Evaluating techniques for mapping island vegetation from unmanned aerial vehicle (UAV) images: Pixel classification,visual interpretation and machine learning approaches     

《International Journal of Applied Earth Observation and Geoinformation》2020

We evaluate three approaches to mapping vegetation using images collected by an unmanned aerial vehicle (UAV) to monitor rehabilitation activities in the Five Islands Nature Reserve, Wollongong (Australia). Between April 2017 and July 2018, four aerial surveys of Big Island were undertaken to map changes to island vegetation following helicopter herbicide sprays to eradicate weeds, including the creeper Coastal Morning Glory (Ipomoea cairica) and Kikuyu Grass (Cenchrus clandestinus). The spraying was followed by a large scale planting campaign to introduce native plants, such as tussocks of Spiny-headed Mat-rush (Lomandra longifolia). Three approaches to mapping vegetation were evaluated, including: (i) a pixel-based image classification algorithm applied to the composite spectral wavebands of the images collected, (ii) manual digitisation of vegetation directly from images based on visual interpretation, and (iii) the application of a machine learning algorithm, LeNet, based on a deep learning convolutional neural network (CNN) for detecting planted Lomandra tussocks. The uncertainty of each approach was assessed via comparison against an independently collected field dataset. Each of the vegetation mapping approaches had a comparable accuracy; for a selected weed management and planting area, the overall accuracies were 82 %, 91 % and 85 % respectively for the pixel based image classification, the visual interpretation / digitisation and the CNN machine learning algorithm. At the scale of the whole island, statistically significant differences in the performance of the three approaches to mapping Lomandra plants were detected via ANOVA. The manual digitisation took a longer time to perform than others. The three approaches resulted in markedly different vegetation maps characterised by different digital data formats, which offered fundamentally different types of information on vegetation character. We draw attention to the need to consider how different digital map products will be used for vegetation management (e.g. monitoring the health individual species or a broader profile of the community). Where individual plants are to be monitored over time, a feature-based approach that represents plants as vector points is appropriate. The CNN approach emerged as a promising technique in this regard as it leveraged spatial information from the UAV images within the architecture of the learning framework by enforcing a local connectivity pattern between neurons of adjacent layers to incorporate the spatial relationships between features that comprised the shape of the Lomandra tussocks detected.  相似文献   

多层构造油藏纵向细分计算单元对储量参数及结果的影响     

颜冠山  刘宗宾  宋洪亮  韩雪芳  王欣然 《地质与资源》2020,29(4):342-350

为满足油田中后期精细开发及后续调整挖潜的需要，亟需进行更精细的储量研究，其中最重要的一环就是纵向细分计算单元.对于多层构造油藏，纵向细分主要根据油层组内隔夹层分布特征、小层物性特征，细分到以小层或者分布特征和物性相近且纵向上连续分布的小层组合为计算单元.根据纵向细分计算单元前后储量参数选值的理论推导，结合储层的沉积展布特征，认为含油面积范围内无储层尖灭时，仅平面油层厚度差异较大的油藏平均有效厚度变小.含油面积范围内储层尖灭时，正常三角洲沉积储层的油藏各参数一般都变小；而辫状河三角洲沉积储层的油藏一般平均有效厚度变小，平均有效孔隙度和平均含油饱和度变大.这一结论可以有效指导储量评估过程中纵向细分计算单元方案划分，为同类油田的精细储量研究提供技术支撑.  相似文献   

台湾海峡西部海域沉积体系、地层架构与油气勘探前景          下载免费PDF全文

杜文波  黄文凯  朱红涛  张璐  Jakub Miluch 《中国地质》2020,47(5):1542-1553

基于台湾海峡西部新采集的高分辨率二维地震资料及钻井数据，结合区域地质资料和前人研究成果，建立台湾海峡西部高精度等时地层格架，在此基础上厘定了地质年代属性和沉积相特征分析。研究表明第四纪地层识别出6个三级层序界面，对应地划分为5个三级层序。研究区地震相主要有席状平行—亚平行地震相、前积地震相、下切谷充填地震相、充填状低连续地震相和充填状杂乱地震相等，不同的地震相及其组合代表特定的沉积体系。通过以上分析可知研究区新生代主要发育于海陆过渡地带，主要发育冲积/洪积平原相和滨岸平原相，在此基础上分析沉积演化特征，为台湾海峡西部海域进行精细勘探提供地质依据，这对将来的油气勘探具有重要的指导意义。  相似文献   

浅析四川省金矿床资源储量概况及成矿类型     

宋元宝  杨怀超  白富政  张伟  牟昀屹  侯从强  杨志军  王丹 《四川地质学报》2020,40(1):56-59,63

四川省岩金矿主要分布于阿坝州北部-东部及甘孜州和凉山州-盆地西部地区,其次是广元市-绵阳市西北部的"金三角"地区的分布特征。通过研究和归纳,本文将矿床类型归纳为11个三级亚类,并根据该11个类型对矿床规模进行统计,得出了数量上四川省以岩浆热液型金矿为主,其次为砂矿性金矿为主,再次为海相火山岩型金矿的结论。在此基础上,对四川省的金矿勘查工作程度、开发利用情况进行了评述,希望能够起到抛砖引玉作用,为省内金矿的勘查开发利用及找矿提供一定思路。  相似文献   

