATION OF LAND SURFACE TEMPERATURE USING SENTINEL � 3 SLTR DATA AND GEOGRAPHIC INFORMATION SYSTEM TECHNIQUES 利用sentinel - 3 SLTR数据和地理信息系统技术测定地表温度
A. F. Jocea, C. Cristea
In the era of rapid urbanization which has a great implication in converting the natural landscape into artificial surfaces, Land Surface Temperature (LST) is an important parameter which plays an important role in the studies of urban thermal environment, meteorological, hydrological and climatological applications and Global climate change. Data and images acquired from satellites offer information that can facilitate public and private decision - making. This study investigates the Land Surface Temperature (LST) determination in Bucharest city, which is the capital of Romania using geospatial data provided by the Sentinel - 3 SLTR instrument satellite mission and Geographic Information System techniques. For this purpose, were processed two images acquired on July 2020 and July 2021. The mapping result reveals that the surface temperature is around 32 - 50 Celsius degrees during summer period and had been recorded in the city center and in the industrial area of the city. The obtained temperature interval is reliable, comparing with the measurements realized by weather monitoring stations.
在快速城市化时代,地表温度(Land Surface Temperature, LST)是研究城市热环境、气象、水文和气候应用以及全球气候变化的重要参数,对自然景观向人工地表转化具有重要意义。从卫星获得的数据和图像提供了有助于公共和私人决策的信息。本文利用Sentinel - 3 SLTR仪器卫星任务提供的地理空间数据和地理信息系统技术,对罗马尼亚首都布加勒斯特市的地表温度(LST)测定进行了研究。为此,对2020年7月和2021年7月采集的两幅图像进行了处理。测绘结果显示,夏季地表温度在32 - 50摄氏度左右,在城市中心和城市工业区有记录。通过与气象监测站实测数据的比较,得到的温度区间是可靠的。
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引用次数: 0
APPLICATION OF GPS FOR STUDY THE GEODYNAMIC PROCESSES IN THE REGION OF SOUTHWESTERN BULGARIA GPS在保加利亚西南部地区地球动力过程研究中的应用
N. Dimitrov
The article summarizes the main geodetic activities performed in the region of Southwestern Bulgaria to study the modern crustal movements and clarify the geodynamic situation of the region. The study area is bounded to the north of the southern slopes of the Balkan Mountains, to the south to the southern slopes of the Rila Mountains, to the west � the western border of Bulgaria and to the east � the beginning of the Upper Thracian plain. The area has a complex geological structure with many active faults that must be studied. The region is of particular interest due to its high population density and high concentration of industrial facilities and resources. The main geodetic method for studying the crustal movements are GPS measurements, their processing and analysis of the results. To study the modern crustal movements in 1996- 1997, a geodynamic network was built that cover Southwestern Bulgaria. The network is designed for precision GPS measurements, determination the velocities of points and calculation of active strain. The results for velocities and strain rates of longtime monitoring are given. The velocities of the points are between 1.5mm/y of the northern most station and slightly over 3mm in the southern most station. The obtained result for strain rate field shows dominating N-S extension and the deformation is not uniformly distributed over the area. The strain rate field result confirms that the movement of points in the region of southwestern Bulgaria is in a southerly direction relative to stable Eurasia. This extensive movement of southern Bulgaria and northern Greece is also confirmed. Due to the long period of measurements the results are highly reliable and can be used for detailed geodynamic and geological study of the active fault structures in the region.
