Temporal replication of the national land cover database using active machine learning     

Galen J. Maclaurin 《地理信息系统科学与遥感》2016,53(6):759-777

Regional and national level land cover datasets, such as the National Land Cover Database (NLCD) in the United States, have become an important resource in physical and social science research. Updates to the NLCD have been conducted every 5 years since 2001; however, the procedure for producing a new release is labor-intensive and time-consuming, taking 3 or 4 years to complete. Furthermore, in most countries very few, if any, such releases exist, and thus there is high demand for efficient production of land cover data at different points in time. In this paper, an active machine learning framework for temporal updating (or backcasting) of land cover data is proposed and tested for three study sites covered by the NLCD. The approach employs a maximum entropy classifier to extract information from one Landsat image using the NLCD, and then replicate the classification on a Landsat image for the same geographic extent from a different point in time to create land cover data of similar quality. Results show that this framework can effectively replicate the land cover database in the temporal domain with similar levels of overall and within class agreement when compared against high resolution reference land cover datasets. These results demonstrate that the land cover information encapsulated in the NLCD can effectively be extracted using solely Landsat imagery for replication purposes. The algorithm is fully automated and scalable for applications at landscape and regional scales for multiple points in time.  相似文献   

日照市河谷平原区成井方法对比研究     

陈冶  程微  陈文彬  岳雅  苑雪峰 《化工矿产地质》2016,(3):166-170

在分析日照河谷平原区水文地质条件的基础上,通过大量抽水试验数据,对比分析研究了当地民井与本次施工水井成井方法的差异,指出了当地民井在成井方法上的不足和缺陷,并提出了适宜该区的成井方法建议。  相似文献   

乌兰哈达变质岩地层地热勘探井钻头选择与取心工艺          下载免费PDF全文

宋国龙  董劲松  李进安 《探矿工程》2016,43(12):41-44

内蒙古自治区察右后旗乌兰哈达苏木地热勘探井井深2006.87 m。采用石油30型钻机施工,钻遇地层大部分为变质岩,达1500 m以上,对牙轮钻头损坏严重,同时施工要求进行18次岩心采取。经过对钻头的试用、选择,最后选用HJ637G型牙轮钻头,钻进时效可达0.8～1.2 m,使用寿命可达到80～100 h。取心段采用川7-4型双管单动取心筒配合金刚石钻头,岩心采取率可达70%～95%。  相似文献   

Prediction of Seaward Slope Recession in Berm Breakwaters Using M5' Machine Learning Approach     

Alireza Sadat Hosseini  Mehdi Shafieefar 《海洋工程》2016,(1):19-32

In the design process of berm breakwaters, their front slope recession has an inevitable rule in large number of model tests, and this parameter being studied. This research draws its data from Moghim’s and Shekari’s experiment results. These experiments consist of two different 2D model tests in two wave flumes, in which the berm recession to different sea state and structural parameters have been studied. Irregular waves with a JONSWAP spectrum were used in both test series. A total of 412 test results were used to cover the impact of sea state conditions such as wave height, wave period, storm duration and water depth at the toe of the structure, and structural parameters such as berm elevation from still water level, berm width and stone diameter on berm recession parameters. In this paper, a new set of equations for berm recession is derived using the M5'' model tree as a machine learning approach. A comparison is made between the estimations by the new formula and the formulae recently given by other researchers to show the preference of new M5'' approach.  相似文献   

Development of Prebored Screw Pile Method and Evaluation of Its Bearing Characteristics     

Chung-Won Lee  Sung-Yong Park 《Marine Georesources & Geotechnology》2016,34(1):42-56

The pile-driving method produces considerable noise and vibrations. Hence, an auger-drilled pile method was developed as a low-noise and -vibration substitute. However, this method does not guarantee the bearing capacity of the pile unless some amount of pile-driving is performed. Therefore, the noise and vibration problems cannot be completely solved. In this study, a prebored screw pile method is proposed to solve these problems. In this method, piles are constructed by the rotary penetration of a screw pile into a prebored hole filled with some cement milk and whose diameter is smaller than that of the screw pile. To determine the shape of the screw pile, laboratory tests with model screw piles were conducted. Also, field load tests were conducted on an actual screw pile fabricated based on the laboratory test result and on a smooth-surfaced pile. In addition, the behavior of the screw pile was estimated by using three-dimensional finite element analysis. The results of the field load test and the numerical simulation showed that the ultimate bearing capacity and the unit skin friction of the screw pile are very superior to those of the smooth-surfaced pile and the cement milk is an important factor in the prebored screw pile method.  相似文献   

