Aqualytics
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The Nature Conservancy
Case Study

Mississippi River — Nutrient Monitoring

Scaling nutrient monitoring from a handful of gauge stations to basin-wide, continuous coverage along 200 km of the lower Mississippi and Atchafalaya rivers.

Louisiana, USA 200 km coverage Nitrates · Turbidity · Sediments 2019 – present
The Goal

Enable large-scale nutrient monitoring across an entire river basin.

The Nature Conservancy's Louisiana Chapter is working to reduce nitrates in the Mississippi River by improving the sustainability of agricultural practices and enhancing the ecosystem's natural filtration capacity. Their goal: track the ecological impact of dozens of conservation projects across the basin — cumulatively, not just locally.

Through a combination of science, policy, and on-the-ground restoration, TNC has activated 17 business units, over 100 staff members, and over $2 million annually into a cohesive coalition working with agricultural producers, suppliers, and landowners to grow more food with less fertilizer and restore floodplain wetlands — the river's natural kidneys.

The challenge: none of this effort could be measured at the scale it was happening. TNC needed a way to see the whole river, not just isolated points.

Waterbody Overview

🌍
Basin scale 4th largest watershed in the world — 2,980,000 km² drainage area
🌾
Land use 65% farmland, 25% harvestable cropland. Corn, soybean, and wheat monocultures dominate.
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Water type Highly turbid, complex profile from mixing of many tributaries
⚠️
Key pollution sources Agricultural runoff (fertilizer, pesticides), industrial and urban waste

A fundamental shift from local to basin-scale monitoring.

False-color satellite image of Mississippi River meanders showing vegetation and water in infrared palette

The Problem with Point Measurements

Pollution in the Mississippi is a large-scale problem. It accumulates downstream, crosses state lines, and culminates in a large and growing dead zone in the Gulf of Mexico. But monitoring has always been local.

USGS gauges cost $100k per year per site and require ongoing maintenance. Even so, continuous long-term nitrate monitoring is available at only about 10–15 locations across the entire basin — a river system draining 40% of the continental United States.

Water quality can be vastly different from one stretch of river to the next. Spatial patterns — the ones that reveal where pollution originates and where it dissipates — are invisible to a sparse network of sondes.

What TNC Actually Needed

TNC needed to shift from measuring progress at individual project sites to measuring it at the basin scale. That requires a comprehensive baseline: understanding the natural variation in water quality across hundreds of kilometers, so that real changes can be detected against it.

The goal was not more data points — it was coverage. The ability to see nutrient dynamics as a spatial whole, across confluences, floodplains, and agricultural drainage areas simultaneously.

Additionally, TNC needed to monitor remotely at specific floodplain restoration sites — reducing project costs and enabling access to areas that would otherwise be impractical to reach.

Satellite nitrate mapping overlay on the Mississippi-Atchafalaya confluence — pink/magenta tones indicate nitrate concentrations
First Pilot Project

Nitrate mapping from satellite + in-situ fusion.

In August 2019, Gybe and TNC began working together in the lower Mississippi. In about one day, two sensors were installed — one at the Water Institute of the Gulf on the Mississippi River, and one on the Atchafalaya River.

Nitrate models were then built using a combination of satellite imagery and in-situ sensor data, calibrated against USGS reference measurements. The resulting maps are automatically updated via our web platform — no software installation, no manual data pulls.

Results show excellent predictability of nitrate levels across a broad range of variation in discharge, pigment, and sediment conditions, for this specific part of the Mississippi.

Coverage Lower Mississippi + Atchafalaya, ~200 km in Louisiana
Sensors deployed 2 sensors installed within a single day
Parameters Turbidity, Suspended Sediments, Nitrates
Project start August 2019 – ongoing
Satellite cadence New maps every ~5 days, 10–20 m resolution
Sensor cadence New readings every 15 min, updated daily
Results

Orders of magnitude more data at a fraction of the cost.

200 km
Continuous river coverage
From two sensor installations — impossible with sondes alone
60,000+
Sensor datapoints generated
15-minute cadence, automatically processed
R2 0.73
Nitrate model accuracy
Sensor-driven model vs. USGS reference data for this specific site.

Cost and Coverage Comparison

USGS stations cost $100k per year per site. YSI sondes run $10k–$50k each — and that represents only 2–12% of total monitoring costs, according to EPA estimates. The majority of the cost is in manual labor: deploying, maintaining, and analyzing sonde data.

With Aqualytics (initially Gybe), TNC gets coverage of hundreds of kilometers of river from two installations. Even deploying sondes at every 10-km interval, that level of spatial coverage would be physically and financially out of reach.

Aqualytics (initially Gybe) provides TNC with orders of magnitude more data, helping them more completely understand water dynamics across the Atchafalaya and lower Mississippi — and the ecological impact of their conservation work. That understanding can then be communicated clearly to donors, partners, and policymakers.

We now have the potential to get never before seen insight about nutrient distributions across a watershed, and begin to accurately assess the impact conservation efforts are having to improve water quality.

Bryan Piazza
Bryan Piazza
Director of Freshwater and Marine Science
Louisiana Chapter, The Nature Conservancy
The Nature Conservancy
Aqualytics sensor with solar panel installed on the Mississippi riverbank in Baton Rouge, with the Horace Wilkinson Bridge in the background
Field Deployment
Baton Rouge, Louisiana — Mississippi River
Sensor installed at the Water Institute of the Gulf, August 2019
How It Works

Three things that change the equation.

False-color satellite image of the Mississippi River meanders

Data at the landscape scale

By providing an order of magnitude more spatial information than point sensors, Aqualytics enables TNC to automatically track what is happening across the entire surface of the water body — every 5 days, continuously.

Satellite nitrate overlay map of the Mississippi-Atchafalaya confluence

New insights + data visualisation

Aqualytics visualises and analyses data in a no-install web platform, enabling the discovery of new patterns and easier communication — internally, with partners, and with donors — about what the data means.

Aqualytics sensor deployment on the Mississippi riverbank, Baton Rouge

A fraction of the cost

The fully automated system continuously updates data, so TNC spends more time on conservation work and less time maintaining equipment and processing raw readings. No lab, no manual sonde retrieval, no data backlog.

Performance

Model performance against USGS reference data.

Satellite Data

Spatial resolution: 10–20 m
Data frequency: New map images every 5 days on average
Historical data: Back to 2016
524
DataMaps generated
R² 0.46
Nitrate model, satellite data only, vs. USGS

Sensor Data

Data frequency: New reading every 15 min, updated daily
Generation: Continuously during daylight hours
60k+
Sensor datapoints generated
R² 0.73
Nitrate model, sensor data only, vs. USGS
What's Next

Scaling to the full basin.

The immediate next step is expansion into new river systems across the broader Mississippi basin, together with continued improvements to the nitrates model: proving the extensibility of the approach across gauged and ungauged stretches, across different water types and tributary mixing zones.

This leads into the generation of river-wide nitrate data maps — a continuous, spatially explicit record of nutrient dynamics across the basin — and a direct application for monitoring conservation impact within specific TNC project areas.

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