本文总结了在保加利亚西南部地区进行的主要大地测量活动,以研究现代地壳运动,阐明该地区的地球动力学状况。研究区域北至巴尔干山脉南坡,南至里拉山脉南坡,西至保加利亚西部边界,东至上色雷斯平原的起点。该地区地质构造复杂,有许多活动断层,必须加以研究。由于人口密度高,工业设施和资源高度集中,该地区特别令人感兴趣。研究地壳运动的主要大地测量方法是GPS测量及其结果的处理和分析。为了研究1996- 1997年的现代地壳运动,建立了一个覆盖保加利亚西南部的地球动力学网络。该网络用于高精度GPS测量、测点速度测定和主动应变计算。给出了长期监测的速度和应变率结果。测点的速度在最北站的1.5mm/y和最南站的略大于3mm /y之间。得到的应变率场结果显示出以N-S扩展为主,变形在区域内分布不均匀。应变速率场结果证实,相对于稳定的欧亚大陆,保加利亚西南部地区的点的运动方向是向南的。保加利亚南部和希腊北部的这种大规模迁移也得到证实。由于测量周期长,测量结果可靠性高,可用于该地区活动断裂构造的详细地球动力学和地质研究。
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引用次数: 0
CURRENT GEODETIC TECHNOLOGIES IN THE MAINTENANCE OF SPECIALIZED MAPS AND REGISTERS OF SEA BEACHES IN THE REPUBLIC OF BULGARIA 保加利亚共和国在维护专门的海滩地图和登记册方面的当前大地测量技术
Marina Georgieva
The latest amendments to Ordinance 1 on the creation and maintenance of specialized maps and registers of specialized public state property under the Act on the Black Sea coast spatial development create a procedure for changing and periodically updating these specialized maps and registers, as the existing regulation regulated only their creation and acceptance. The change and the periodic updating of these specialized maps and registers are assigned by the Bulgarian Agency for Geodesy, Cartography and Cadastre to certified individuals to perform cadastral activities, a qualified land surveyor who prepares the necessary draft amendments and documentation. In the above context, the article aims to present the results of the application of current geodetic technologies and solutions in connection with geodetic activities for periodic updating of specialized maps and registers under the Act on the Black Sea coast spatial development for the famous Bulgarian sea beach. The periodic update includes control geodetic measurements and analysis against the data reflected in the specialized maps and registers and the cadastral map and the cadastral registers; capture of new or changed objects, sub-objects and elements; verification of the characteristics of the objects and sub-objects. The obtained results are presented with the help of unmanned aerial system and global navigation satellite system and conclusions and recommendations are made for their applicability on the presented issues.
根据《黑海海岸空间发展法》,关于制作和维护专门地图和专门国有财产登记册的第1号法令的最新修正案规定了更改和定期更新这些专门地图和登记册的程序,因为现行条例只规定了制作和接受这些地图和登记册。这些专门地图和登记册的变更和定期更新是由保加利亚大地测量、制图和地籍局指派给经过认证的个人进行地籍活动,由合格的土地测量师编写必要的修订草案和文件。在上述背景下,本文旨在介绍当前大地测量技术和解决方案的应用结果,这些技术和解决方案与大地测量活动有关,以便根据《黑海沿岸空间发展法》定期更新专业地图和登记册,用于著名的保加利亚海滩。定期更新包括对专门地图和登记册以及地籍地图和地籍登记册所反映的数据进行控制大地测量和分析;捕获新的或改变的对象、子对象和元素;验证对象和子对象的特征。本文以无人机系统和全球卫星导航系统为例,给出了研究结果,并提出了结论和建议。
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引用次数: 0
THE POTENTIAL OF BIOCHAR AND COMPOST MIXTURE TO INCREASE THE MAIZE CANOPY DURING THE VEGETATIVE SEASON 生物炭和堆肥混合物在营养季节增加玉米冠层的潜力
Elena Aydın
Biochar is being studied for few decades as it finds various applications in mitigating climate change, improving soil properties and water retention which subsequently potentially improves the crop yields. One of the parameters potentially predicting the crop yield is the crop density during the vegetation period as it represents the number of plants per area unit that can photosynthesize and potentially bring yield at the end of vegetation season. The paper presents the observations on the changes in canopy density during the vegetative part of the vegetation season of maize (Zea mays L.) which was estimated using non-destructive method of close canopy imagery. The field observations were done at the experimental site in Dolna Malanta near Nitra (Slovakia). In 2014, a commercially purchased soil additive (biochar mixed with compost � BC) was applied to plots (4 x 6 m of size) of agricultural land in the rates of 0, 10 and 20 t/ha. The application rates of BC were combined with 3 levels of NPK fertilizer application (0, 160 and 240 kg N/ha). During the observation period from mid-May 2015 up to beginning of July 2015, images of maize canopy parallel to soil surface were taken from above the crop canopy with camera built up in the mobile. The canopy density was evaluated using the Breedpix software. The canopy density three weeks after sowing ranged from 1.7 to 2.1 % at the control treatments (without BC) at different fertilization levels. The values at treatments with BC ranged from 2.1 up to 2.4 and from 1.9 up to 2.6 % at the application rate 10 and 20 t/ha, respectively. Although in general higher values were observed at treatments with BC application, the differences were not significant. The canopy density over the studied period increased in all treatments, at the end of June the values ranged from 39 to 40 % at the treatments without BC and from 39 to 46 % at treatments with BC at 10 t/ha and from 38 up to 58 % at the treatments with BC at 20 t/ha application rate. Although majority of differences were not statistically significant, it can be concluded that overall biochar mixed with compost slightly increased the density of the maize canopy at least in the early stages of the development. As the maize height was increasing, the sampling method was not suitable as it was not possible to take image of the full canopy within the row. For such applications it might be useful to take photos from larger height preferably with UAV.
