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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Ž๐ฉ๐ญ๐ข๐ฆ๐ข๐ณ๐ข๐ง๐  ๐„๐ง๐ž๐ซ๐ ๐ฒ ๐„๐Ÿ๐Ÿ๐ข๐œ๐ข๐ž๐ง๐œ๐ฒ ๐ข๐ง ๐Œ๐ˆ๐’๐Ž

๐”๐ข๐“- ๐“๐ก๐ž ๐€๐ซ๐œ๐ญ๐ข๐œ ๐”๐ง๐ข๐ฏ๐ž๐ซ๐ฌ๐ข๐ญ๐ฒ ๐จ๐Ÿ ๐๐จ๐ซ๐ฐ๐š๐ฒ is optimizing ๐๐ˆ๐‹๐”โ€™s 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 ๐๐ฎ๐ž๐ž๐ง’๐ฌ

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๐ˆ๐ง๐ญ๐ซ๐จ๐๐ฎ๐œ๐ข๐ง๐  ๐ญ๐ก๐ž ๐Œ๐ˆ๐’๐Ž ๐†๐š๐ฌ ๐…๐ฅ๐ฎ๐ฑ ๐‚๐ก๐š๐ฆ๐›๐ž๐ซ: ๐€๐๐ฏ๐š๐ง๐œ๐ข๐ง๐  ๐†๐‡๐† ๐Œ๐จ๐ง๐ข๐ญ๐จ๐ซ๐ข๐ง๐ 

The ๐Œ๐ˆ๐’๐Ž ๐ข๐ง-๐ฌ๐ข๐ญ๐ฎ monitoring platform takes a significant step forward with the Gas Flux Chamber, a key component designed for ๐๐ข๐ซ๐ž๐œ๐ญ-๐ฌ๐จ๐ฎ๐ซ๐œ๐ž ๐ฆ๐ž๐š๐ฌ๐ฎ๐ซ๐ž๐ฆ๐ž๐ง๐ญ๐ฌ ๐จ๐Ÿ ๐‚๐‡โ‚„ ๐š๐ง๐ ๐‚๐Žโ‚‚. The ๐€๐ฅ๐Ÿ๐ซ๐ž๐ ๐–๐ž๐ ๐ž๐ง๐ž๐ซ ๐ˆ๐ง๐ฌ๐ญ๐ข๐ญ๐ฎ๐ญ๐ž, ๐‡๐ž๐ฅ๐ฆ๐ก๐จ๐ฅ๐ญ๐ณ ๐‚๐ž๐ง๐ญ๐ซ๐ž ๐Ÿ๐จ๐ซ ๐๐จ๐ฅ๐š๐ซ ๐š๐ง๐ ๐Œ๐š๐ซ๐ข๐ง๐ž ๐‘๐ž๐ฌ๐ž๐š๐ซ๐œ๐ก team, led by ๐ƒ๐ซ. ๐‹๐จ๐ง๐š ๐ฏ๐š๐ง ๐ƒ๐ž๐ฅ๐๐ž๐ง other partners, is pushing beyond the

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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

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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.