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.     

Regional yield estimation for winter wheat with MODIS-NDVI data in Shandong, China

The significance of crop yield estimation is well known in agricultural management and policy development at regional and national levels. The primary objective of this study was to test the suitability of the method, depending on predicted crop production, to estimate crop yield with a MODIS-NDVI-based model on a regional scale. In this paper, MODIS-NDVI data, with a 250 m resolution, was used to estimate the winter wheat (Triticum aestivum L.) yield in one of the main winter-wheat-growing regions. Our study region is located in Jining, Shandong Province. In order to improve the quality of remote sensing data and the accuracy of yield prediction, especially to eliminate the cloud-contaminated data and abnormal data in the MODIS-NDVI series, the Savitzky–Golay filter was applied to smooth the 10-day NDVI data. The spatial accumulation of NDVI at the county level was used to test its relationship with winter wheat production in the study area. A linear regressive relationship between the spatial accumulation of NDVI and the production of winter wheat was established using a stepwise regression method. The average yield was derived from predicted production divided by the growing acreage of winter wheat on a county level. Finally, the results were validated by the ground survey data, and the errors were compared with the errors of agro-climate models. The results showed that the relative errors of the predicted yield using MODIS-NDVI are between −4.62% and 5.40% and that whole RMSE was 214.16 kg ha⁻¹ lower than the RMSE (233.35 kg ha⁻¹) of agro-climate models in this study region. A good predicted yield data of winter wheat could be got about 40 days ahead of harvest time, i.e. at the booting-heading stage of winter wheat. The method suggested in this paper was good for predicting regional winter wheat production and yield estimation.     

GPRS在测量GPS RTK中的应用

在测量技术高速发展的今天,GPS已经成为大众测量工具,GPRS网络数据传输方式在GPS测量中的应用,使得GPS在测量中,基准站与流动站的连接速度更快、基准站与流动站的作业距离更远、基准站与流动站之间的数据通讯更加稳定,测量精度更加精确等优势。     

首都圈地区现今地壳运动的GPS观测与构造活动模拟

利用首都圈地区1992~2004年间280多个GPS点位复测资料,获得了该地区高精度的地壳形变速度场,相对欧亚板块的水平速度场由北向南由4 mm/a逐渐增加到9 mm/a;采用边界元(BEM)理论及位移不连续的多边形元素构建断层的三维模型,并利用均匀介质且各向同性的半无限线弹性空间模型反演计算了断层滑移量,模拟了GPS点位的位移场,在此基础上获得了主要活动断层和首都圈地区的地表、地表下15km和25 km剖面的静态位移场、应力及应变场。结果表明,GPS点位的模拟位移场与观测值在南北向和东西向的误差分别为0.68 mm及0.77 mm,各个主要活动断层在1992~2004年间的构造活动较弱,随着深度的增加,剖面的应变逐渐增加。     

土木大类测量实习教学模式的改革与实践

土木大类的测量学实习在培养学生的生产实践能力方面起着不可或缺的作用,分析了目前实习模式的特点,指出现有实习模式存在的缺陷,认为测量实习环节应根据不同的专业方向开辟具有专业特色的实习项目,针对公路工程、桥梁工程、建筑工程和港口与航道工程专业提出新的实习模式,在教学实践改革中取得了良好效果。     

中小城市首级GPS控制网布测方案的选择

探讨了中小城市首级GPS控制网的几种布测方案,用实测GPS数据对几种常用的布测方案进行了精度分析,从而确定城市首级GPS控制网的最佳布设方案。     

GPS道路修测系统在中国公路网测绘工程中的应用

本文介绍了车载式GPS道路修测系统的基本原理和体系结构，详细讲述了该系统在“中国公路网GPS测绘工程”的应用。“中国公路网GPS测绘工程”是由多家部门共同参与的大型道路测绘项目，目的是解决现有公路网数据库现势性差的问题。文中结合“中国公路网GPS测绘工程”重点阐述了修测系统中几个关键技术的实现方法，最后给出了修测系统在该工程中的使用效果。     

上海市集中测绘成果管理系统的建设与维护

本文在深入调研上海市集中测绘成果管理系统的基础上,通过对系统的建立与长期维护的总结,简要的介绍了系统实现的功能与系统架构,总结了系统建设过程中的思路与做法。着重阐述了系统在整合测绘处理与成果管理、保持基础数据的现势性方面所取得的成果,总结了系统在建设与使用过程中的优缺点,为其它地区建立或改造测绘成果系统提供借鉴。     

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。