生物炭已经被研究了几十年,因为它在减缓气候变化、改善土壤性质和保水方面有各种应用,从而可能提高作物产量。植被期的作物密度是潜在预测作物产量的参数之一,因为它代表了在植被季结束时每面积单位能进行光合作用并可能带来产量的植物数量。本文采用近距离冠层成像无损方法对玉米(Zea mays L.)植被季营养部分的冠层密度变化进行了观测。实地观察是在尼特拉(斯洛伐克)附近的Dolna Malanta实验点进行的。2014年,一种商业购买的土壤添加剂(生物炭与堆肥混合)以0、10和20吨/公顷的速度施用于农田地块(4 × 6米大小)。BC的施用量与3个氮磷钾水平(0、160和240 kg N/ha)相结合。在2015年5月中旬至7月初的观测期内,利用车载相机在作物冠层上方拍摄平行于土壤表面的玉米冠层图像。利用Breedpix软件对冠层密度进行评价。不同施肥水平对照处理(不加BC)播后3周冠层密度在1.7% ~ 2.1%之间。在施用量为10 t/公顷和20 t/公顷的情况下,BC处理的值分别为2.1 ~ 2.4和1.9 ~ 2.6%。虽然在施用BC的处理中观察到较高的值,但差异不显著。在研究期内,所有处理的冠层密度均有所增加,6月底,未施用有机肥处理的冠层密度为39% ~ 40%,施用有机肥10 t/ hm2处理的冠层密度为39% ~ 46%,施用有机肥20 t/ hm2处理的冠层密度为38% ~ 58%。虽然大多数差异不具有统计学意义,但至少在发育早期,总体生物炭与堆肥混合略微增加了玉米冠层密度。随着玉米株高的增加,该采样方法无法获得行内全冠层的图像,因此不适用。对于这样的应用,最好是用无人机从更高的高度拍摄照片。
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引用次数: 0
MEASURING AND EVALUATION OF THE ECHOGENICITY GRADE OF SUBSTANTIA NIGRA IN MRI SEQUENCES VS B-MODE ULTRASOUND IMAGING USING THE SAME ALGORITHM: PILOT COMPARISON STUDY 使用相同算法测量和评价mri序列与b超成像中黑质回声级:先导比较研究
Jiri Blahuta, Tomás Soukup, J. Lavrincik, Lukáš Pavlík, J. Kozel
Diagnostic ultrasound (US) and magnetic resonance imaging (MRI) are important medical imaging methods in modern radiology. Our research is focused on imaging brain structures in neurology. In this paper we present differences of digital image analysis of the substantia nigra (SN) between US and MRI using the same algorithm. In the past, we developed an application for analyzing substantia nigra echogenicity in BMODE US images. Our developed application is based on a principle of binary thresholding in Region of Interest (ROI) to evaluate echogenicity grade. Increased echogenicity of SN is one of important markers for Parkinson�s Disease (PD) progress. The goal of this paper is to analyze if the same principle used for US B-MODE imaging is also applicable for different MR sequences to find out SN changes. From the achieved results detectable SN changes using MRI are possible at least as a complementary examination to US imaging. We need to prove if echogenicity index (called Echo-Index) is well reproducible value between two different MR sequences; SWI and T2-TSE; how to distinguish between pathological SN and normal anatomy. In the first pilot analysis, it seems that the principle of Echo-Index measurement could be a starting point to create a new large clinical study in this field. Totally 23 MR images from two different sequences (T1 and T2) were analyzed in this pilot study. However, it seems that Echo-Index cannot distinguish normal and diseased SN.