南沙他国侵占岛礁战略价值及空间格局评价     

闵开付  程亮  周晓  夏南  李宁  李满春 《热带地理》2020,40(4):684-693

从建岛潜力、岛礁辐射能力和岛礁承载能力3个方面选取26个指标，采用主客观综合赋权法确定各因子权重，利用线性加权法获得被越南、菲律宾、马来西亚、文莱等国所侵占的南沙44个岛礁的战略价值，并对结果进行空间插值，分析其空间格局特征。结果表明：1）被马来西亚侵占的弹丸礁、越南侵占的南威岛、以及菲律宾侵占的中业岛，其战略价值位列前3，评价得分分别为100、98.42和97.09。2）岛礁辐射能力空间分布格局呈现“NW—SE条带式”，“最高”和“高”等级的区域由研究区西北延伸至东南，然后向东北、西南两侧递减，辐射能力格局中有2个核心区域和2个次级核心区域。承载能力空间分布格局呈现“横向条带式”，由北向南越来越低，有1个核心区域和2个次级核心区域。建岛潜力空间分布格局有3个核心区域及2个次级核心区域。3）岛礁战略价值空间分布格局有3个核心区域，分布于研究区中部、北部及南部，与越南、菲律宾、马来西亚密切相关的核心区域各有1个。越南侵占岛礁最多且空间分布较广，有2个次级核心区域也与越南密切相关，越占岛礁若进一步建设，将形成多核心协同的战略格局，需密切关注。  相似文献   

非常规油气地质岩心钻探专业术语的商榷          下载免费PDF全文

崔大勇 《探矿工程》2018,45(12):91-93,68

针对石油钻井工程与矿产地质钻探工程中使用的部分专业术语在理解和应用上存在的差异进行梳理,为了方便各项技术工作的融合、沟通交流和资料的收集与验收,希望相关专业术语在定义和使用上进一步规范和统一,以便于对今后非常规油气地质岩心钻探工作的开展能有所帮助。  相似文献   

中国南方古生界碳酸盐岩发育对页岩气成藏和开发控制问题     

淡永  卢炳雄  梁彬  张庆玉  李景瑞 《中国岩溶》2018,37(3):343-350

中国南方古生界有利暗色页岩发育,但现页岩气勘探取得突破较少,主要原因是南方地质条件复杂,尤其是南方暗色页岩与碳酸盐岩间互发育,页岩气勘探开发面临复杂的碳酸盐岩地质问题。文章从国外勘探经验及近年来南方地区页岩气勘探实践中总结并详细分析了碳酸盐岩发育对页岩气成藏和开发控制的5大问题:（1）地表或近地表岩溶地质问题对开采的影响;（2）页岩目的层顶底板及其内部碳酸盐岩层对成藏和开采的影响;（3）页岩中碳酸盐类矿物含量对开采压裂的影响;（4）页岩层中天然裂缝被方解石充填对成藏的影响问题;（5）常规碳酸盐岩储层与非常规页岩共同成藏问题。建议在南方古生界开展页岩气勘探开发中,把碳酸盐岩本身储集成藏和碳酸盐岩对页岩气成藏、开采、钻井施工等的影响综合考虑,以总含油气系统的思路,综合选井,以促进南方古生界页岩气的勘探开发。   相似文献   

现代海底块状硫化物矿床储量估算方法探讨     

张柏松 《地质与勘探》2018,54(4):723-734

海底块状硫化物矿床具有巨大的经济价值和良好的开发前景。但是由于勘探难度和技术手段的限制,在全球已经发现的600多个海底热液喷口和硫化物矿床中,不到5%的矿床进行了详细的勘探,进行资源量计算的矿床更是屈指可数。选择适当的方法估算储量对于深海资源开发意义重大。本文系统总结了前人估算海底硫化物储量的方法,并以勘探程度相对较高、数据资料相对丰富的Atlantis-II-Deep矿床和Solwara 1矿床为例,评析了前人采用不同储量计算方法得到的结果和各种方法计算的准确性;针对有一定钻孔数据的TAG硫化物堆丘,采用距离反比法重新计算了储量,并和块段法估算的结果进行对比。得到以下结论:(1)海底硫化物矿体形态是制约储量估算方法适用性的一个重要因素;(2)传统几何法可以在极低勘探条件下估算海底硫化物储量量级;(3)对于海底硫化物储量估算,地质统计学的精度高于传统几何法;(4)较高勘探条件下距离反比法可以与地质统计学相互对照、验证;(5)在一定钻孔数量的条件下,可以应用距离反比法进行海底硫化物储量估算。  相似文献   

Foundations of petroleum prediction based on the activation of geochemical processes by direct current     

V.Yu. Shigaev 《Russian Geology and Geophysics》2018,59(11):1508-1513

Petroleum prediction in local objects and the applicability of geologic environment parameters in this regard are considered. The proposed guidelines for petroleum potential prediction are based on the analysis of the distribution of typomorphic epigenetic multivalent elements loosely fixed in rocks before and after electric current treatment. The advantage of geoelectrochemical methods providing data on the chemical composition of above-productive deposits is demonstrated.  相似文献   

Results of magnetotelluric surveyon reference geophysical profiles of the Karaton-Sarkamys block in Kazakhstan     

G.K. Umirova  S.A. Istekova  I.N. Modin 《Russian Geology and Geophysics》2018,59(1):96-104

A digital geoelectric model of the Karaton-Sarkamys block located in the southern (Kazakhstan) part of the Caspian Depression has been developed on the basis of processing and interpretation of magnetotelluric sounding data. Geoelectric sections and structural maps of geoelectric layers have been constructed. It has been shown that magnetotelluric sounding combined with seismic and GIS data can be efficiently used to obtain additional information on the lithologic and reservoir properties of petroleum plays.  相似文献