Planetary Science Informatics and Data Analytics (PSIDA) Meeting

June 28–July 2, 2021

Virtual

Program and Abstracts

The meeting is scheduled to begin each day at 7:00 a.m. Pacific Daylight Time (PDT)/10:00 a.m. Eastern Daylight Time (EDT)/2:00 p.m. UTC. Birds-of-a-feather discussions scheduled outside normal meeting hours will begin at 6:00 a.m. PDT/9:00 a.m. EDT/1:00 p.m. UTC. For different time zones, use: Time Zone Converter.

Monday, June 28, 2021
PDT	EDT	UTC
7:00 a.m.	10:00 a.m.	2:00 p.m.	AV Tools: Analysis and Visualization Tools, Current or New Algorithms and Methods
8:00 a.m.	11:00 a.m.	3:00 p.m.	Poster Session 1: Analysis and Visualization Tools, Current or New Algorithms and Methods
9:00 a.m.	12:00 p.m.	4:00 p.m.	Processing Session 1: Processing Capabilities and Pipelines
10:00 a.m.	1:00 p.m.	5:00 p.m.	Data Processing: Data or Software Architecture, Management, and Interoperability
10:45 a.m.	1:45 p.m.	5:45 p.m.	Birds-of-a-Feather: Geospatial Pipelines
12:00 p.m.	3:00 p.m.	7:00 p.m.	Adjourn
Tuesday, June 29, 2021
PDT	EDT	UTC
6:00 a.m.	9:00 a.m.	1:00 p.m.	Birds-of-a-Feather: AI, Solar, and Lunar Eclipses
7:00 a.m.	10:00 a.m.	2:00 p.m.	PSA: Data or Software Architecture, Management, and Interoperability
8:00 a.m.	11:00 a.m.	3:00 p.m.	Keynote: Planetary Data Ecosystem Independent Review Board Findings
9:00 a.m.	12:00 p.m.	4:00 p.m.	Data and Methods: Analysis and Visualization Tools, Current or New Algorithms and Methods
10:00 a.m.	1:00 p.m.	5:00 p.m.	Updates: Data or Software Architecture, Management, and Interoperability
10:45 a.m.	1:45 p.m.	5:45 p.m.	Birds-of-a-Feather: PDS4 and PDE Findings
12:00 p.m.	3:00 p.m.	7:00 p.m.	Adjourn
Wednesday, June 30, 2021
PDT	EDT	UTC
6:00 a.m.	9:00 a.m.	1:00 p.m.	Birds-of-a-Feather: Reproducible Scientific Results
7:00 a.m.	10:00 a.m.	2:00 p.m.	Science Data: Data or Software Architecture, Management, and Interoperability
8:00 a.m.	11:00 a.m.	3:00 p.m.	Cloud: Big Data, Cloud Computing, and Scalable Computing
9:00 a.m.	12:00 p.m.	4:00 p.m.	AI/ML: Artificial Intelligence and Machine Learning
10:00 a.m.	1:00 p.m.	5:00 p.m.	Poster Session 2: Artificial Intelligence, Machine Learning, Cloud, and Other
11:00 a.m.	2:00 p.m.	6:00 p.m.	Birds-of-a-Feather: Cloud
12:00 p.m.	3:00 p.m.	7:00 p.m.	Adjourn
Thursday, July 1, 2021
PDT	EDT	UTC
6:00 a.m.	9:00 a.m.	1:00 p.m.	Birds-of-a-Feather: Geologic Mapping
7:00 a.m.	10:00 a.m.	2:00 p.m.	PDS Tools: Data Archiving and Distribution Services; Hands-On Training and How-To Guides
8:00 a.m.	11:00 a.m.	3:00 p.m.	Analysis and Processing: Analysis and Visualization Tools, Current or New Algorithms and Methods
9:00 a.m.	12:00 p.m.	4:00 p.m.	Keynote: Removing Barriers and Increase Inclusivity in the Planetary Science Community
10:00 a.m.	1:00 p.m.	5:00 p.m.	Pythons and APIs: Data or Software Architecture, Management, and Interoperability
10:45 a.m.	1:45 p.m.	5:45 p.m.	Birds-of-a-Feather: PlanetaryPY — A Community Resource
12:00 p.m.	3:00 p.m.	7:00 p.m.	Adjourn
Friday, July 2, 2021
PDT	EDT	UTC
6:00 a.m.	9:00 a.m.	1:00 p.m.	Birds-of-a-Feather: Stereo and Topography (ASP, Socet GXP, Topographic Data)
7:00 a.m.	10:00 a.m.	2:00 p.m.	Analysis Data: Data or Software Architecture, Management, and Interoperability
8:00 a.m.	11:00 a.m.	3:00 p.m.	Poster Session 3: Data Archiving and Distribution Services; Hands-On Training and How-To Guides
9:00 a.m.	12:00 p.m.	4:00 p.m.	Spectral: Analysis and Visualization Tools, Current or New Algorithms and Methods
10:00 a.m.	1:00 p.m.	5:00 p.m.	Processing Session 2: Analysis and Visualization Tools, Current or New Algorithms and Methods
10:45 a.m.	1:45 p.m.	5:45 p.m.	Adjourn
Print Only

Monday, June 28, 2021
AV TOOLS: ANALYSIS AND VISUALIZATION TOOLS, CURRENT OR NEW ALGORITHMS AND METHODS

7:00 a.m. PDT/10:00 a.m. EDT/2:00 p.m. UTC

Tools supporting rovers, small bodies, and exosystem studies.

