Theses and Dissertations at Montana State University (MSU)
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Item Snow avalanche identification using Sentinel-1: detection rates and controlling factors(Montana State University - Bozeman, College of Letters & Science, 2021) Keskinen, Zachary Marshall; Chairperson, Graduate Committee: Jordy Hendrikx; Jordy Hendrikx, Karl Birkeland and Markus Eckerstorfer were co-authors of the article, 'Snow avalanche identification using Sentinel-1 backscatter imagery: detection rates and controlling factors' submitted to the journal 'Natural hazards and Earth system sciences' which is contained within this thesis.Snow avalanches present a significant hazard that endangers lives and infrastructure. Consistent and accurate datasets of avalanche events is valuable for improving forecasting ability and furthering knowledge of avalanches' spatial and temporal patterns. Remote sensing-based techniques of identifying avalanche debris allow for continuous and spatially consistent datasets of avalanches to be acquired. This study utilizes expert manual interpretations of Sentinel-1 synthetic aperture radar (SAR) satellite backscatter images to identify avalanche debris and compares those detections against historical field records of avalanches in the transitional snow climates of Wyoming and Utah. This study explores the utility of Sentinel-1 (a SAR satellite) images to detect avalanche debris on primarily dry slab avalanches. The overall probability of detection (POD) rate for avalanches large enough to destroy trees or bury a car (i.e., D3 on the Destructive Size Scale) was 64.6%. There was a significant variance in the POD among the 13 individual SAR image pairs (15.4 - 87.0%). Additionally, this study investigated the connection between successful avalanche detections and SAR-specific, topographic, and avalanche type variables. The most correlated variables with higher detection rates were avalanche path lengths, destructive size of the avalanche, incidence angles for the incoming microwaves, slope angle, and elapsed time between the avalanche and a Sentinel-1 satellite passing over. This study provides an initial exploration of the controlling variables in the likelihood of detecting avalanches using Sentinel-1 backscatter change detection techniques. This study also supports the generalizability of SAR backscatter difference analysis by applying the methodology in different regions with distinct snow climates from previous studies.Item Ultra wideband radar antenna design for snow measurement applications(Montana State University - Bozeman, College of Engineering, 2009) Mosy, John Samy; Chairperson, Graduate Committee: Richard WolffCreating a high-precision, compact and low cost snow structure and depth sensor has always been the dream of many industries, and yet hard to achieve all together. Snow depth sensors are used in avalanche search and rescue and widely in recreational snow industry, as well as in environmental monitoring systems for snow water equivalence measurements. The use of radar for snow depth measurement is not new and many techniques -such as Frequency Modulated Continuous Wave (FMCW) - have been used but they prove to be costly, bulky, and have relatively low precision. Today with the availability of chip-scale Ultra Wide-Band (UWB) technology, it is possible to create Snow Depth Sensor (SDS) and Snow Water Equivalent (SWE) measuring systems in low cost, small size and possibly mobile devices, with very high precision. One problem that remains at the RF (Radio Frequency) end of the UWB technique in measuring snow parameters is the antenna used in transmitting and receiving UWB pulses. UWB pulses are characterized by an instantaneous fractional energy bandwidth greater than about 0.20-0.25. The FCC has allocated spectrum for UWB use in the 3.1-10.6 GHz band and available chipsets generate pulses in the lower 3-6 GHz band. For creating applications that use UWB in measuring snow parameters such as SWE and snow depth, a UWB antenna is required. A successful UWB radar antenna needs to have high gain, linear phase, low dispersion and low Voltage Standing Wave Ratio (VSWR), and high directivity throughout the entire band. The antennas are to have physically compact design with high gain, linear phase, low VSWR and high directivity for UWB radar applications in the snow measurements industry. This thesis presents several antenna designs for the 3.1-10.6 GHz UWB band and the 3-6 GHz UWB lower band that have the potential to meet these requirements, and show, through laboratory measurements, modeling and simulations, that the required attributes can be achieved.