A comparison of automated approaches to extracting englacial-layer geometry from radar data across ice sheets. Issue 81 (17th April 2020)
- Record Type:
- Journal Article
- Title:
- A comparison of automated approaches to extracting englacial-layer geometry from radar data across ice sheets. Issue 81 (17th April 2020)
- Main Title:
- A comparison of automated approaches to extracting englacial-layer geometry from radar data across ice sheets
- Authors:
- Delf, Richard
Schroeder, Dustin M.
Curtis, Andrew
Giannopoulos, Antonios
Bingham, Robert G. - Abstract:
- Abstract: Radar surveys across ice sheets typically measure numerous englacial layers that can often be regarded as isochrones. Such layers are valuable for extrapolating age–depth relationships away from ice-core locations, reconstructing palaeoaccumulation variability, and investigating past ice-sheet dynamics. However, the use of englacial layers in Antarctica has been hampered by underdeveloped techniques for characterising layer continuity and geometry over large distances, with techniques developed independently and little opportunity for inter-comparison of results. In this paper, we present a methodology to assess the performance of automated layer-tracking and layer-dip-estimation algorithms through their ability to propagate a correct age–depth model. We use this to assess isochrone-tracking techniques applied to two test case datasets, selected from CreSIS MCoRDS data over Antarctica from a range of environments including low-dip, continuous layers and layers with terminations. We find that dip-estimation techniques are generally successful in tracking englacial dip but break down in the upper and lower regions of the ice sheet. The results of testing two previously published layer-tracking algorithms show that further development is required to attain a good constraint of age–depth relationships away from dated ice cores. We recommend that auto-tracking techniques focus on improved linking of picked stratigraphy across signal disruptions to enable accurateAbstract: Radar surveys across ice sheets typically measure numerous englacial layers that can often be regarded as isochrones. Such layers are valuable for extrapolating age–depth relationships away from ice-core locations, reconstructing palaeoaccumulation variability, and investigating past ice-sheet dynamics. However, the use of englacial layers in Antarctica has been hampered by underdeveloped techniques for characterising layer continuity and geometry over large distances, with techniques developed independently and little opportunity for inter-comparison of results. In this paper, we present a methodology to assess the performance of automated layer-tracking and layer-dip-estimation algorithms through their ability to propagate a correct age–depth model. We use this to assess isochrone-tracking techniques applied to two test case datasets, selected from CreSIS MCoRDS data over Antarctica from a range of environments including low-dip, continuous layers and layers with terminations. We find that dip-estimation techniques are generally successful in tracking englacial dip but break down in the upper and lower regions of the ice sheet. The results of testing two previously published layer-tracking algorithms show that further development is required to attain a good constraint of age–depth relationships away from dated ice cores. We recommend that auto-tracking techniques focus on improved linking of picked stratigraphy across signal disruptions to enable accurate determination of the Antarctic-wide age–depth structure. … (more)
- Is Part Of:
- Annals of glaciology. Volume 61:Issue 81(2020)
- Journal:
- Annals of glaciology
- Issue:
- Volume 61:Issue 81(2020)
- Issue Display:
- Volume 61, Issue 81 (2020)
- Year:
- 2020
- Volume:
- 61
- Issue:
- 81
- Issue Sort Value:
- 2020-0061-0081-0000
- Page Start:
- 234
- Page End:
- 241
- Publication Date:
- 2020-04-17
- Subjects:
- Radio-echo sounding, -- glacier geophysics, -- Antarctic glaciology
Glaciology -- Periodicals
551.3105 qA613 - Journal URLs:
- https://www.cambridge.org/core/journals/annals-of-glaciology/all-issues ↗
http://www.ingenta.com/journals/browse/igsoc/agl ↗ - DOI:
- 10.1017/aog.2020.42 ↗
- Languages:
- English
- ISSNs:
- 0260-3055
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library STI - ELD Digital store
- Ingest File:
- 15067.xml