Chair: Trent Hare

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Hare T. * Stein T. *	Welcome and Introductions
Calef F. J. III * Soliman T. Roberts J. Chung A. Abarca H. Dahl L.	NASA AMMOS Multi-Mission Geographic Information System (MMGIS) Version 2.0: Updates and Mission Operations [#7061] Pre-Recorded Presentation The Multi-Mission Geographic Information System (MMGIS) is a free and open source geospatial (FOSS4G) web application developed by NASA AMMOS, deployed on four Mars missions plus one Earth project with refactored code, new tools, and enhancements.
Seignovert B. * Altobelli N. Belgacem I. Robidel R. Tobie G. Vallat C.	Planning Science Opportunities with the JUICE Moon Coverage Tool [#7094] Pre-Recorded Presentation The moon-coverage tool provides an overview of the observation opportunities of the Jupiter’s moons for the JUICE mission.
Steele R. J. * Lopez N. R. Peachey J. M. Ernst C. M. Barnouin O. S. Daly R. T. Martin A. C.	The Small Body Mapping Tool (SBMT) for Accessing, Visualizing, and Analyzing Spacecraft Data in Three Dimensions: 2021 Update [#7100] Pre-Recorded Presentation The Small Body Mapping Tool (SBMT) is used to find, access, and visualize data on small body shape models. Here, we present improvements to the tool over the last several years in areas including DTMs, planning, and overall performance.
Zinzi A. * Turrini D. Alei E. Verrecchia F.	ExoplAn3T, the Novel Tool for Exosystems Studies [#7019] Pre-Recorded Presentation ExoplAn3T is the SSDC scientific webtool designed to provide a unified and intuitive interface to access to multiple on-line exoplanet catalogues and optimized for the study of exoplanetary systems as global entities.
Zhou F. * Stein T. Arvidson R. E. Wang J.	Supporting Location and Measurement Functions on Curiosity Rover Mosaics in the Analyst’s Notebook [#7053] Pre-Recorded Presentation The Analyst’s Notebook Image Viewer tool provides functions to visualize and explore MSL mosaics, including source frame identification, measurements, and ground location identification to the planetary science community for use with archived data.

*Authors (Denotes Presenter)**	*Abstract Title and Summary*
Barbarisi I. * Arenas J. Casquero F. Docasal R. Montero A. Osinde J. Raga F. Ruano J. Saiz J. Merin B. Besse S. Bentley M. Coia D. Fraga D. Giordano F. Grieger B. Grotheer E. Heater D. Lim T. Manaud N. Martinez S.	PSA 2020: Toward the Discovery of ESA Planetary Data Through 2D and 3D Interfaces [#7028] We present the main use cases and the architecture of both the 3D Interface for Comet 67-P/Churyumov-Gerasimenko and the 2D Map View for Mars developed for the European Planetary Science Archive.
Collins M. C. *	Modeling Titan Using ROCKE-3D Global Circulation Model [#7001] I am updating the ROCKE-3D model in order to visualize large-scale dynamics on Saturn’s moon Titan, and representing its methanological system in order to understand how different parameters may affect the production and location of organics.
Cornet T. * Bentley M. S. Macfarlane A. J. Moss R. Martínez S. Cuevas M. A. Fajersztejn N. Freschi M. Galan D. Gallegos J. Vallejo F. Science Ground Segment	BepiColombo Data Analysis Ecosystem: Quick-Look and Science Analysis Forum [#7033] We present the development status and plans of the BepiColombo Science Ground Segment quick-look analysis web-interface and science analysis forum used for rapid analysis of the data during operations, and support collaborative science between teams.
Emran A. * Chevrier V. F. Ahrens C. J.	A New Methane Spectral Index from NASA’s New Horizons Ralph/MVIC Instrument [#7007] We propose a new CH₄ spectral index from NASA’s New Horizons Ralph/MVIC instrument data to map methane distribution on the surface of Pluto.
Frasier C. * Keszthelyi L.	Planetary Image Editor I/O-Web Service [#7049] The USGS Astrogeology Science Center is developing the Planetary Image Editor (PIE), an I/O Web Service that can be used by researchers to create publication ready figures from images found and processed using the PILOT and POW web services.
Frigeri A. *	Gsymblib: A Geologic Mapping Symbol Library and Development Environment for QGIS [#7105] The gsymblib aims to bring the necessary styles, patterns, colors, and fonts for a complete representation of geologic maps in QGIS, facilitating also the process of growing and improving the library by collaborative efforts.
Garland J. * Sayanagi K. M. McNabb J. W. C. McCabe R. M.	Saturn’s Equatorial Jet Through Reanalysis of Newly Navigated Voyager Data [#7090] We re-analyzed calibrated, re-navigated Voyager ISS and Cassini ISS data to investigate the long-standing discrepancy in Saturn’s equatorial jet speed. We also provide open-source tools to reproduce our datasets from publicly available PDS data.
Million C. C. * St. Clair M. Aye K. M. Padams J.	The Planetary Data Reader (pdr): A Python Toolkit for Reading Planetary Data [#7096] We are developing the Planetary Data Reader (pdr), an open-source, Python-based tool for the ingestion of planetary observational data into planetary science workflows.
Schorghofer N. *	Mars Thermal Model for Mega-Pixel Digital Elevation Models [#7005] A thermal model for rugged terrain is introduced that is computationally fast enough to calculate surface temperatures over multiple Mars years for DEMs that consist of over one million pixels.
Silva F. M. A. * Nascimento-Dias B. L. Camargo B. C. B.	Study of the Formation of Terrestrial Exoplanets in the Habitability Zone of Orange Dwarf Stars: Superhabitable Worlds [#7057] The objective of this project is to carry out an analysis of planetary systems, which orbit orange dwarf stars by means of computational modeling, and to build a database with possible candidates for terrestrial exoplanets in the Habitability Zone.
Zeng X. G. * Zuo W. Gao X. Y. Liu Y. X. Li C. L.	In-Situ Exploration Data Positioning of Chang’E-4 Rover with Transverse Route Mapping [#7009] To support the data archive and post-data analysis of Chang’E-4 Rover, we tried to make an updating transverse map of CE-4 Rover, and a geo-location based database for the in-situ science data.

