Search Results - "Kerner, Hannah R."
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High-Resolution Regional Digital Elevation Models and Derived Products from MESSENGER MDIS Images
Published in Remote sensing (Basel, Switzerland) (01-08-2022)“…The Mercury Dual Imaging System (MDIS) on the Mercury Surface, Space ENvironment, GEochemistry, and Ranging (MESSENGER) spacecraft has provided global images…”
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Comparison of novelty detection methods for multispectral images in rover-based planetary exploration missions
Published in Data mining and knowledge discovery (01-11-2020)“…Science teams for rover-based planetary exploration missions like the Mars Science Laboratory Curiosity rover have limited time for analyzing new data before…”
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Generating Landslide Density Heatmaps for Rapid Detection Using Open-access Satellite Radar Data in Google Earth Engine
Published in Natural hazards and earth system sciences (09-03-2022)“…Rapid detection of landslides is critical for emergency response, disaster mitigation, and improving our understanding of landslide dynamics. Satellite-based…”
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Evaluating the Impact of the 2020 Iowa Derecho on Corn and Soybean Fields Using Synthetic Aperture Radar
Published in Remote sensing (Basel, Switzerland) (01-12-2020)“…On 10 August 2020, a series of intense and fast-moving windstorms known as a derecho caused widespread damage across Iowa’s (the top US corn-producing state)…”
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Satellite data shows resilience of Tigrayan farmers in crop cultivation during civil war
Published in Science of Remote Sensing (01-12-2024)“…The Tigray War was an armed conflict that took place primarily in the Tigray region of northern Ethiopia from November 3, 2020 to November 2, 2022. Given the…”
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Phenological normalization can improve in-season classification of maize and soybean: A case study in the central US Corn Belt
Published in Science of Remote Sensing (01-12-2022)“…Within-season estimates of crop-specific planted area, conditions, and expected yields are critical for decision- and policy-making related to agriculture and…”
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Integrating Novelty Detection Capabilities with MSL Mastcam Operations to Enhance Data Analysis
Published in 2021 IEEE Aerospace Conference (50100) (06-03-2021)“…While innovations in scientific instrumentation have pushed the boundaries of Mars rover mission capabilities, the increase in data complexity has pressured…”
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Conference Proceeding -
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Domain-Agnostic Outlier Ranking Algorithms—A Configurable Pipeline for Facilitating Outlier Detection in Scientific Datasets
Published in Frontiers in astronomy and space sciences (10-05-2022)“…Automatic detection of outliers is universally needed when working with scientific datasets, e.g., for cleaning datasets or flagging novel samples to guide…”
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Guiding Field Exploration on Earth and Mars with Outlier Detection
Published in IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium (17-07-2022)“…Analyzing remote sensing datasets to identify sites of interest for in-situ investigation in robotic and human exploration is challenging with current methods…”
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Conference Proceeding -
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Context-dependent image quality assessment of JPEG compressed Mars Science Laboratory Mastcam images using convolutional neural networks
Published in Computers & geosciences (01-09-2018)“…The Mastcam color imaging system on the Mars Science Laboratory Curiosity rover acquires images that are often JPEG compressed before being downlinked to…”
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Analysis of Active Neutron Measurements From the Mars Science Laboratory Dynamic Albedo of Neutrons Instrument: Intrinsic Variability, Outliers, and Implications for Future Investigations
Published in Journal of geophysical research. Planets (01-05-2020)“…The Dynamic Albedo of Neutrons (DAN) instrument onboard Mars Science Laboratory uses neutron die‐away, an active nuclear spectroscopy technique, to measure the…”
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Integrating Novelty Detection Capabilities with MSL Mastcam Operations to Enhance Data Analysis
Published 23-03-2021“…While innovations in scientific instrumentation have pushed the boundaries of Mars rover mission capabilities, the increase in data complexity has pressured…”
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Integrating Machine Learning for Planetary Science: Perspectives for the Next Decade
Published 29-07-2020“…Machine learning (ML) methods can expand our ability to construct, and draw insight from large datasets. Despite the increasing volume of planetary…”
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