Individual Tree Crown Delineation Using Multispectral LiDAR Data

Individual Tree Crown Delineation Using Multispectral LiDAR Data
Author: Faizaan Naveed
Publisher: Infinite Study
Total Pages: 21
Release:
Genre: Mathematics
ISBN:

In this study, multispectral Light Detection and Ranging (LiDAR) data were utilized to improve delineation of individual tree crowns (ITC) as an important step in individual tree analysis. A framework to integrate spectral and height information for ITC delineation was proposed, and the multi-scale algorithm for treetop detection developed in one of our previous studies was improved. In addition, an advanced region-based segmentation method that used detected treetops as seeds was proposed for segmentation of individual crowns based on their spectral, contextual, and height information.

Hyperspectral Remote Sensing of Tropical and Sub-Tropical Forests

Hyperspectral Remote Sensing of Tropical and Sub-Tropical Forests
Author: Margaret Kalacska
Publisher: CRC Press
Total Pages: 292
Release: 2008-02-26
Genre: Nature
ISBN: 1000687511

While frequently used in temperate environments, hyperspectral sensors and data are still a novelty in the tropics. Exploring the potential of hyperspectral remote sensing for assessing ecosystem characteristics, Hyperspectral Remote Sensing of Tropical and Sub-Tropical Forests focuses on the complex and unique set of challenges involved in using t

Topographic Laser Ranging and Scanning

Topographic Laser Ranging and Scanning
Author: Jie Shan
Publisher: CRC Press
Total Pages: 714
Release: 2018-02-19
Genre: Technology & Engineering
ISBN: 1351650424

Topographic Laser Ranging and Scanning, Second Edition, provides a comprehensive discussion of topographic LiDAR principles, systems, data acquisition, and data processing techniques. This edition presents an introduction and summary of various LiDAR systems and their principles and addresses the operational principles of the different components and ranging methods of LiDAR systems. It discusses the subsequent geometric processing of LiDAR data, with particular attention to quality, accuracy, and meeting standards and addresses the theories and practices of information extraction from LiDAR data, including terrain surface generation, forest inventory, orthoimage generation, building reconstruction, and road extraction. Written by leaders in the field, this comprehensive compilation is a must-have reference book for senior undergraduate and graduate students majoring or working in diverse disciplines, such as geomatics, geodesy, natural resources, urban planning, computer vision, and computer graphics. It is also vital resource for researchers who are interested in developing new methods and need in-depth knowledge of laser scanning and data processing and other professionals may gain the same from the broad topics addressed in this book. New in the Second Edition: A comprehensive array of new laser ranging and scanning technologies. Developments in LiDAR data format and processing techniques. Regrouping of surface modeling, representations and reconstruction. Enhanced discussions on the principles and fundamentals beyond small-footprint pulsed laser systems and new application examples. Many new examples and illustrations.

Designing Green Landscapes

Designing Green Landscapes
Author: Klaus Gadow
Publisher: Springer Science & Business Media
Total Pages: 286
Release: 2008-02-01
Genre: Science
ISBN: 1402067593

While the natural resources of the earth continue to diminish, “Green Landscapes” arebeingcalleduponto produceanincreasingrangeofgoodsandservices.A Green Landscape is a rural expanse of scenery that may comprise a variety of visible f- tures. This book focuses on forested landscapes, although much of the theory and most of the practical applications are valid for any area of land. In many regions of the world, people depend on forests for their livelihood and well-being. Forests provide multiple services, – bene ts generated for society by the existence of c- tain forest ecosystems and their attributes. The value of these bene ts is often only recognised when they are lost after removal of the trees, resulting in ooding, loss of income and declining species diversity. Forests provide multiple services. However, the amount and quality, and the p- ticular mix of these services depend on the condition of the resource. Landscape design is a proven way to ensure that certain desired bene ts will be available in space and time. It provides the foundation and an essential starting point for s- tainable management. This volume, which forms part of Springer’s book series Managing Forest Ecosystems,presentsstate-of-the-artresearchresults,visionsandtheories,aswell as speci c methodsfor designing Green Landscapes, as a basis for sustainable ecos- tem management. The book contains a wealth of information which may be useful to companymanagement,the legal and policy environmentand forestry administ- tors. The volume is subdivided into four sections.