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Adoram-Kershner L. A. * Wheeler B. H. Laura J. R. Fergason R. L. Mayer D. P.	Automated Kaguya TC and MRO CTX Stereo DEM Generation [#7021] Pre-Recorded Presentation Description of the generation, validation, and publication of DEMs using USGS Integrated Software for Imagers and Spectrometers and NASA Ames Stereo Pipeline applied to Mars Reconnaissance Orbiter Context Camera and Kaguya Terrain Camera data.
Annex A. M. * Lewis K. W.	ASAP-Stereo, Ames Stereo Automated Pipeline [#7003] Pre-Recorded Presentation ASAP-Stereo (aka ASAP) is an open-source (BSD-3) high-level workflow wrapper for the NASA Ames Stereo Pipeline (ASP) written in Python. ASAP provides a framework and utility “glue” for implementing workflows using ASP.
Schorghofer N. *	High-Throughput Processing of Diviner Data from the PDS [#7004] Pre-Recorded Presentation The Diviner data set is used to study the throughput for various compression formats. Zstandard and Brotli produce files that are significantly smaller and faster to decompress than those used on the PDS. A throughput of 1 GB/s was achieved.
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**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Abarca H. * Calef F. III	Mars Exploration Rover In-Situ Global Observation Localization Dataset (MERIGOLD) [#7101] Pre-Recorded Presentation MERIGOLD, Mars Exploration Rover InSitu Global Observation Localization Dataset, is a newly funded PDART that will provide all Opportunity and Spirit Rover instrument data product locations in Mars global frame using a series of coordinate transforms.
Crichton D. J. * Lazio T. J. Hughes J. S. Jewell J. Law E. Padams J. Roudier G.	On the Use of Planetary Science Data for Studying Extrasolar Planets: Enabling Cross-SMD Archive Interoperability [#7058] Pre-Recorded Presentation NASA could enable new approaches to studying both extrasolar planets and bodies within the solar system by investing in analytical data services infrastructures, post-archive, that provides the ability to integrate data across NASA archives.
Miller M. J. * Feist B. Pittman C. W. Alexander A. Britton A. Jagge A. Montalvo J. Graff T. Abercromby A. Kanelakos A.	Extravehicular Activity Mission System Software (EMSS) — Enabling Human Planetary Exploration Data Within the Broader Planetary Data Ecoystem [#7016] Pre-Recorded Presentation This paper focuses on EVA Mission System Software (EMSS) project at NASA Johnson Space Center components and proposes how Artemis EVA mission data might integrate with the broader planetary data ecosystem.

