A Comparative Study of Various Supervised Learning Approaches to Selective Omission in a Road Network

Selective omission is necessary for road network generalisation. This study investigates the use of supervised learning approaches for selective omission in a road network. To be specific, at first, the properties to measure the importance of a road in the network are viewed as input attributes, and the decision of such a road is retained or not at a specific scale is viewed as an output class; then, a number of samples with known input and output are used to train a classifier; finally, this classifier can be used to determine whether other roads to be retained or not. In this study, a total of nine supervised learning approaches, i.e., ID3, C4·5, CRT, Random Tree, support vector machine (SVM), naive Bayes (NB), K-nearest neighbour (KNN), multilayer perception (MP) and binary logistic regression (BLR), are applied to three road networks for selective omission. The performances of these approaches are evaluated by both quantitative assessment and visual inception. Results show that: (1) in most cases, these approaches are effective and their classification accuracy is between 70% and 90%; (2) most of these approaches have similar performances, and they do not have any statistically significant difference; (3) but sometimes, ID3 and BLR performs significantly better than NB and SVM; NB and KNN perform significantly worse than MP, SVM and BLR.     

城市地下管线点测量中存在质量问题的分析

通过近年来从事地下管线探测工作中,发现、总结管线点测量存在的质量问题以及所呈现出的规律性,结合测绘新技术、分析影响管线点测量质量的一些因素,从而使测绘生产单位进一步了解测绘产品生产过程中容易出现的质量问题,便于采取积极、有效的预防措施,使测绘产品质量进一步得到提高,做到对单位负责,对使用产品的用户负责。     

一种新的二进制地图矢量文件格式设计

比较了二制文件与文本文件的优点,以线状数据为例设计了便于文档序列化,易于面向对象ＧＩＳ进行了的二进矢量地图文件格式。     

结合IGS分析中心产品的轨道综合算法及其精度分析

鉴于IGS分析中心的框架及轨道产品趋于稳定,提出了基于IGS分析中心产品的轨道综合算法。利用自编算法对IGS各分析中心2017年2月26日—2017年4月8日精密轨道进行综合,获得GPS综合轨道。结果表明,IGS进行轨道综合的9个分析中心中,NGS、GFZ、CODE和ESA 4个分析中心的轨道产品精度相对较好,剩余5个分析中心的轨道产品相对较差;各分析中心与IGS发布的综合轨道间存在框架差异性;使用本文算法计算得到的合成轨道结果与IGS综合轨道作比较,二者三维差异小于5 mm,优于快速星历,证明了本文算法的可行性。     

航空重力测量的空中数据处理与分析

针对航空重力测量的原始扰动数据,本文介绍了数据处理的一般流程,内容包括原始数据检查、零点漂移校正、平均高程面归算、交叉点搜寻、内符合精度评价、离散数据的格网化等方面,详细说明了每一步数据处理的理论模型,并通过工程实例对计算结果进行了讨论和分析,为今后开展大规模航空重力测量业务作出一定的尝试和探索.     

PS-600四波束测深仪在扫海探测中的应用

全覆盖高精度扫海测量已成为近海工程测量的主攻方向,精密扫海测深仪的研制日益受到各沿海国家的重视。日本KAIJO公司于90年代初推出了PS-600四波束扫海测深仪,该仪器具有覆盖面宽,精度高的特点,体现了世界测深仪的最新研制水平。本文对PS-600的性能特点作了分析,结合在中国大连港口的试验,对PS-600用于近海工程扫海测量的有关问题进行了探讨,得出一些有益的结论。     

深度卷积神经网络支持下的遥感影像飞机检测

针对YOLOv3算法对小目标检测较差及出现较多漏检的问题,本文提出了一种优化的YOLOv3算法.首先使用K-means算法计算出与数据集相适用的锚框;其次将扩张卷积引入到YOLOv3网络,用来增强网络高层的感受野,改善小目标的检测效果;然后使用深度可分离卷积取代YOLOv3网络残差模块中的普通卷积,可减少计算量,从而得到一种新型卷积神经网络结构;最后在数据集上进行对比试验.结果表明,优化的YOLOv3算法能够检测出更多目标,降低漏检率,相比于YOLOv3算法,其召回率提高11.86%,F1-score提高2.99%.     

关于网络时代中国测绘科学研究院图书馆发展的思考

简要回顾了中国测绘科学研究院图书馆 40年的发展历史 ,该馆目前是国内颇具测绘专业特色 ,测绘文献馆藏资源最为丰富的专业性图书馆。随着网络时代的到来 ,中测院图书馆的发展面临着机遇 ,也面临着挑战。介绍了国家数字图书馆的建设情况及其意义。指出数字图书馆是测绘专业图书馆发展的必由之路 ,对建设测绘专业数字图书馆建设中面临的若干问题进行了一些探索性思考。     

Incorporating uncertainty of future sea-level rise estimates into vulnerability assessment: A case study in Kahului, Maui

Accurate sea-level rise (SLR) vulnerability assessments are essential in developing effective management strategies for coastal systems at risk. In this study, we evaluate the effect of combining vertical uncertainties in Light Detection and Ranging (LiDAR) elevation data, datum transformation and future SLR estimates on estimating potential land area and land cover loss, and whether including uncertainty in future SLR estimates has implications for adaptation decisions in Kahului, Maui. Monte Carlo simulation is used to propagate probability distributions through our inundation model, and the output probability surfaces are generalized as areas of high and low probability of inundation. Our results show that considering uncertainty in just LiDAR and transformation overestimates vulnerable land area by about 3 % for the high probability threshold, resulting in conservative adaptation decisions, and underestimates vulnerable land area by about 14 % for the low probability threshold, resulting in less reliable adaptation decisions for Kahului. Not considering uncertainty in future SLR estimates in addition to LiDAR and transformation has variable effect on SLR adaptation decisions depending on the land cover category and how the high and low probability thresholds are defined. Monte Carlo simulation is a valuable approach to SLR vulnerability assessments because errors are not required to follow a Gaussian distribution.     

离子色谱法测定六价铬和三价铬

本文提出了用HPIC-AG4柱和用0.5mmol/L Na_2CO_3为淋洗剂(2.0ml/min),离子色谱法测定土壤中Cr(Ⅵ)。50μl进样体积时的检测限为0.1μg/ml Cr(Ⅵ),同时在0.01mol/L NaOH的介质中,H_2O_2将Cr~(3+)氧化成CrO_4~(2-),然后测定总Cr量,由此计算Cr~(3+)的含量。