诊断超声(US)和磁共振成像(MRI)是现代放射学中重要的医学成像方法。我们的研究重点是神经学中的脑结构成像。在本文中,我们提出了在使用相同算法的美国和MRI之间的黑质(SN)的数字图像分析的差异。过去,我们开发了一种应用程序来分析BMODE US图像中的黑质回声性。我们开发的应用程序是基于感兴趣区域(ROI)的二值阈值原理来评估回声级。SN回声增强是帕金森病(PD)进展的重要标志之一。本文的目的是分析US B-MODE成像的相同原理是否也适用于不同的MR序列,以发现SN的变化。从所取得的结果来看,MRI至少可以作为超声成像的补充检查。我们需要证明回声性指数(称为Echo-Index)在两个不同的MR序列之间是否具有良好的可重复性;SWI和T2-TSE;如何区分病理性SN和正常解剖。在第一个试点分析中,回声指数测量的原理似乎可以作为在该领域开展新的大型临床研究的起点。在本初步研究中,共分析了来自两个不同序列(T1和T2)的23张MR图像。然而,回声指数似乎不能区分正常和病变的SN。
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引用次数: 0
UPDATED DIGITAL BATHYMETRIC MODEL OF POMORIE AND BURGAS BAY, BULGARIAN BLACK SEA 保加利亚黑海波莫里和布尔加斯湾的更新数字水深模型
Lyubomira Trendafilova, D. Dechev
Recently, the echosounder systems in the Bulgarian Black Sea shelf have become a standard method of seabed exploration. The paper presents the present-day field activity of bathymetric research, which revised available hydrographic data for the seabed. The study aims to combine and update archival bathymetric data from contemporary multibeam echo-sounding scanning and archive single-beam data. This work presents activity in the second stage of Project �Multidisciplinary study of Burgas Bay � MidBay. (Composition of a detailed digital model of the bottom relief with analysis of modern geomorphological conditions and archaeological forecasting modelling)� with a primary scientific goal to create an overall bathymetric model of the Burgas and Pomorie bays. The studied bay is strongly anthropogenically modified by the port in its southern part. The reconstruction of seafloor topography will allow the detection of substrate varieties and the identification of contemporary geomorphological bedforms and processes. A historical review of hydrographic research and geo base database was created for the seabed of the Bulgarian coastal zone in support of this study with different-year bathymetric surveys. The used data consolidate sonar mosaics, single beam, multibeam bathymetric data and raster satellite images, processed in PDS 2000, SonarWiz, and GIS environment. The coverage and density of the bathymetric data allowed the generation of a seabed digital bathymetric model with a horizontal resolution of 11 m. In addition, a bathymetric map with an interval of 0.5 m was created with high accuracy. Such a high-resolution model is an important advance in the highresolution mapping of the Bulgarian Black Sea coastal zone.
最近,保加利亚黑海大陆架的回声测深系统已成为海底勘探的标准方法。本文介绍了目前深海测量研究的野外活动,这些活动修订了现有的海底水文资料。该研究旨在结合和更新来自当代多波束回声探测扫描和档案单波束数据的档案水深数据。这项工作展示了项目“布尔加斯湾多学科研究”第二阶段的活动。(通过对现代地貌条件的分析和考古预测建模,制作了一个详细的海底地形数字模型)——主要的科学目标是创建布尔加斯湾和波莫里湾的整体水深模型。所研究的海湾受到南部港口强烈的人为影响。海底地形的重建将允许检测基底的变化和当代地貌的床型和过程的识别。为保加利亚沿海地区海底建立了水文研究的历史回顾和地理基础数据库,以支持这项研究,并进行了不同年份的测深调查。所使用的数据整合了声纳拼接、单波束、多波束测深数据和栅格卫星图像,在PDS 2000、SonarWiz和GIS环境下进行处理。水深数据的覆盖范围和密度使得能够生成水平分辨率为11米的海底数字水深模型。此外,还制作了高精度间隔0.5 m的水深图。这种高分辨率模型是保加利亚黑海沿岸地区高分辨率制图的重要进展。
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引用次数: 0
TOPOGRAPHIC WORKS EXECUTED FOR LIFTING AND DRAWING A COLLECTIVE CONSTRUCTION GF+1F+A IN A RESIDENTIAL AREA OF TIMISOARA, ROMANIA 在罗马尼亚蒂米什瓦拉的一个住宅区,为吊装和绘制集体建筑gf + 1f + a进行地形工作
C. Bârliba, L. Barliba, C. Popescu, I. Samfira, F. C. Bârliba
The theme of the work aimed to present a model of drawing up and carrying out a drawing work for collective constructions in order to build a building with a ground floor + 1st floor + attic. This project has been approved by the City Hall of Timisoara, Romania. The purpose of the work was to identify and execute a topographic elevation, to draw and track the horizontality and verticality of the building for each level (ground floor, floor, attic). The work was completed with the preparation of a cadastral documentation that includes the tabulation of the construction and the division into apartments of the building, being a collective dwelling with several beneficiaries. It was designed to be a construction type with a height regime GF+1F+A included in the land book 441649 from the database of the municipality of Timisoara. The building will have 4 housing units per level: ground floor, 1st floor and attic, each with 4 apartments. The structure of the building is made of 25 cm brick, with an exterior insulation of 10 cm, and the roof will be made on a wooden structure covered with metal tile. Due to the small tolerances admitted by the builder in drawing the axes and bolts, it was absolutely necessary to perform specialized works to identify the land, to execute the topographic elevations in order to draw up the situation plan and, subsequently, to place the future construction according to the distances approved by the urbanism certificate and building permit. This type of works requires a large volume of work both in the preliminary phase and in the execution phase: measuring large areas of land and raising all the details of planimetry and relief.