Forestry Applications of Airborne Laser Scanning

Forestry Applications of Airborne Laser Scanning
Author: Matti Maltamo
Publisher: Springer Science & Business Media
Total Pages: 460
Release: 2014-04-08
Genre: Technology & Engineering
ISBN: 9401786631

Airborne laser scanning (ALS) has emerged as one of the most promising remote sensing technologies to provide data for research and operational applications in a wide range of disciplines related to management of forest ecosystems. This book provides a comprehensive, state-of-the-art review of the research and application of ALS in a broad range of forest-related disciplines, especially forest inventory and forest ecology. However, this book is more than just a collection of individual contributions – it consists of a well-composed blend of chapters dealing with fundamental methodological issues and contributions reviewing and illustrating the use of ALS within various domains of application. The reviews provide a comprehensive and unique overview of recent research and applications that researchers, students and practitioners in forest remote sensing and forest ecosystem assessment should consider as a useful reference text.

Neural Networks: Tricks of the Trade

Neural Networks: Tricks of the Trade
Author: Grégoire Montavon
Publisher: Springer
Total Pages: 753
Release: 2012-11-14
Genre: Computers
ISBN: 3642352898

The twenty last years have been marked by an increase in available data and computing power. In parallel to this trend, the focus of neural network research and the practice of training neural networks has undergone a number of important changes, for example, use of deep learning machines. The second edition of the book augments the first edition with more tricks, which have resulted from 14 years of theory and experimentation by some of the world's most prominent neural network researchers. These tricks can make a substantial difference (in terms of speed, ease of implementation, and accuracy) when it comes to putting algorithms to work on real problems.

Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015

Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015
Author: Nassir Navab
Publisher: Springer
Total Pages: 801
Release: 2015-09-28
Genre: Computers
ISBN: 3319245740

The three-volume set LNCS 9349, 9350, and 9351 constitutes the refereed proceedings of the 18th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2015, held in Munich, Germany, in October 2015. Based on rigorous peer reviews, the program committee carefully selected 263 revised papers from 810 submissions for presentation in three volumes. The papers have been organized in the following topical sections: quantitative image analysis I: segmentation and measurement; computer-aided diagnosis: machine learning; computer-aided diagnosis: automation; quantitative image analysis II: classification, detection, features, and morphology; advanced MRI: diffusion, fMRI, DCE; quantitative image analysis III: motion, deformation, development and degeneration; quantitative image analysis IV: microscopy, fluorescence and histological imagery; registration: method and advanced applications; reconstruction, image formation, advanced acquisition - computational imaging; modelling and simulation for diagnosis and interventional planning; computer-assisted and image-guided interventions.

Google Earth Engine Applications

Google Earth Engine Applications
Author: Lalit Kumar
Publisher: MDPI
Total Pages: 420
Release: 2019-04-23
Genre: Science
ISBN: 3038978841

In a rapidly changing world, there is an ever-increasing need to monitor the Earth’s resources and manage it sustainably for future generations. Earth observation from satellites is critical to provide information required for informed and timely decision making in this regard. Satellite-based earth observation has advanced rapidly over the last 50 years, and there is a plethora of satellite sensors imaging the Earth at finer spatial and spectral resolutions as well as high temporal resolutions. The amount of data available for any single location on the Earth is now at the petabyte-scale. An ever-increasing capacity and computing power is needed to handle such large datasets. The Google Earth Engine (GEE) is a cloud-based computing platform that was established by Google to support such data processing. This facility allows for the storage, processing and analysis of spatial data using centralized high-power computing resources, allowing scientists, researchers, hobbyists and anyone else interested in such fields to mine this data and understand the changes occurring on the Earth’s surface. This book presents research that applies the Google Earth Engine in mining, storing, retrieving and processing spatial data for a variety of applications that include vegetation monitoring, cropland mapping, ecosystem assessment, and gross primary productivity, among others. Datasets used range from coarse spatial resolution data, such as MODIS, to medium resolution datasets (Worldview -2), and the studies cover the entire globe at varying spatial and temporal scales.

Advances in Airborne Lidar Systems and Data Processing

Advances in Airborne Lidar Systems and Data Processing
Author:
Publisher:
Total Pages: 508
Release: 2018-05-11
Genre: Science
ISBN: 9783038426738

This book collects the papers in the special issue "Airborne Laser Scanning" in Remote Sensing (Nov. 2016) and several other selected papers published in the same journal in the past few years. Our intention is to reflect recent technological developments and innovative techniques in this field. The book consists of 23 papers in six subject areas: 1) Single photon and Geiger-mode Lidar, 2) Multispectral lidar, 3) Waveform lidar, 4) Registration of point clouds, 5) Trees and terrain, and 6) Building extraction. The book is a valuable resource for scientists, engineers, developers, instructors, and graduate students interested in lidar systems and data processing.