Name
Title | ||
|---|---|---|
A First Step Toward Quantifying the Climate's Information Production over the Last 68, 000 Years. |
Abstract | ||
|---|---|---|
Paleoclimate records are extremely rich sources of information about the past history of the Earth system. We take an information-theoretic approach to analyzing data from the WAIS Divide ice core, the longest continuous and highest-resolution water isotope record yet recovered from Antarctica. We use weighted permutation entropy to calculate the Shannon entropy rate from these isotope measurements, which are proxies for a number of different climate variables, including the temperature at the time of deposition of the corresponding layer of the core. We find that the rate of information production in these measurements reveals issues with analysis instruments, even when those issues leave no visible traces in the raw data. These entropy calculations also allow us to identify a number of intervals in the data that may be of direct relevance to paleoclimate interpretation, and to form new conjectures about what is happening in those intervals-including periods of abrupt climate change. |
Year | DOI | Venue |
|---|---|---|
2016 | 10.1007/978-3-319-46349-0_30 | ADVANCES IN INTELLIGENT DATA ANALYSIS XV |
Field | DocType | Volume |
Ice core,Storm track,Paleoclimatology,Earth system science,Computer science,Permutation entropy,Raw data,Abrupt climate change,Artificial intelligence,Climatology,Entropy (information theory),Machine learning | Conference | 9897 |
ISSN | Citations | PageRank |
0302-9743 | 0 | 0.34 |
References | Authors | |
0 | 5 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Joshua Garland | 1 | 9 | 5.25 |
| Tyler R. Jones | 2 | 0 | 0.68 |
| Elizabeth Bradley | 3 | 101 | 16.27 |
| Ryan G. James | 4 | 138 | 12.33 |
| James W. C. White | 5 | 0 | 0.68 |