Carbon Cycle in Lake Geneva

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Closing the carbon budget on Lake Geneva Inland waters are extremely reactive and they are known to both transport a lot of carbon and also emit and sequester it, yet research has historically focused on boreal rather than clearwater lakes. We spoke to Professor Marie-Elodie Perga about her research into the carbon cycle on Lake Geneva, in which she aims to find out more about the processes responsible for this reactivity and transport. There are typically two types of lakes in mountainous areas like Switzerland. There are the smaller lakes that are found at high altitudes and which are usually relatively unproductive, then there are very large lakes at lower altitudes. “Lake Geneva for example is only about 370 metres above sea level,” says Marie-Elodie Perga, an Associate Professor in the Institute of Earth Surface Dynamics at the University of Lausanne in Switzerland. These lakes tend to have quite ‘hard’ waters, with a higher dissolved mineral content (especially in calcium and bicarbonates) – related to the presence of chalk deposits – than ‘soft’ waters, and the lakes themselves tend to be very clear. “We have a very limited understanding of carbon cycling in these clear, hardwater lakes,” continues Professor Perga. “A lot of work has been done on boreal lakes, for example in Canada or Sweden. However, those lakes are completely different – they usually have very soft waters, and there is a lot of organic carbon that gives the waters a brown-ish appearance.”

Lake Geneva The majority of the studies on carbon cycling in lakes so far have been conducted on boreal lakes, while the clearwater lakes are relatively under-represented. This issue is at the heart of Professor Perga’s work as the Principal Investigator of a research

interface between two environments, two chemistries. “Remote sensing images show a point where the lake turns a blue, chalky colour, which is caused by an in-lake calcite precipitation event that we call whiting,” outlines Professor Perga. “This whiting is created where the Rhone comes into the

The metabolism of a lake is certainly important, but it’s not the full picture. There are many other processes that may be responsible for the overall CO2 concentration in lakes, for example all the processes involving inorganic carbon. project in which she is investigating carbon cycling in Lake Geneva, looking to close the carbon budget and account for the complexities of the lake. “We are working on the pelagic area of the lake, the off-shore area, where the water is quite deep. We are also looking at the interaction between the Rhone river, which is the main tributary, and the lake,” she explains. This represents the

lake. It’s an interface that introduces a lot of spatial variability.” A further point of variability is between the littoral area of the lake, which is relatively shallow and has more concentrated chemistry, and the off-shore area. Professor Perga and her colleagues take full account of the varying nature of these different environments. “We look at the lake not

The Lexplore platform on Lake Geneva. © Pascal perolo

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as a uniform, single place but as a mosaic of different environments with different reactivities,” she says. In terms of temporal variability, geochemical processes can take place over very different timescales. “When you think about the rate of photosynthesis for example, it changes every time a cloud obscures the sun. There is also variability at larger scales, at the diel, seasonal and interannual scales,” points out Professor Perga. “We try to look at the processes at different timescales – from minute timescales, using the Lexplore platform on the lake, up to 10year timescales or higher, when we look at the sediment cores. We are looking at how these timescales are embedded into each other.” This would help researchers to understand why the carbon cycle has changed to the extent that it has over recent decades, and also to forecast what is likely to happen in future. The metabolism of the lake, the balance between the amount of photosynthesis in the lake and the total respiration of organisms within it, is one factor which drives the CO2 concentration. “If there is more photosynthesis than respiration, then CO2, concentration will decrease, and the other way round it will increase,” says Professor Perga. The metabolism has been the central focus of carbon cycle research on inland waters, but Professor Perga says the general perspective is shifting. “The metabolism is certainly important, but it’s not the full picture. There are many other processes that may be responsible for the overall CO2 concentration in lakes, for example all the processes involving inorganic carbon (those bicarbonates coming from the catchment and their processing in the lake through whiting),” she continues. The aim now is to gain a fuller picture of the factors that affect the carbon budget on Lake Geneva, which has changed significantly over recent years. Researchers have about 50 years worth of monitoring data on many different components of the carbon cycle, but Professor Perga says it is difficult to

Preparation and analysis of water samples from Lexplore. © Didier Jezequel

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Satellite image of a whiting event, June 29 2019, (credit photo Sentinel-2A, © ESA).

explain why it has changed so much. “There are many candidates. It may be because the catchment has changed a lot, because the hydrology has changed, because the trophic level of the lake has changed,” she explains. The goal in the project is to essentially solve this puzzle, and to identify which factors are driving changes in the carbon cycle. “Is it essentially driven by physical processes? Or is it primarily driven by catchment processes?” says Professor Perga. “We are doing data analysis to investigate this. We develop models at very fine scales, and then we try to upscale them, mechanistically, to the whole lake.” One type of model is mechanistic-driven, with equations for every type of process that may happen, which is then applied to the lake. If this proves ineffective in simulating the lake properly, it provides a hint as to where researchers should focus their attention, while Professor Perga is also using another approach, which builds on ideas from machine learning. “We are also using data-driven approaches – so we get all the data we can, and we use those models as a kind of black box. The model will try to simulate the output, based on the number of inputs,” she outlines. The idea here is to combine the mechanistic data with the machine learning models to get a deeper picture of the carbon cycle in Lake Geneva. “We know that the mechanistic models based on physics work very well in some situations. But we also know that when it comes to biological processes the mechanistic models are less effective,” continues Professor Perga. “We are trying to combine the best of two worlds, the mechanistic models and the machine learning approach.”

Maintenance of CO2 sensors, from Lexplore. © Pascal perolo

Sediment coring.

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