作品的主题旨在呈现一个为集体建筑绘制和执行绘图工作的模型,以建造一个一楼+一楼+阁楼的建筑。该项目已获得罗马尼亚蒂米什瓦拉市政厅的批准。这项工作的目的是确定和执行地形标高,绘制和跟踪建筑每一层(一楼、二楼、阁楼)的水平和垂直度。这项工作是在地籍文件的准备工作中完成的,其中包括建筑的制表和建筑公寓的划分,这是一个有几个受益人的集体住宅。它被设计为一种高度为GF+1F+ a的建筑类型,包含在蒂米什瓦拉市政府数据库的441649地图册中。该建筑每层将有4个住房单元:一楼,一楼和阁楼,每个有4个公寓。建筑的结构由25厘米的砖制成,外部绝缘为10厘米,屋顶将在覆盖金属瓦的木结构上建造。由于建筑商在绘制轴线和螺栓时允许的公差很小,因此绝对有必要进行专门的工作来确定土地,执行地形标高,以便制定情况计划,并随后根据城市规划证书和建筑许可证批准的距离放置未来的建筑。这种类型的工程在初步阶段和执行阶段都需要大量的工作:测量大面积的土地并提出平面测量和浮雕的所有细节。
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引用次数: 0
MODELLING BARLEY BIOMASS FROM PHENOCAM TIME SERIES WITH MULTI-OUTPUT GAUSSIAN PROCESSES 基于多输出高斯过程的phenocam时间序列大麦生物量建模
Dessislava Ganeva, Milen Chanev, D. Valcheva, Lachezar Hristov Filchev, G. Jelev
Biomass is monitored in many agricultural studies because it is closely related to the growth of the crop. The technique of digital repeat photography that continuously capture images of a given area with an RGB or near-infrared enabled cameras, Phenocams, has been used for more than a decade mainly to estimate phenology. Studies have found a relationship between Phenocam data and above-ground dry biomass. In this context we investigate the modeling of barley fresh above and underground biomass with Green chromatic coordinate (Gcc) colour index, extracted from Phenocam data, and multi-output Gaussian processes (MOGP). We take advantage of the available very high temporal resolution data from the phenocam to predict the biomass. The MOGP models take into account the relationships among output variables learning a cross-domain kernel function able to transfer information between time series. Our results suggest that MOGP model is able to successfully predict the variables simultaneously in regions where no training samples are available by intrinsically exploiting the relationships between the considered output variables.
生物量在许多农业研究中受到监测,因为它与作物的生长密切相关。使用RGB或近红外相机(Phenocams)连续捕捉给定区域图像的数字重复摄影技术,主要用于估计物候学已有十多年的历史。研究发现了Phenocam数据与地上干生物量之间的关系。在这种情况下,我们研究了大麦新鲜地上和地下生物量的绿色色坐标(Gcc)颜色指数的建模,从Phenocam数据中提取,以及多输出高斯过程(MOGP)。我们利用现有的非常高的时间分辨率数据来预测生物量。MOGP模型考虑了输出变量之间的关系,学习了一个能够在时间序列之间传递信息的跨域核函数。我们的研究结果表明,MOGP模型能够通过内在地利用所考虑的输出变量之间的关系,在没有可用训练样本的区域成功地同时预测变量。
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22nd SGEM International Multidisciplinary Scientific GeoConference Proceedings 2022, Informatics, Geoinformatics and Remote Sensing
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