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Gonzales N. R. * Schulte J. A. Robinson M. S.	In the Footsteps of the First: Apollo 14 Spatiotemporal Map [#7062] Pre-Recorded Presentation New maps of astronaut activities at the Apollo 14 landing site detail where each astronaut was and what they were doing, at any given time during the two periods of extravehicular activities — from samples to golf swings, we have located it all!
Macdonald K. * Lindsay R. Procter-Murphy R. Horchler A.	Validation of Photometrically Corrected Lunar Images [#7091] Pre-Recorded Presentation Precision landing requires terrain to be visualized at mission illumination conditions. We describe using photometric models and angles of local topography to generate photometrically corrected images, which can be ray traced to meet mission needs.
Robbins S. J. * Kirchoff M. R. Hoover R. H.	Fully Controlling Mars Reconnaissance Orbiter Context Camera Images and Producing Cosmetically Stable Mosaics: Methods [#7086] Pre-Recorded Presentation When big images / Require big solutions: / New thoughts required.
Wirth-Singh A. A. * Cahill J. T. S. Waller D.	Fourier Transform De-Striping of LRO LAMP Data Products [#7065] Pre-Recorded Presentation We describe and implement a Fourier transform method of de-striping images and apply it to LRO Lyman-Alpha Mapping Project data. This data exhibits periodic, unidirectional striping noise which is effectively removed by this method.
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**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Archinal B. A. * IAU WG on Cart. Crd. & Rot. Elements	Coordination of Planetary Coordinate System Recommendations by the IAU Working Group on Cartographic Coordinates and Rotational Elements — An Update [#7051] Pre-Recorded Presentation Status report from the IAU WG on Cartographic Coordinates and Rotational Elements, with recommendations on planetary coordinate systems and body shapes, a discussion of the future of such recommendations and the WG, and a request for community input.
Costa Sitja M. *	What’s Happening with SPICE at NAIF? [#7047] Pre-Recorded Presentation Overview of the current NAIF activities. Status of the current SPICE toolkit, development of the SPICE2.0, recently released new versions WebGeocalc, Cosmographia, and on-going archiving of SPICE data in the PDS.
Coward C. M. * Agarwal D. A. Copas K. A.	The Data Citation Community of Practice: An Introduction and Report [#7084] Pre-Recorded Presentation The Data Citation Community of Practice is a global affiliation of planetary scientists, data scientists, publishers, and others who are working to address and solve the complexity of citing data sets in the professional literature.
Hare T. M. * Malapert J-C.	Standards Proposal for 2021 to Support Planetary Coordinate Reference Systems for Open Geospatial Web Services [#7012] Pre-Recorded Presentation This abstract outlines an updated proposal to encode planetary map projections for OGC web services. The update leverages the recent availability of the International Organization for Standardization (ISO) 19162 standard, also known as WKT2.
Padams J. * Raugh A. Crichton D. Law E. Hughes J. S. Joyner R.	NASA Planetary Data System and Data Object Identifiers (DOIs) [#7059] Pre-Recorded Presentation As the NASA Planetary Data System and the PDS4 architecture continue to evolve towards becoming a more FAIR system, the PDS now mints Data Object Identifiers (DOIs) for all PDS archival bundles, collections, and data sets.

