具有网络冗余的建筑物激光扫描中测点和路由的同步规划

IF 10.6 1区 地球科学 Q1 GEOGRAPHY, PHYSICAL
Julius Knechtel , Youness Dehbi , Lasse Klingbeil , Jan-Henrik Haunert
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引用次数: 0

摘要

走走停停的激光扫描在各种应用中变得越来越普遍,例如,建筑环境的调查。为此,测量员需要选择一组站点以及它们之间的路线。然而,这种选择对各自调查的经济效率以及结果点云的完整性、准确性和随后的可注册性都有很大的影响。假设一组建筑面积作为输入,本文提出了一种基于扫描仪相关约束的一步优化方法,以找到所选站的最小数量。同时,我们在目标函数中加入了连接站点的最短路径长度。此外,还提出了一种局部搜索方法,以加快求解相应的混合整数线性规划(MILP)的时间。不同场景的结果显示,与现有方法相比,路线不断缩短,同时仍保持最少数量的站位。此外,在我们的公式中,我们的目标是尽量减少基于软件的注册中不准确的影响。受网络生存性思想的启发,我们为此提出了一个为激光扫描网络量身定制的连接的新定义。在此基础上,对调查登记网络进行冗余。为了证明我们的公式的适用性,我们将其应用于一个大型的现实场景。这为未来全自动自主系统的使用铺平了道路,为底层建筑风景提供了一个完整的、高质量的模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Simultaneous planning of standpoints and routing for laser scanning of buildings with network redundancy
Stop-and-go laser scanning is becoming increasingly prevalent in a variety of applications, e.g., the survey of the built environment. For this, a surveyor needs to select a set of standpoints as well as the route between them. This choice, however, has a high impact on both the economic efficiency of the respective survey as well as the completeness, accuracy, and subsequent registrability of the resulting point cloud.
Assuming a set of building footprints as input, this article proposes a one-step optimization method to find the minimal number of selected standpoints based on scanner-related constraints. At the same time, we incorporate the length of the shortest route connecting the standpoints in the objective function. A local search method to speed up the time for solving the corresponding Mixed-Integer Linear Program (MILP) is additionally presented. The results for different scenarios show constantly shorter routes in comparison to existing approaches while still maintaining the minimal number of standpoints.
Moreover, in our formulation we aim to minimize the effects of inaccuracies in the software-based registration. Inspired by the ideas of network survivability, we to this end propose a novel definition of connectivity tailored for laser scanning networks. On this basis, we enforce redundancy for the registration network of the survey. To prove the applicability of our formulation, we applied it to a large real-world scenario.
This paves the way for the future use of fully automatic autonomous systems to provide a complete and high-quality model of the underlying building scenery.
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来源期刊
ISPRS Journal of Photogrammetry and Remote Sensing
ISPRS Journal of Photogrammetry and Remote Sensing 工程技术-成像科学与照相技术
CiteScore
21.00
自引率
6.30%
发文量
273
审稿时长
40 days
期刊介绍: The ISPRS Journal of Photogrammetry and Remote Sensing (P&RS) serves as the official journal of the International Society for Photogrammetry and Remote Sensing (ISPRS). It acts as a platform for scientists and professionals worldwide who are involved in various disciplines that utilize photogrammetry, remote sensing, spatial information systems, computer vision, and related fields. The journal aims to facilitate communication and dissemination of advancements in these disciplines, while also acting as a comprehensive source of reference and archive. P&RS endeavors to publish high-quality, peer-reviewed research papers that are preferably original and have not been published before. These papers can cover scientific/research, technological development, or application/practical aspects. Additionally, the journal welcomes papers that are based on presentations from ISPRS meetings, as long as they are considered significant contributions to the aforementioned fields. In particular, P&RS encourages the submission of papers that are of broad scientific interest, showcase innovative applications (especially in emerging fields), have an interdisciplinary focus, discuss topics that have received limited attention in P&RS or related journals, or explore new directions in scientific or professional realms. It is preferred that theoretical papers include practical applications, while papers focusing on systems and applications should include a theoretical background.
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