Laura Rautiainen
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Laura Rautiainen has a total of 41 co-authors. Here are the top co-authors by number of shared publications:
Lauri Laakso
Finnish Meteorological Institute, PL 503, 00101 Helsinki, Finland
13 shared publications- Jani Tyynelä
Finnish Meteorological Institute, PL 503, 00101 Helsinki, Finland
12 shared publications - Jukka-Pekka Jalkanen
Atmospheric Composition Research Programme, Finnish Meteorological Institute, Helsinki, Finland
9 shared publications - Mikko Lensu
Finnish Meteorological Institute, Erik Palménin aukio 1, Helsinki, Finland
9 shared publications Harry Lonka
Finnish Meteorological Institute, Erik Palménin aukio 1, Helsinki, Finland
8 shared publicationsKen Stenbäck
Finnish Meteorological Institute, Erik Palménin aukio 1, Helsinki, Finland
8 shared publications
Latest Publications
- Open Access
- 7 October 2026
- Published by Copernicus GmbH
- Vol. 2026, 1-24
Reply on RC1
To avoid hazardous situations, it is important to be able to forecast the condition leading to anomalous propagation of electromagnetic signal. In this study, the operational weather forecasting model Harmonie-AROME used by the Finnish meteorological institute was utilized to assess the effects of model resolution on predicting atmospheric ducting conditions. Four separate model configurations were tested altering the vertical and horizontal resolution. The testing period (from 19th of June to 12th of July, 2022) included several occasions when anomalous propagation had been detected at Northern Baltic sea by the Utö coastal surveillance radar. The comparison against the observations show potential of predicting ducting conditions with numerical weather prediction model. At the same time the results reveal the limitations of the model in producing realistic vertical profiles of temperature and humidity especially near surface.
- 7 October 2026
- Published by Copernicus GmbH
- Vol. 2026, 1-24
Open AccessReply on RC1
To avoid hazardous situations, it is important to be able to forecast the condition leading to anomalous propagation of electromagnetic signal. In this study, the operational weather forecasting model Harmonie-AROME used by the Finnish meteorological institute was utilized to assess the effects of model resolution on predicting atmospheric ducting conditions. Four separate model configurations were tested altering the vertical and horizontal resolution. The testing period (from 19th of June to 12th of July, 2022) included several occasions when anomalous propagation had been detected at Northern Baltic sea by the Utö coastal surveillance radar. The comparison against the observations show potential of predicting ducting conditions with numerical weather prediction model. At the same time the results reveal the limitations of the model in producing realistic vertical profiles of temperature and humidity especially near surface.
- Open Access
- 7 October 2026
- Published by Copernicus GmbH
- Vol. 2026, 1-24
Reply on RC1
To avoid hazardous situations, it is important to be able to forecast the condition leading to anomalous propagation of electromagnetic signal. In this study, the operational weather forecasting model Harmonie-AROME used by the Finnish meteorological institute was utilized to assess the effects of model resolution on predicting atmospheric ducting conditions. Four separate model configurations were tested altering the vertical and horizontal resolution. The testing period (from 19th of June to 12th of July, 2022) included several occasions when anomalous propagation had been detected at Northern Baltic sea by the Utö coastal surveillance radar. The comparison against the observations show potential of predicting ducting conditions with numerical weather prediction model. At the same time the results reveal the limitations of the model in producing realistic vertical profiles of temperature and humidity especially near surface.
- 7 October 2026
- Published by Copernicus GmbH
- Vol. 2026, 1-24
Open AccessReply on RC1
To avoid hazardous situations, it is important to be able to forecast the condition leading to anomalous propagation of electromagnetic signal. In this study, the operational weather forecasting model Harmonie-AROME used by the Finnish meteorological institute was utilized to assess the effects of model resolution on predicting atmospheric ducting conditions. Four separate model configurations were tested altering the vertical and horizontal resolution. The testing period (from 19th of June to 12th of July, 2022) included several occasions when anomalous propagation had been detected at Northern Baltic sea by the Utö coastal surveillance radar. The comparison against the observations show potential of predicting ducting conditions with numerical weather prediction model. At the same time the results reveal the limitations of the model in producing realistic vertical profiles of temperature and humidity especially near surface.
- Open Access
- 24 June 2026
- Published by Copernicus GmbH
- p. 1-24
Comment on egusphere-2026-1629
To avoid hazardous situations, it is important to be able to forecast the condition leading to anomalous propagation of electromagnetic signal. In this study, the operational weather forecasting model Harmonie-AROME used by the Finnish meteorological institute was utilized to assess the effects of model resolution on predicting atmospheric ducting conditions. Four separate model configurations were tested altering the vertical and horizontal resolution. The testing period (from 19th of June to 12th of July, 2022) included several occasions when anomalous propagation had been detected at Northern Baltic sea by the Utö coastal surveillance radar. The comparison against the observations show potential of predicting ducting conditions with numerical weather prediction model. At the same time the results reveal the limitations of the model in producing realistic vertical profiles of temperature and humidity especially near surface.