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Elliott J. P. * Meisner R. McClellan B. Jacobshagen E. Jain S. Schneider N.	AWS Processing Pipeline for MAVEN IUVS [#7104] Pre-Recorded Presentation We present a scalable cloud-based data processing pipeline developed for the MAVEN IUVS instrument.
Grimes K. M. II * Verma R. McAuley J. M. Soliman T. Natha A. Taylor Z. M.	Cloud Processing of PDS Archival Products with Amazon Web Services, Kubernetes, and Elasticsearch [#7102] Pre-Recorded Presentation PDS Imaging Node is reimagining the backend architecture supporting its flagship offering Image Atlas and other tools according to the microservices design model and leveraging the latest cloud-native technologies.
Ji P. * Lehnert K. Stern D. Figueroa J. D. Profeta L. Mays J. Johansson A. Song L.	Migration to the Cloud: Lessons Learned from the Project “Development and Operation of the Astromaterials Data System” [#7039] Pre-Recorded Presentation The Astromaterials Data System team has been working over the past year to migrate the on-premise infrastructure of the system to Amazon Web Services. This presentation will discuss the rationale for migration and describe the lessons learned.
Taylor Z. M. * Grimes K. M. Lunsford B.	KDP: A Distributed Pipeline Processing Tool for Kubernetes [#7106] Pre-Recorded Presentation We present a novel distributed pipeline processing tool for Kubernetes that PDS IMG has developed for large-scale data processing on its nearly petabyte-scale archive.
Verma R. * Grimes K. M. II Taylor Z. M. McAuley J. M. Le M. Alanis R.	Experiments in Transferring, Validating, and Releasing Mars 2020 Mission Archival Multi-Media and Imagery Data Deliveries in the Cloud [#7097] Pre-Recorded Presentation The PDS Imaging Node has a rich history of evolving mission data delivery mechanisms to keep pace with emerging technologies in industry. We explore and share experiments with accepting, validating, and releasing M2020 data deliveries in the cloud.
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**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Da Poian V. * Lyness E. I. Danell R. M. Li X. Trainer M. G. Brinckerhoff W. B.	Towards Science Autonomy for Planetary Mission: Machine Learning Application for ExoMars Mission [#7010] Pre-Recorded Presentation We present a first step toward this vision of science autonomy for space science missions presenting a machine learning approach for analyzing data from the Mars Organic Molecule Analyzer (MOMA) instrument on the ExoMars mission.
Karpoor P. R. * Bharadwaj P. Narendranath S. Pillai N. S.	Deep Redatuming of Chandrayaan — 2 Large Area Soft X-Ray Spectrometer (CLASS) Data for Chemical Mapping of the Lunar Surface [#7077] Pre-Recorded Presentation Present work is a novel implementation of model independent approach that is application of semi-supervised deep redatuming using SymAE Autoencoder towards an accurate inference of the chemical composition of lunar surface.
Klein N. * Gasda P. Castorena J. Oyen D. A.	Gaussian Process Variational Autoencoders for Generative Modeling of ChemCam Data [#7052] Pre-Recorded Presentation We demonstrate deep generative models on laser-induced breakdown spectroscopy data from ChemCam on the Curiosity rover. In this case, the models map chemical compositions to spectra, useful for uncertainty quantification and sensitivity analysis.
Raimalwala K. V. * Faragalli M. F. Battler M. M. Smal E. P. Cole M. Cross M. Reid J. E.	Automated Characterization of Planetary Surface Geological Features from Surface Spacecraft Cameras to Support Mission Operations [#7079] Pre-Recorded Presentation AI-based classification of surface geological features can enable autonomous decision-making for science instrument targeting, and can help support analysis and command cycles for Earth-based science teams.
Rodriguez L. E. * Yanchilina A. G. Lamm S. Simon K. H. Eshelman E. J. Sudlik C. Pochettino O. Kelley D. S. Price R. E. Sobron P. S. Barge L. M.	Raman-LIBS Data Fusion for Ocean World Exploration [#7098] Pre-Recorded Presentation Herein, we investigated the feasibility of using Raman and Laser Induced Breakdown Spectroscopy, alone or concatenated together (i.e., data fusion), as a means to facilitate the exploration of and search for life at hydrothermal vents on Ocean Worlds.
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*Authors (Denotes Presenter)**	*Abstract Title and Summary*
Arvidson L. A. * Politte D. V. Scholes D.	Cloud Adoption Strategy for the Planetary Data System Geosciences Node [#7055] This presentation will cover how the Planetary Data System Geosciences Node has migrated several IT functions to the cloud and how the node plans to further its cloud integration in areas that will add value to planetary archive data.
Castorena J. * Oyen D. Klein N. Ollila A. Legget C. Lanza N.	Deep Learning for ChemCam Analysis [#7078] This work summarizes a deep learning method operating on ChemCam’s laser induced breakdown spectroscopy (LIBS) signals to learn to (1) pre-process to mitigate for sensor uncertainty, and (2) calibrate to extract chemical constituents of a sample.
Doran G. * Wronkiewicz M. Mauceri S.	On-Board Downlink Prioritization Balancing Science Utility and Data Diversity [#7048] On-board, content-based data prioritization that accounts for both science utility and diversity is an essential tool for missions with downlink constraints that acquire large volumes of data in search of rare but scientifically interesting features.
Drozdovskiy I. Sauro F. * Payler S. J. Hill S. Jahoda P. Jaruskova K. Venegas F. Angellotti A. Franke M. Lennert P. Ligeza G. Vodnik P. Turchi L. Bessone L.	Recognising Planetary Rocks and Minerals by Combining a Custom Mineralogical Database with Deep Learning Based Multi-Spectral Unmixing [#7076] The ESA-PANGAEA Mineralogical Toolkit is a set of data analytics tools aiming to enhance the recognition of planetary rocks and minerals. It includes the PANGAEA Mineralogical Database and a set of spectral classification methods using Machine Learning.
Gallegos N. * Malhotra S. Nainan C. Day B. H.	Feature Detection and Line of Sight Analysis on the Moon Trek Portal [#7063] The Trek Portals are adding two new capabilities to their suite of tools: A feature detector which leverages powerful deep learning models for detecting features on images, and DEMs with SPICE to find “lines of sight” between orbiters and surfaces.
Lawton P. J. * Bauer J. M. Padams J. H.	AWS Glacier Use at PDS SBN [#7011] The Planetary Data System (PDS) Small Bodies Node (SBN) has been involved in a pilot use of Amazon Web Services (AWS) Glacier as an offsite backup.
Lehnert K. * Mays J. Figueroa J. D. Ji P. Johansson A. Profeta L. Song L.	Bringing Lab Analytical Data for Astromaterials to the Planetary Data Ecosystem [#7103] The Astromaterials Data System (AstroMat) is a comprehensive solution to the management, archiving, and dissemination of laboratory data of astromaterials samples.
Marques M. M. * Nascimento-Dias B. L. Camargo B. C. B.	Studying the Formation of Terrestrial Exoplanet in Habitable Zone Regions of Binary Systems [#7056] This paper consists of an analysis of the data obtained for the Zone of Habitability of binary systems. Two systems of interest were analyzed by the program Habitable Zone in Multiple Star Systems and later compared with the Rebound software.
Neakrase L. D. V. * Pagán T. D. Arnold T. Huber L. Chanover N.	ELSA Revealed: Philosophy and Purpose, Student-Led Design [#7082] The PDS Atmospheres Node has been developing new online software, the Educational Labeling System for Atmospheres (ELSA), designed by undergraduate students and node personnel to help providers learn PDS4 and create bundle label templates.
Rodriguez K. * Lee K. D. Paquette A. C. Sanders A. R. Laura J. R.	ISIS Test Data Reduction [#7064] ISIS test data is a burden for both internal developers and external contributors as it consists of many large files totaling ~72 GBs. By using new testing suites and moving to representative input data, we have reduced this data by ~70%.
Turchi L. T. * Payler S. P. Sauro F. S. Pozzobon R. P. Massironi M. M. Bessone L. B.	The Electronic Fieldbook: A Field Science Support System for Astronaut Training and Planetary Exploration [#7075] The Electronic FieldBook EFB is a field deployable distributed system for supporting science operations during astronaut training. Key features are the P2P data merging and distribution, disruption tolerant mesh network, and easy to use user interface.

