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The Impact of Compositional Changes on Random Forest Predictions: Applicationto ChemCam LIBS Data from Gale Crater, Mars

Rammelkamp, Kristin and Gasnault, Olivier and Bedford, Candice C. and Dehouck, Erwin and Schröder, Susanne (2023) The Impact of Compositional Changes on Random Forest Predictions: Applicationto ChemCam LIBS Data from Gale Crater, Mars. Lunar and Planetary Science Congress 2023, 2023-03-13 - 2023-03-17, The Woodlands, Texas, USA.

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Official URL: https://www.hou.usra.edu/meetings/lpsc2023/pdf/2131.pdf

Abstract

We present statistics on ChemCam LIBS data from Gale crater. Predictions of a random forest classifier are compared to unsupervised clustering of the same data.

Item URL in elib:https://elib.dlr.de/202242/
Document Type:Conference or Workshop Item (Poster)
Title:The Impact of Compositional Changes on Random Forest Predictions: Applicationto ChemCam LIBS Data from Gale Crater, Mars
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Rammelkamp, KristinKristin.Rammelkamp (at) dlr.dehttps://orcid.org/0000-0003-4808-0823151240020
Gasnault, OlivierInstitut de Recherche en Astrophysique et Planétologie, Université Toulouse III, Toulouse, Francehttps://orcid.org/0000-0002-6979-9012UNSPECIFIED
Bedford, Candice C.Lunar and Planetary Institute: Houston, TX, UShttps://orcid.org/0000-0002-0783-1064UNSPECIFIED
Dehouck, ErwinUniversité Claude Bernard Lyon 1: Villeurbanne, Auvergne-Rhône-Alpes, FRhttps://orcid.org/0000-0002-1368-4494UNSPECIFIED
Schröder, SusanneSusanne.Schroeder (at) dlr.dehttps://orcid.org/0000-0003-1870-3663UNSPECIFIED
Date:March 2023
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:LIBS, Mars, ChemCam, machine learning, random forest
Event Title:Lunar and Planetary Science Congress 2023
Event Location:The Woodlands, Texas, USA
Event Type:international Conference
Event Start Date:13 March 2023
Event End Date:17 March 2023
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Robotics
DLR - Research area:Raumfahrt
DLR - Program:R RO - Robotics
DLR - Research theme (Project):R - OptoRob [RO]
Location: Berlin-Adlershof
Institutes and Institutions:Institute of Optical Sensor Systems > In-Situ Sensing
Deposited By: Rammelkamp, Kristin
Deposited On:22 Jan 2024 07:44
Last Modified:24 Apr 2024 21:02

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