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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

๐Œ๐ข๐ฅ๐ž๐ฌ๐ญ๐จ๐ง๐ž๐ฌ ๐€๐œ๐ก๐ข๐ž๐ฏ๐ž๐ ๐ข๐ง ๐ญ๐ก๐ž ๐Œ๐ˆ๐’๐Ž ๐–๐ž๐ญ๐ฅ๐š๐ง๐ ๐‚๐š๐ฆ๐ฉ๐š๐ข๐ ๐ง! ๐Ÿš๐Ÿ“ก

As part of the ๐Œ๐ˆ๐’๐Ž ๐ฉ๐ซ๐จ๐ฃ๐ž๐œ๐ญ, we recently completed our intensive field campaign at ๐‡๐ฒ๐ฒ๐ญ๐ข๐šฬˆ๐ฅ๐šฬˆ ๐…๐จ๐ซ๐ž๐ฌ๐ญ ๐’๐ญ๐š๐ญ๐ข๐จ๐ง, ๐…๐ข๐ง๐ฅ๐š๐ง๐. The campaign marked an important step forward in validating our technologies under real wetland conditions. Here are some of the highlights: ๐Ÿ”ฌ ๐’๐ž๐ง๐ฌ๐จ๐ซ ๐“๐ž๐ฌ๐ญ๐ข๐ง๐ โ€ข Wet verification was successfully implemented at Hyytiรคlรค Station.โ€ข

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๐„๐ฑ๐œ๐ข๐ญ๐ข๐ง๐  ๐…๐ข๐ž๐ฅ๐ ๐“๐ž๐ฌ๐ญ๐ข๐ง๐  ๐€๐ก๐ž๐š๐ ๐Ÿ๐จ๐ซ ๐Œ๐ˆ๐’๐Ž!

As part of the MISO project, we are preparing for a comprehensive wetland test at ๐‡๐ฒ๐ฒ๐ญ๐ข๐šฬˆ๐ฅ๐šฬˆ ๐…๐จ๐ซ๐ž๐ฌ๐ญ ๐’๐ญ๐š๐ญ๐ข๐จ๐ง, ๐…๐ข๐ง๐ฅ๐š๐ง๐, in ๐‰๐ฎ๐ฅ๐ฒ ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ“. The test will be conducted throughout the month and involves several components: ๐Ÿ”ฌ ๐’๐ž๐ง๐ฌ๐จ๐ซ ๐ญ๐ž๐ฌ๐ญ๐ข๐ง๐ โ€ข Perform wet verification at Hyytiรคlรค stationโ€ข Monitor greenhouse gases under wetland conditions for

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๐๐ž๐ฐ ๐๐ฎ๐›๐ฅ๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐Ÿ๐ซ๐จ๐ฆ ๐ญ๐ก๐ž ๐Œ๐ˆ๐’๐Ž ๐๐ซ๐จ๐ฃ๐ž๐œ๐ญ!

