Data Science and Machine Learning for Planet Earth

Reefs and Carbonates

Reefs are shallow water areas where carbonate producers such as corals, coraline algae and halimeda, live. They are one of the world’s most diverse environment, making this an ideal location to understand the complex ecology of marine organisms. The sediments produced by reefs and other organisms with a carbonate skeleton are known as ‘carbonate sediments’, or simply ‘carbonates’.

Carbonate Reefs (here in Bali) are bioconstructed communities

Carbonates have a fundamental importance in Earth Sciences: they are bio-chemical sediments that contains rich information about the past conditions of our Earth, and about transformations occuring in the subsurface. Carbonates often form the skeleton of marine organisms, and therefore offer traces of life in the deep-past. Because they require liquid water to precipitate, carbonates are also important to trace the presence of water in our solar system.

The range of scientific problems we can address using carbonate minerals range from understanding the evolution of life in the deep past, constrain past climate and sea-level changes, reconstruct diagenetic transformations in the subsurface, understand the thermal history of basins, and determine the 3D spatial geometry and sequence stratigraphy of coral reef deposits.

Sadly, modern reefs are under threat from climate change and human activity. Warming sea surface temperatures can lead to corals expelling their zooxanthela algae, a process known as “bleaching” since the coral patches become all white – this can lead to the death of the reef. In addition, plastic pollution has become a major problem, as we explain in the video below.

Ancient Carbonate Reefs in the Field

Carbonate reefs have existed for at least 700 million years, if not more. During this time, reefs have left behind vast quantities of sediments, forming carbonate rocks.

Our research extends to studying ancient reefs in the field. Stratigraphy is the study of how rocks are organised in space and time. Hence, stratigraphers are interested not just in what the rocks are made of, but also in what processes led to the depositon of the rocks. One of the best way to study the stacking pattern of rocks at the small scale remains to look at outcrops. Therefore, we have studied outcrop and core stratigraphy to reconstruct sea-level changes, past climate change, and the heterogeneities of carbonate rocks at a range of scale.

For instance, we studied the relationship between fractures, fluids and diagenesis extensively in the salt dome of Jebel Madar in Oman. We also tried to understand how fractures control dolomitization (the transformation from limestone to an Mg Ca carbonate – dolomite) in the Neoproterozoic to Mesozoic carbonate successions of the Central Oman Mountains. For both of these projects, we collected samples and measurements at the outcrop, and combined geochemistry (including clumped isotopes) with petrographe and mineralogy of the samples to understand past fluid flow in the rocks.

Dolomitized Permian Limestone

This outcrop is hidden in the heart of the Oman moutains. It contains some beautiful examples of the Permian ‘Khuff’ dolomite. It is believed that this dolomitization event occured soon after deposition.

Bivalve Reef, Ras-Al-Khaima

These bivalves lived together and formed a reef in the shallow, tropical sea of the Jurassic in modern-day Ras-Al-Khaima, UAE.

Deserts Deers, Mancos Shale

Male deers are locking horns in front of the Mancos Shale, an Early Cretaceous sedimentary formation from the Interior Seaway, USA.

Hyper-alcaly Tuffa, Colorado

This tuffa deposit was formed recently from the return waters of an unsuccesful oil well.

Paleo-Sabkha Deposits, UK

Sometimes our work takes us undergrounds, in mines. In this instance, we studied the remains of a paleo-sabkha comprising carbonates, evaporites and clastic sediments from the Jurassic Epoch.

Prograding carbonates, morocco

We studied Jurassic carbonates in the High-Atlas of Morocco, and demonstred that a hierarchy of heteorogeneities existed in these carbonates.

Anhydrite deposit, boulby mine, uK

These Permian beds of playa-type anhydrite are located deep under the North Sea, in Boulby Mine, United Kingdom.

Carbonate concretions, uK

Carbonate concretions were formed in the Eocene Barton Clay Formation of South England. These deposits also contain well-preserved aragonitic shells.

Late Hydrothermal Dolomite, Oman

A significant amount of the research we have done in Oman was concerned with understanding late hydrothermal dolomite. This phase can be seen here as brick-red fracture infills on black Neoproterozoic limestones.

Progradding carbonates, USA

The Permian Basin deposits in New Mexico, USA, contain world-class examples of carbonate deposits that progradded from the rim to towards the center of this intra-continental basin.

Sponge Reef, Permian Basin

In the Permian, corals were not the main reef builders. In this example, the reef is mostly composed of sponges and bryozoa.

Marine Hardground, Morocco

During exposure and reflooding of shallow-water Jurassic carbonates in Morocco, the sediments were left for a long-period of time outside of the main area of deposition. This led to the formation of iron-rich hardgrounds.

Hot, Deep diagenesis

In this outcrop of Ras-Al-Khaima (UAE), we observed a spectacular example of dolomite formed during thermo-sulfate reduction processes.

But fieldwork is not limited to the dry land: we also work on cores recovered from drilling vessel such as the IODP Research Vessels, and we periodically sail as well. You can read more about our upcoming our CARAPACE Project here.

Artifical Intelligence and Carbonate Reefs

We use AI in both modern reefs, and in our work on ancient carbonate sediments. For modern reefs, we can use Earth Observations to monitor the health of coral reefs, both from satellite images or from remote operated vehicles during dives. You can read more about our work on remote sensing with machine learning for coral reefs in this post. And you can find out all about our work on using AI to classify organisms living around coral reefs using here. We also use satellite data to track coral reefs heath.

We have also worked for years on the topic of computer vision for carbonate description. This subfield of deep learning allows to analyse images and use this information to derive knowledge. We use images of rocks, such as cores or thin section, to automate the classification of the rocks, as well as the counting and identification of individual carbonate grains. This allows us to describe field and lab data at an unprecedented speed, and accuracy.