English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

Nominally anhydrous minerals (NAMs) are the primary carriers of water inrocky planet mantles. Therefore, studying water solubilities of major NAMs inthe mantle can help us estimate the water storage capacities of rocky planetmantles and indirectly constrain the actual water contents of their interiors.By using data science methods such as statistics and statistical learningalgorithms, in this paper, current modeling studies on the mantle water storagecapacities of Earth, Mars, and exoplanets have been introduced and summarized.Firstly, the thermodynamic model for mantle water storage capacity has beenreviewed. Then, based on the two case studies on Earth and Mars, how totranslate atomic-scale experimental data of water solubility and theirmeasurement errors into planetary-scale models of mantle water storage capacityhas been explored by using robust regression, Monte Carlo methods, andbootstrap aggregation algorithms. Thirdly, how the large sample data from theexoplanet observational campaigns can help us understand the statisticalproperties of the mantle water storage capacities of rocky exoplanets has beenintroduced. Finally, the application limitations of data science methods inmineral physics research have been discussed, and how to better combinestatistics and statistical algorithms with mineral physics data research hasbeen prospected.

A Data Science Approach to Study the Water Storage Capacity in Rocky Planet Mantles: Earth, Mars, and Exoplanets