This is the
MISO project
MISO develops an autonomous observation system for monitoring of emissions of CO2 and Methane, the two most important greenhouse gases. The system is modular and is suited for use in hard-to-reach areas such as the Arctic or wetlands. It combines three observing platforms (a static tower-Gas ambient monitor , a static gas flux chamber and a UAV-based observatory using NDIR sensing technologies ) with a cloud platform. The system can be operated remotely , with minimum on-site intervention.
The MISO team has expanded existing technologies: we have improved detection limit and accuracy of an NDIR GHG sensor integrated in the platforms. The static platforms and the drone base are powered by a unique geothermal device. The communication between the three observing platforms and a data cloud uses a combination of Peer2Peer, G4/G5/LTE, LORAWAN and wifi technologies.
To ensure consistent measurements, the observing platforms are optimized for energy efficient autonomous operation. This includes on-platform detection of faults through an optimized Machine Learning calibration. The cloud platform stores model updates and fault detection information together with the raw measurements.
The system is co-developed with stakeholders from academia, monitoring and measurement systems, industry and policy. It is thoroughly documented and has been demonstrated in the Arctic and in Wetland .
NEWS

๐๐ฉ๐ญ๐ข๐ฆ๐ข๐ณ๐ข๐ง๐ ๐๐ง๐๐ซ๐ ๐ฒ ๐๐๐๐ข๐๐ข๐๐ง๐๐ฒ ๐ข๐ง ๐๐๐๐
๐๐ข๐- ๐๐ก๐ ๐๐ซ๐๐ญ๐ข๐ ๐๐ง๐ข๐ฏ๐๐ซ๐ฌ๐ข๐ญ๐ฒ ๐จ๐ ๐๐จ๐ซ๐ฐ๐๐ฒ is optimizing ๐๐๐๐โs calibration model to enhance energy efficiency in static nodes, reducing overall energy consumption by 3.97 times! Additionally, UiT is preparing a fault-tolerant system, where fault detection is implemented on the drone to minimize processing on static nodes. In collaboration with ๐๐ฎ๐๐๐ง’๐ฌ

๐๐ง๐ญ๐ซ๐จ๐๐ฎ๐๐ข๐ง๐ ๐ญ๐ก๐ ๐๐๐๐ ๐๐๐ฌ ๐ ๐ฅ๐ฎ๐ฑ ๐๐ก๐๐ฆ๐๐๐ซ: ๐๐๐ฏ๐๐ง๐๐ข๐ง๐ ๐๐๐ ๐๐จ๐ง๐ข๐ญ๐จ๐ซ๐ข๐ง๐
The ๐๐๐๐ ๐ข๐ง-๐ฌ๐ข๐ญ๐ฎ monitoring platform takes a significant step forward with the Gas Flux Chamber, a key component designed for ๐๐ข๐ซ๐๐๐ญ-๐ฌ๐จ๐ฎ๐ซ๐๐ ๐ฆ๐๐๐ฌ๐ฎ๐ซ๐๐ฆ๐๐ง๐ญ๐ฌ ๐จ๐ ๐๐โ ๐๐ง๐ ๐๐โ. The ๐๐ฅ๐๐ซ๐๐ ๐๐๐ ๐๐ง๐๐ซ ๐๐ง๐ฌ๐ญ๐ข๐ญ๐ฎ๐ญ๐, ๐๐๐ฅ๐ฆ๐ก๐จ๐ฅ๐ญ๐ณ ๐๐๐ง๐ญ๐ซ๐ ๐๐จ๐ซ ๐๐จ๐ฅ๐๐ซ ๐๐ง๐ ๐๐๐ซ๐ข๐ง๐ ๐๐๐ฌ๐๐๐ซ๐๐ก team, led by ๐๐ซ. ๐๐จ๐ง๐ ๐ฏ๐๐ง ๐๐๐ฅ๐๐๐ง other partners, is pushing beyond the

End of Year 2024: MISO Consortium’s First Field Test Success in Bordeaux, France ๐๐
At the end of 2024, the MISO Consortium successfully conducted its first field test at the Azur Drones test field in Bordeaux, France (Figure 1). During this test, the MISO UAV-based observatory and MISO sensing technology, which utilizes NDIR gas sensing, were tested and validated in real-world conditions. The MISO

Innovative Energy Harvesting for MISO In-Situ Monitoring
Over in Copenhagen, @TEGnology is developing a cutting-edge energy harvesting module to provide supplementary power to the MISO in-situ system! Using a heatsink together with a metal pin inserted into the ground, they are able to use the temperature difference between the air and the soil as a heat source
Contact Info
Dr. Tuan-Vu Cao, project coordinator.
The Climate and Environmental Research Institute NILU.

This project has received funding from the European Union’s Horizon Europe research and innovation programme under Grant Agreement No. 101086541.