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Diniega S. * Jackson B. Soto A. Rafkin S. Doran G. Mandrake L. Swann C. Sullivan R. Banfield D. Fenton L. Ewing R. Burr D. Walker I. Barba N. Giersch L.	Enhanced Science Return for Process Investigations from Environment-Responsive ConOps [#7092] Pre-Recorded Presentation Surface or air moves… / How to see with small data? / Agile Science win.
Grieger B. *	Functional Programming for Dummies: The Data Flow Perspective [#7015] Pre-Recorded Presentation Functional programming is a powerful paradigm. However, the focus on functions obscures what is actually a data flow. We discussed tools that allow to directly describe the data flow and facilitate “functional programming without functions.”
Rodriguez K. * Paquette A. C. Sanders A. R. Dundas C. M.	Preliminary Results on Automated Change Detection in the Autocnet Environment [#7081] Pre-Recorded Presentation We have developed new novel change detection tested against HiRISE images to programmatically detect spatiotemporal changes, particularly focused on martian gullies.
Soliman T. * Calef F. III	Implementation of a Web-Based Viewshed Tool [#7095] Pre-Recorded Presentation A tool built off of existing algorithms, adapted to the web, and spruced up has been deployed in the MMGIS mapping program to allow viewshed creation on any spherical planetary body with an accompanying DEM.
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**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Hare T. * Stein T. *	Announcements
Bristow T. F. * Lafuente B. Wolfe S. Parenteau N. Stone N. Rojo S. Boydstun K. Blake D. Downs R. Dateo C.	A Strategy for Managing NASA’s Long Tail of Planetary Research Data: Insights from the Development of the AHED Repository [#7093] Pre-Recorded Presentation We detail the architecture of the Astrobiology and Habitable Environments Database system to guide strategies for data management in other NASA-funded scientific disciplines where research is performed by individual PIs, and small research teams.
Erard S. * Cecconi B. Le Sidaner P. Rossi A. P. Tomasik L. Ivanovski S. Schmitt B. André N. Trompet L. Scherf M. Hueso R. Demleitner M. Manaud N. Taylor M. Alexeev I. Määttänen A. Millour E. Schmidt F. Waldmann I. Fernique P. D’Amore M. Brandt C. Rothkaehl H. Molinaro M. Génot V. Vandaele A. C.	Planetary Data in the Virtual Observatory: VESPA (Virtual European Solar and Planetary Access) [#7073] Pre-Recorded Presentation In the past 10 years, VESPA has defined an architecture adapted from the astronomy VO, and incorporating concepts and standards from other areas. Progress and new ideas are presented here.
Fergason R. L. * Hunter M. A. Laura J. R. Hare T. M.	Analysis Ready Data Available Through the SpatioTemporal Asset Catalog (STAC) Specification: Investigating the Application to Planetary Data [#7023] Pre-Recorded Presentation We describe efforts to enable analysis-ready planetary data to be accessible via STAC. This service could allow individuals to discover and utilize data products and for existing services to consume data through a well-documented API.
Hare T. M. * Thomson B. J. Gaddis L. R. Stopar J. Archinal B. A. Laura J. R. MAPSIT Steering Committee	Building a Lunar Spatial Data Infrastructure (SDI) [#7054] Pre-Recorded Presentation Here we briefly introduce the five planetary spatial data infrastructure (PDSI) themes to aid in the development of a lunar SDI.
Williams D. A. * Nelson D. M. Milazzo M. P.	The Io GIS Database, V. 1.0: A Proto-Io Planetary Spatial Data Infrastructure [#7002] Pre-Recorded Presentation This presentation discusses a new higher-order data product for Jupiter’s moon Io, built in ArcGIS and JMARS, composed of published Io data sets. It is intended to be the initial data component of an Io planetary spatial data infrastructure (PSDI).
Zinzi A. * Giardino M. Giunta A. Perozzi E. Di Cecco A. Polenta G.	The NEO Physical Properties Database of the Neorocks EU Project [#7032] Pre-Recorded Presentation Within the EU funded NEOROCKS project the ASI-SSDC, relying on its long-lasting experience on space-data dissemination, is defining a novel NEO Physical Properties database capable of hosting a great variety of NEO physical characterization data.