FD-600全液压动力头反循环连续取样钻机研制与应用     

刘智荣  伍晓龙  王庆晓 《探矿工程》2018,45(3):62-67

文章结合国内外CSR取心技术的现状和所生产钻机的特点,为满足国内对空气反循环连续取样（心）、冲击回转、定向钻进等多种高效钻探工艺对钻机的需要,从钻机整体结构设计、整体布局进行详细考量,采用质量可靠的液压件、动力机等外购件,摒弃传统钻机设计周期长、动力小、机械化程度低、对地形和钻探工艺适应性低等特点,研制出了一台高效、可靠、机械化程度较高的FD-600型全液压动力头式反循环取样钻机。在3次野外生产试验中充分体现出了优越性,可满足砂金勘探、工程施工等取心钻探的要求。  相似文献   

上海市东方医院青岛分院钻孔桩施工技术     

李先经 《探矿工程》2018,45(12):64-68

上海市东方医院（同济大学附属东方医院）青岛分院桩基工程,工程量大,工期紧,因上部存在填土、淤泥质土,地层条件较复杂。根据工程实际情况采用了旋挖钻机、冲击钻机、回转钻机成孔工艺,采取加长钢护筒、泥浆护壁等技术措施,有效解决了缩径、孔壁坍塌问题,保质保量按期完成了施工任务,取得了很好的经济和社会效益。  相似文献   

ZT-TG500推管机的研制     

魏华超 《探矿工程》2018,45(3):71-75

介绍了ZT-TG500型推管机的参数、工作原理、主要结构构成及其功能、关键技术、用途。推管机在非开挖施工过程中,对非开挖设备起到了辅助的作用,能够“营救”施工中卡死的管线,也可以协助非开挖设备推动管线前进,保证工程的成功。该推管机采用电液比例控制技术,能够实现零到最大无级调速,给施工带来了很多的益处;卡瓦橡胶硫化涂覆技术,保证了卡瓦夹紧时不损坏钢管表面的防腐层,同时保证了足够的夹持力而不打滑;双油缸同步防扭技术,采用滑动导轨与大型分流阀的机液控制方法,来实现油缸的零阻力,使油缸的推力能有效地应用到工程中。通过青州水管铺设与穿越松花江的自来水管铺设的现场应用,取得了良好的效果。  相似文献   

阜阳华纺新天地超长空桩成孔施工控制措施          下载免费PDF全文

邢敏 《探矿工程》2018,45(6):89-91

阜阳华纺新天地桩基工程,原计划基坑底面施工调整为地面施工,增加了近14 m的空桩。为此,工程桩施工质量存在桩位、孔底沉渣厚度、钢筋笼位置、砼质量、砼桩顶标高等方面控制的相关问题。本文介绍了其施工情况,其经验可供类似工程借鉴。  相似文献   

Mapping fractional landscape soils and vegetation components from Hyperion satellite imagery using an unsupervised machine-learning workflow     

Michael J. Friedel  Massimo Buscema  Luiz Eduardo Vicente  Fabio Iwashita  Andréa Koga-Vicente 《International Journal of Digital Earth》2018,11(7):670-690

An unsupervised machine-learning workflow is proposed for estimating fractional landscape soils and vegetation components from remotely sensed hyperspectral imagery. The workflow is applied to EO-1 Hyperion satellite imagery collected near Ibirací, Minas Gerais, Brazil. The proposed workflow includes subset feature selection, learning, and estimation algorithms. Network training with landscape feature class realizations provide a hypersurface from which to estimate mixtures of soil (e.g. 0.5 exceedance for pixels: 75% clay-rich Nitisols, 15% iron-rich Latosols, and 1% quartz-rich Arenosols) and vegetation (e.g. 0.5 exceedance for pixels: 4% Aspen-like trees, 7% Blackberry-like trees, 0% live grass, and 2% dead grass). The process correctly maps forests and iron-rich Latosols as being coincident with existing drainages, and correctly classifies the clay-rich Nitisols and grasses on the intervening hills. These classifications are independently corroborated visually (Google Earth) and quantitatively (random soil samples and crossplots of field spectra). Some mapping challenges are the underestimation of forest fractions and overestimation of soil fractions where steep valley shadows exist, and the under representation of classified grass in some dry areas of the Hyperion image. These preliminary results provide impetus for future hyperspectral studies involving airborne and satellite sensors with higher signal-to-noise and smaller footprints.  相似文献