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Inverting multispectral thermal time-series images of volcanic eruptions for lava emplacement models


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Authors

Barnie, TD 

Abstract

We present a novel method for interpreting time series of multispectral observations of volcanic eruptions. We show how existing models relating radiance and area emplacement can be generalised to an integration-convolution of a Net Area Emplacement (NAE) function and a cooling function, assuming all surfaces follow the same cooling curve. The NAE describes the variation in the rate of emplacement of hot material with time and temperature, while the cooling function describes the cooling of a hot surface with time. Discretizing the integration-convolution equation yields an underdetermined matrix equation that we solve using 2nd order Tikhonov regularization to stabilize the solution. We test the inversion by modelling plausible NAE surfaces, calculating the radiances, adding noise, and inverting for the original surface. Three or more spectral bands are required to capture the overall shape of the NAE, and recovering specific quantities is difficult. Single wavebands that yield flat kernels recover the total area emplacement curve (rate of increase of hot area – the integral of the NAE with respect to temperature) surprisingly well due to their property of conserving NAE, suggesting novel methods for calculating area emplacement rates (and effusion rates) from time series of satellite images and radiometer measurements.

Description

Keywords

37 Earth Sciences, 3705 Geology, 3706 Geophysics

Journal Title

Geological Society Special Publication

Conference Name

Journal ISSN

0305-8719
2041-4927

Volume Title

426

Publisher

Geological Society of London
Sponsorship
Natural Environment Research Council (NE/E005535/1)
NERC (via University of Leeds) (GA/13M/031)
This research was undertaken as part of the NERC consortium project “How does the Earth's crust grow at divergent plate boundaries? A unique opportunity in Afar, Ethiopia” (grant number NE/E005535/1). CO is additionally supported by the National Centre for Earth Observation (COMET+).