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Bentley M. S. * Cornet T. Macfarlane A. J. Martinez S. Moss R.	Science Validation in an Operational Archive — Experience from BepiColombo [#7068] Pre-Recorded Presentation PDS4 missions in the PSA deliver archive products on a regular basis. This enables rapid visualisation and use of archive data, but comes with challenges when checking completeness and scientific validation. Experience from BepiColombo is discussed.
Dutton N. T. * Mendlovitz M. A. Turner F. S. Patterson G. W.	A Novel Heuristic Algorithm for Finding Sparse, Thin Curved Lines in Imagery with Structured Noise [#7024] Pre-Recorded Presentation A new algorithm for finding curved lines in imagery with other similarly shaped noise sources. Example application with bi-static radar waterfall plots from LRO/Mini-RF.
Turner J. E. * O’Shea C. M. Turner F. S. Patterson G. W. Klima R. L.	A 2-Dimensional Approach to Rendering On- and Off-Body Shapes Around an Ellipsoidal Body [#7088] Pre-Recorded Presentation A 2-dimensional solution to interactively visualizing planetary data that is not conducive for visualizing on a map-projection of a body.
Zinzi A. * Camplone V. Rognini E. Giardino M. Nodjoumi G. Orosei R. Rossi A. P. Massironi M. Grassi D. Mura A.	MATISSE 2.0: The SSDC Webtool for Integrated Planetary Science Analysis [#7018] Pre-Recorded Presentation MATISSE is the SSDC scientific webtool dedicated to planetary sciences. The first version was released in early 2013 and 2.0 version has been available to the public for about a year. This is written in Python with 2D/3D data visualization.

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Beyer R.	Python Parameter Value Language (PVL) Library [#7037] PVL/ODL is a markup language commonly used for planetary science data archived under version three of the Planetary Data System (PDS). This Python package allows decoding of PVL-text to Python objects, and encoding of Python objects to PVL-text.
Hunter M. A. Zink A. E.	AstroLink Roadmap for the Preservation, Digitization, and Service of Historically Significant Materials [#7050] An update of AstroLink's ongoing work to digitize and serve historically significant materials, and migrate archive inventories to a web based platform.

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Keszthelyi L. Milazzo M. Miller M. Lakdawalla E.	Planetary Data: Hidden Barriers to Diversity in the Planetary Science Community [#7027] Recorded Presentation We highlight the role that planetary data plays as an unacknowledged systemic barrier to entry into the planetary science community.

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Aye K.-M. * Beyer R. A. Annex A. M. Million C.	The PlanetaryPy Project [#7026] Pre-Recorded Presentation The PlanetaryPy Project is a community effort to develop a core package for planetary science in Python and foster interoperability between Python planetary science packages.
Carr K. A. C. * Azubuike O. A. Tran A. T. Carreira C. C. Alfaro C. A. Greenhagen G. B. Patterson G. W. P. Stickle A. M. S. Prem P. P. Cahill J. T. S. C. Tai Udovicic C. J. T. U.	Lunar Crater Maturity Analysis in Python: Developing a Toolkit for Ejecta Analysis [#7087] We aim to develop an open-source toolkit that automates data analysis by combining datasets corresponding to different wavelengths of spectral imaging, whereby reducing manual intervention.
Mapel J. * Annex A. M. Aye K. M. Beyer R. A. Laura J. Silva V.	The Planetary Software Organization and Open Source Software Governance [#7029] Pre-Recorded Presentation An overview of the Planetary Software Organization and the importance of governance for open source software projects.
Michael G. G. *	Planetary Surface Dating with Craterstats3 — A New Open Source Implementation in Python [#7045] Pre-Recorded Presentation I present a fresh implementation of the Craterstats tool for analysing crater count data in the context of a planetary surface chronology model. The new software is written in Python and made open-source.
Padams J. * Loubrieu T. Crichton D. Hughes J. S. Law E.	NASA Planetary Data System API [#7060] Pre-Recorded Presentation The PDS4 architectural approach has evolved in the PDS Data Services Initiative with a vision to provide an integrated world-wide data services platform. Consistent APIs are a central pillar to enabling efficient access to all planetary science data.

