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

๐๐ข๐ฅ๐๐ฌ๐ญ๐จ๐ง๐๐ฌ ๐๐๐ก๐ข๐๐ฏ๐๐ ๐ข๐ง ๐ญ๐ก๐ ๐๐๐๐ ๐๐๐ญ๐ฅ๐๐ง๐ ๐๐๐ฆ๐ฉ๐๐ข๐ ๐ง! ๐๐ก
As part of the ๐๐๐๐ ๐ฉ๐ซ๐จ๐ฃ๐๐๐ญ, we recently completed our intensive field campaign at ๐๐ฒ๐ฒ๐ญ๐ข๐ฬ๐ฅ๐ฬ ๐ ๐จ๐ซ๐๐ฌ๐ญ ๐๐ญ๐๐ญ๐ข๐จ๐ง, ๐ ๐ข๐ง๐ฅ๐๐ง๐. The campaign marked an important step forward in validating our technologies under real wetland conditions. Here are some of the highlights: ๐ฌ ๐๐๐ง๐ฌ๐จ๐ซ ๐๐๐ฌ๐ญ๐ข๐ง๐ โข Wet verification was successfully implemented at Hyytiรคlรค Station.โข

๐๐ฑ๐๐ข๐ญ๐ข๐ง๐ ๐ ๐ข๐๐ฅ๐ ๐๐๐ฌ๐ญ๐ข๐ง๐ ๐๐ก๐๐๐ ๐๐จ๐ซ ๐๐๐๐!
As part of the MISO project, we are preparing for a comprehensive wetland test at ๐๐ฒ๐ฒ๐ญ๐ข๐ฬ๐ฅ๐ฬ ๐ ๐จ๐ซ๐๐ฌ๐ญ ๐๐ญ๐๐ญ๐ข๐จ๐ง, ๐ ๐ข๐ง๐ฅ๐๐ง๐, in ๐๐ฎ๐ฅ๐ฒ ๐๐๐๐. The test will be conducted throughout the month and involves several components: ๐ฌ ๐๐๐ง๐ฌ๐จ๐ซ ๐ญ๐๐ฌ๐ญ๐ข๐ง๐ โข Perform wet verification at Hyytiรคlรค stationโข Monitor greenhouse gases under wetland conditions for

๐๐๐ฐ ๐๐ฎ๐๐ฅ๐ข๐๐๐ญ๐ข๐จ๐ง ๐๐ซ๐จ๐ฆ ๐ญ๐ก๐ ๐๐๐๐ ๐๐ซ๐จ๐ฃ๐๐๐ญ!
We’re proud to share that a new paper supported by the MISO project has been published at the ๐๐๐๐ ๐๐๐๐๐ ๐๐๐๐ ๐๐ง๐ฌ๐ญ๐ซ๐ฎ๐ฆ๐๐ง๐ญ๐๐ญ๐ข๐จ๐ง ๐๐ง๐ ๐๐๐๐ฌ๐ฎ๐ซ๐๐ฆ๐๐ง๐ญ ๐๐จ๐ง๐๐๐ซ๐๐ง๐๐! ๐ Title: ๐ด๐๐๐ข๐๐๐ก๐ ๐๐๐๐ ๐ข๐๐๐๐๐๐ก๐ ๐๐ ๐๐๐กโ๐๐๐ ๐๐๐ ๐ถ๐๐๐๐๐ ๐ท๐๐๐ฅ๐๐๐ ๐๐๐ ๐ด๐๐๐ก๐๐ ๐๐๐ ๐๐๐ก๐๐๐๐ ๐ถ๐๐๐๐๐ก๐๐๐๐ ๐ข๐ ๐๐๐ ๐๐ท๐ผ๐ ๐๐๐โ๐๐๐๐๐๐ฆ ๐๐๐ ๐ด๐ผ-๐๐๐ ๐๐ ๐ถ๐๐๐๐๐๐๐ก๐๐๐ This publication presents an innovative
๐ฐ๐๐๐๐ ๐๐๐ฉ๐๐ซ ๐๐๐๐๐ฉ๐ญ๐๐ ๐๐ญ ๐๐๐๐ ๐๐๐ง๐ฌ๐จ๐ซ๐ฌ ๐๐ฉ๐ฉ๐ฅ๐ข๐๐๐ญ๐ข๐จ๐ง๐ฌ ๐๐ฒ๐ฆ๐ฉ๐จ๐ฌ๐ข๐ฎ๐ฆ ๐๐๐๐
Weโre pleased to announce that a research paper by MISO partners has been accepted for presentation at the IEEE Sensors Applications Symposium 2025 ๐. ๐๐ข๐ญ๐ฅ๐:๐ผ๐๐๐๐๐ฃ๐๐๐๐๐ก ๐๐ ๐ท๐๐ก๐๐๐ก๐๐๐ ๐ฟ๐๐๐๐ก ๐๐ ๐ ๐๐๐–๐๐๐ ๐๐๐๐ ๐๐ฃ๐ ๐ผ๐๐๐๐๐๐๐ ๐๐ข๐๐ก๐–๐โ๐๐๐๐๐ ๐บ๐๐ ๐๐๐๐ ๐๐ ๐ข๐ ๐๐๐ ๐๐๐ก๐๐–๐๐๐๐๐๐๐ ๐น๐๐๐๐๐ค๐๐๐–๐๐๐๐ก๐๐ ๐๐๐๐๐๐๐๐๐๐ก๐๐๐ก๐๐ ๐๐ฎ๐ญ๐ก๐จ๐ซ๐ฌ: Mao Jingqin, Sabitha Ann Jose, Bakhram Gaynullin, Benoit Wastine, and
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.