Articles | Volume 4, issue 1
https://doi.org/10.5194/gi-4-45-2015
https://doi.org/10.5194/gi-4-45-2015
Research article
 | 
27 Feb 2015
Research article |  | 27 Feb 2015

COSIMA data analysis using multivariate techniques

J. Silén, H. Cottin, M. Hilchenbach, J. Kissel, H. Lehto, S. Siljeström, and K. Varmuza

Related authors

Multi-annual modes in the 20th century temperature variability in reanalyses and CMIP5 models
Heikki Järvinen, Teija Seitola, Johan Silén, and Jouni Räisänen
Geosci. Model Dev., 9, 4097–4109, https://doi.org/10.5194/gmd-9-4097-2016,https://doi.org/10.5194/gmd-9-4097-2016, 2016
Short summary
Analysis of COSIMA spectra: Bayesian approach
H. J. Lehto, B. Zaprudin, K. M. Lehto, T. Lönnberg, J. Silén, J. Rynö, H. Krüger, M. Hilchenbach, and J. Kissel
Geosci. Instrum. Method. Data Syst., 4, 139–148, https://doi.org/10.5194/gi-4-139-2015,https://doi.org/10.5194/gi-4-139-2015, 2015

Related subject area

Space instruments
Laboratory measurements of the performances of the Sweeping Langmuir Probe instrument aboard the PICASSO CubeSat
Sylvain Ranvier and Jean-Pierre Lebreton
Geosci. Instrum. Method. Data Syst., 12, 1–13, https://doi.org/10.5194/gi-12-1-2023,https://doi.org/10.5194/gi-12-1-2023, 2023
Short summary
Creating HiRISE digital elevation models for Mars using the open-source Ames Stereo Pipeline
Adam J. Hepburn, Tom Holt, Bryn Hubbard, and Felix Ng
Geosci. Instrum. Method. Data Syst., 8, 293–313, https://doi.org/10.5194/gi-8-293-2019,https://doi.org/10.5194/gi-8-293-2019, 2019
Short summary
Multiresolution wavelet analysis applied to GRACE range-rate residuals
Saniya Behzadpour, Torsten Mayer-Gürr, Jakob Flury, Beate Klinger, and Sujata Goswami
Geosci. Instrum. Method. Data Syst., 8, 197–207, https://doi.org/10.5194/gi-8-197-2019,https://doi.org/10.5194/gi-8-197-2019, 2019
Short summary
Mars submillimeter sensor on microsatellite: sensor feasibility study
Richard Larsson, Yasuko Kasai, Takeshi Kuroda, Shigeru Sato, Takayoshi Yamada, Hiroyuki Maezawa, Yutaka Hasegawa, Toshiyuki Nishibori, Shinichi Nakasuka, and Paul Hartogh
Geosci. Instrum. Method. Data Syst., 7, 331–341, https://doi.org/10.5194/gi-7-331-2018,https://doi.org/10.5194/gi-7-331-2018, 2018
Short summary
TARANIS XGRE and IDEE detection capability of terrestrial gamma-ray flashes and associated electron beams
David Sarria, Francois Lebrun, Pierre-Louis Blelly, Remi Chipaux, Philippe Laurent, Jean-Andre Sauvaud, Lubomir Prech, Pierre Devoto, Damien Pailot, Jean-Pierre Baronick, and Miles Lindsey-Clark
Geosci. Instrum. Method. Data Syst., 6, 239–256, https://doi.org/10.5194/gi-6-239-2017,https://doi.org/10.5194/gi-6-239-2017, 2017
Short summary

Cited articles

Bingham, E. and Mannila, H.: Random projection in dimensionality reduction: applications to image and text data, in: Proceedings of the 7th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2001), New York, 245–250, 2001.
Broemeling, L. D.: Bayesian Methods for Measures of Agreement, Chapman & Hall/CRC Boca Raton, 2009.
Candes, E.: Compressive Sampling, Proceedings of the International Congress of Mathematicians, Madrid, Spain, 2006.
Cohen, J.: A coefficient of agreement for nominal scales, Educ. Psychol. Meas., 20, 37–46, 1960.
Dasu, T. and Johnson, T.: Exploratory Data Mining and Data Cleaning, Wiley, Hoboken, 2003.
Download
Short summary
COSIMA, an advanced TOF-SIMS instrument measuring the mass spectrum of dust grains collected at comet P67 by the ROSETTA spacecraft, is predicted to encounter complex mixtures of minerals and organic compounds. To extract information from this data set, we have developed a multivariate technique tested on laboratory measurements made by an identical instrument under controlled conditions. We have shown that minerals can be identified and separated with high level of confidence.