*Authors (Denotes Presenter)**	*Abstract Title and Summary*
Bailey A. M. * Mehall L. K. Cisneros E. Bell J. F. III Paris K. N. Jenson E. H. Maki J. N. Mastcam-Z Science and Operations Team	The NASA Mars 2020 Mission Perseverance Rover Mastcam-Z Data Archive [#7038] The Mastcam-Z camera system is onboard the Mars 2020 Perseverance rover currently acquiring data products on Mars. These data products will be archived in the Planetary Data System starting August 2021.
Baker D. M. H. * Rumpf M. E. Keszthelyi L. P. Richardson J. A. Whelley P. L. Schmerr N. M. Young K. E.	Towards a Terrestrial Analogs Data Portal: Use Cases and Requirements [#7046] We present progress towards establishing a Terrestrial Analogs Data Portal, including identifying use cases from field analog research teams and data management requirements.
Besse S. * Coward C. Lakdawalla E. Milazzo M. Wilson B. McGrath M. PDE-IRB Team	Report of the Planetary Data Ecosystem Independent Review Board [#7070] The Planetary Data Ecosystem (PDE) Independent Review Board (IRB) was chartered by NASA in the fall of 2020 to conduct a wholistic review of the Ecosystem. Five months of effort has culminated in 67 Findings and 65 Recommendations presented below.
Coia D. * Lim T. Bentley M. Barbarisi I. Besse S. Docasal R. Giordano F. Grieger B. Grotheer E. Heather D. Merin B. Osinde J. Saiz J.	Advanced Search in the PSA for ExoMars TGO Data Discovery [#7043] This poster describes some advanced search capabilities for ESA’s Planetary Science Archive with particular emphasis on the ExoMars 2016 mission.
Geissler P. E. *	Migrating the Cassini RADAR Archive to PDS4 [#7036] This abstract describes the steps taken to migrate the Cassini RADAR archive to PDS4 compliance while preserving the PDS3 archive intact so that it can continue to be used as it has been in the past.
Guinness E. A. * Politte D. V. Slavney S.	Migration of Magellan Mission from the PDS3 to the PDS4 Standard [#7030] The PDS Geosciences Node is migrating its collection of Magellan Venus datasets from the PDS3 to PDS4 standard. The archive of Magellan data consists of twelve datasets and comprises a data volume of about 750 Gbytes with over 700,000 files.
Heather D. J. * Taylor M. G. G. Besse S. Barbarisi I. Montero A. Docasal R. Grieger B.	The Rosetta Science Archive: Preparing for Legacy Science [#7072] We present the activities that have been completed in the last few years to prepare the Rosetta mission science data for legacy archiving, and the corresponding updates to functionality that have been needed for this in the archive itself.
Huber L. F. * Güth T. Emmett J. Chanover N. Neakrase L. D. V.	Atmospheres Data: Galileo, Mariner, Juno Migration [#7083] The PDS Atmospheres Node is continuing the process of migrating its archived data holdings from the PDS3 to PDS4 archiving standard. Here we discuss our recent migration work that encompasses the Juno, Galileo, and Mariner missions.
Wagstaff K. L. * Le M. N. McAuley J. M.	Designing a Machine Learning Local Data Dictionary [#7085] This abstract/poster centers on a Machine Learning Local Data Dictionary created by the Cartography and Imaging Sciences Node to facilitate and promote archival practices in the machine learning domain.
Lim T.-L. * Docasal R. Sefton-Nash E. Salvioli F. Coia D. Bentley M. Besse S. Grieger B. Grotheer E. Heather D. Martin P. Osinde J. Ruano J.	An Update on the ExoMars 2022 Rover Data Archive [#7066] This presentation will provide an update on the development of the ExoMars 2022 Rover mission archive. The status and plans for the Rover Traverse view development will be discussed along with the data design choices for the mission.
Slavney S. * Ward J. G. Arvidson L. E. Arvidson R. A.	PDS Geosciences Node Data and Services [#7035] The PDS Geosciences Node archives planetary data from NASA missions and data analysis programs, and provides tools and expert advice to data preparers and end users

**Authors (Denotes Presenter)***	*Abstract Title and Summary*
Blake D. F. * Bristow T. F. Lafuente B. Downs R. T. Downs G. Sarrazin P. Stone N.	The CheMin Database: A Collaborative Tool for Mineralogy and Planetary Science [#7080] Pre-Recorded Presentation An interactive website of Mars mineralogical data from the CheMin XRD Instrument is described. Cloud-based algorithms allow the scientific community at large to reanalyze raw data obtained from the instrument on Mars.
Manigand S. * Turenne N. Sidhu S. Connell S. Potin S. M. Applin D. Cloutis E. A.	Development of a Raman Spectral Database for Lunar Science: A Little SALSA on Your Data [#7031] Pre-Recorded Presentation We present the development of a new Raman spectral database of lunar-relevant samples: The Spectral Analyses of Lunar Soils and Analogues database (SALSA database) that will support future lunar missions by storing and sharing data with the community.
Scholes D. * Guinness A. Slavney S. Arvidson R. E.	Introduction to the PDS Geosciences Node Spectral Library Website [#7006] Pre-Recorded Presentation The PDS Geosciences Node Spectral Library website (https://pds-speclib.rsl.wustl.edu) is a new web-based interface that provides search, review, and download options for spectral data that has been archived by the PDS.
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