We’re proud to share that a new paper supported by the MISO project has been published at the ๐ˆ๐„๐„๐„ ๐ˆ๐Ÿ๐Œ๐“๐‚ ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ“ ๐ˆ๐ง๐ฌ๐ญ๐ซ๐ฎ๐ฆ๐ž๐ง๐ญ๐š๐ญ๐ข๐จ๐ง ๐š๐ง๐ ๐Œ๐ž๐š๐ฌ๐ฎ๐ซ๐ž๐ฆ๐ž๐ง๐ญ ๐‚๐จ๐ง๐Ÿ๐ž๐ซ๐ž๐ง๐œ๐ž! ๐Ÿ“„ Title: ๐ด๐‘๐‘๐‘ข๐‘Ÿ๐‘Ž๐‘ก๐‘’ ๐‘€๐‘’๐‘Ž๐‘ ๐‘ข๐‘Ÿ๐‘’๐‘š๐‘’๐‘›๐‘ก๐‘  ๐‘œ๐‘“ ๐‘€๐‘’๐‘กโ„Ž๐‘Ž๐‘›๐‘’ ๐‘Ž๐‘›๐‘‘ ๐ถ๐‘Ž๐‘Ÿ๐‘๐‘œ๐‘› ๐ท๐‘–๐‘œ๐‘ฅ๐‘–๐‘‘๐‘’ ๐‘“๐‘œ๐‘Ÿ ๐ด๐‘Ÿ๐‘๐‘ก๐‘–๐‘ ๐‘Ž๐‘›๐‘‘ ๐‘Š๐‘’๐‘ก๐‘™๐‘Ž๐‘›๐‘‘ ๐ถ๐‘œ๐‘›๐‘‘๐‘–๐‘ก๐‘–๐‘œ๐‘›๐‘  ๐‘ข๐‘ ๐‘–๐‘›๐‘” ๐‘๐ท๐ผ๐‘… ๐‘‡๐‘’๐‘โ„Ž๐‘›๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ ๐‘Ž๐‘›๐‘‘ ๐ด๐ผ-๐‘๐‘Ž๐‘ ๐‘’๐‘‘ ๐ถ๐‘Ž๐‘™๐‘–๐‘๐‘Ÿ๐‘Ž๐‘ก๐‘–๐‘œ๐‘› This publication presents an innovative

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๐Ÿ“ฐ๐Œ๐ˆ๐’๐Ž ๐๐š๐ฉ๐ž๐ซ ๐€๐œ๐œ๐ž๐ฉ๐ญ๐ž๐ ๐š๐ญ ๐ˆ๐„๐„๐„ ๐’๐ž๐ง๐ฌ๐จ๐ซ๐ฌ ๐€๐ฉ๐ฉ๐ฅ๐ข๐œ๐š๐ญ๐ข๐จ๐ง๐ฌ ๐’๐ฒ๐ฆ๐ฉ๐จ๐ฌ๐ข๐ฎ๐ฆ ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ“

Weโ€™re pleased to announce that a research paper by MISO partners has been accepted for presentation at the IEEE Sensors Applications Symposium 2025 ๐ŸŽ‰. ๐“๐ข๐ญ๐ฅ๐ž:๐ผ๐‘š๐‘๐‘Ÿ๐‘œ๐‘ฃ๐‘’๐‘š๐‘’๐‘›๐‘ก ๐‘–๐‘› ๐ท๐‘’๐‘ก๐‘’๐‘๐‘ก๐‘–๐‘œ๐‘› ๐ฟ๐‘–๐‘š๐‘–๐‘ก ๐‘œ๐‘“ ๐‘Ž ๐‘๐‘œ๐‘›–๐‘‘๐‘–๐‘ ๐‘๐‘’๐‘Ÿ๐‘ ๐‘–๐‘ฃ๐‘’ ๐ผ๐‘›๐‘“๐‘Ÿ๐‘Ž๐‘Ÿ๐‘’๐‘‘ ๐‘€๐‘ข๐‘™๐‘ก๐‘––๐‘โ„Ž๐‘Ž๐‘›๐‘›๐‘’๐‘™ ๐บ๐‘Ž๐‘  ๐‘†๐‘’๐‘›๐‘ ๐‘œ๐‘Ÿ ๐‘ข๐‘ ๐‘–๐‘›๐‘” ๐‘€๐‘’๐‘ก๐‘Ž๐‘™–๐‘œ๐‘Ÿ๐‘”๐‘Ž๐‘›๐‘–๐‘ ๐น๐‘Ÿ๐‘Ž๐‘š๐‘’๐‘ค๐‘œ๐‘Ÿ๐‘˜–๐‘๐‘œ๐‘Ž๐‘ก๐‘’๐‘‘ ๐‘ƒ๐‘Ÿ๐‘’๐‘๐‘œ๐‘›๐‘๐‘’๐‘›๐‘ก๐‘Ÿ๐‘Ž๐‘ก๐‘œ๐‘Ÿ ๐€๐ฎ๐ญ๐ก๐จ๐ซ๐ฌ: Mao Jingqin, Sabitha Ann Jose, Bakhram Gaynullin, Benoit Wastine, and

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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.