- 24 June 2026
- Published by Copernicus GmbH
- p. 1-24
Open AccessComment on egusphere-2026-1629
To avoid hazardous situations, it is important to be able to forecast the condition leading to anomalous propagation of electromagnetic signal. In this study, the operational weather forecasting model Harmonie-AROME used by the Finnish meteorological institute was utilized to assess the effects of model resolution on predicting atmospheric ducting conditions. Four separate model configurations were tested altering the vertical and horizontal resolution. The testing period (from 19th of June to 12th of July, 2022) included several occasions when anomalous propagation had been detected at Northern Baltic sea by the Utö coastal surveillance radar. The comparison against the observations show potential of predicting ducting conditions with numerical weather prediction model. At the same time the results reveal the limitations of the model in producing realistic vertical profiles of temperature and humidity especially near surface.
- Open Access
- 22 May 2026
- Published by Copernicus GmbH in EGUsphere
- Vol. 2026, 1-24
Effects of model resolution on predicting atmospheric ducting conditions with Harmonie-AROME
To avoid hazardous situations, it is important to be able to forecast the condition leading to anomalous propagation of electromagnetic signal. In this study, the operational weather forecasting model Harmonie-AROME used by the Finnish meteorological institute was utilized to assess the effects of model resolution on predicting atmospheric ducting conditions. Four separate model configurations were tested altering the vertical and horizontal resolution. The testing period (from 19th of June to 12th of July, 2022) included several occasions when anomalous propagation had been detected at Northern Baltic sea by the Utö coastal surveillance radar. The comparison against the observations show potential of predicting ducting conditionswith numerical weather prediction model. At the same time the results reveal the limitations of the model in producing realistic vertical profiles of temperature and humidity especially near surface.
- 22 May 2026
- Published by Copernicus GmbH in EGUsphere
- Vol. 2026, 1-24
Open AccessEffects of model resolution on predicting atmospheric ducting conditions with Harmonie-AROME
To avoid hazardous situations, it is important to be able to forecast the condition leading to anomalous propagation of electromagnetic signal. In this study, the operational weather forecasting model Harmonie-AROME used by the Finnish meteorological institute was utilized to assess the effects of model resolution on predicting atmospheric ducting conditions. Four separate model configurations were tested altering the vertical and horizontal resolution. The testing period (from 19th of June to 12th of July, 2022) included several occasions when anomalous propagation had been detected at Northern Baltic sea by the Utö coastal surveillance radar. The comparison against the observations show potential of predicting ducting conditionswith numerical weather prediction model. At the same time the results reveal the limitations of the model in producing realistic vertical profiles of temperature and humidity especially near surface.
- Open Access
- 23 April 2026
- Published by Copernicus GmbH in Atmospheric Measurement Techniques
- Vol. 19 (8) , 2763-2785
Studying anomalous propagation over marine areas using an experimental AIS receiver set-up
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 34 % of the time for the 7 m antenna and 59 % of the time for the 30 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. Anomalous AIS observations were also associated with stronger and higher ducts; when the duct height was 59 m, the occurrence rates were 90 % and 95 % for the 7 and 30 m antenna, respectively.
- 23 April 2026
- Published by Copernicus GmbH in Atmospheric Measurement Techniques
- Vol. 19 (8) , 2763-2785
Open AccessStudying anomalous propagation over marine areas using an experimental AIS receiver set-up
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 34 % of the time for the 7 m antenna and 59 % of the time for the 30 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. Anomalous AIS observations were also associated with stronger and higher ducts; when the duct height was 59 m, the occurrence rates were 90 % and 95 % for the 7 and 30 m antenna, respectively.
- Open Access
- 5 November 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Reply on RC4
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- 5 November 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Open AccessReply on RC4
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- Open Access
- 5 November 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Reply on RC1
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- 5 November 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Open AccessReply on RC1
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- Open Access
- 5 November 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Reply on RC2
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- 5 November 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Open AccessReply on RC2
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- Open Access
- 19 September 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Comment on egusphere-2025-1790
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- 19 September 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Open AccessComment on egusphere-2025-1790
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- Open Access
- 10 September 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Comment on egusphere-2025-1790
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.
- 10 September 2025
- Published by Copernicus GmbH
- Vol. 2025, 1-30
Open AccessComment on egusphere-2025-1790
Automatic Identification System (AIS) is a wireless communication system used by vessels to exchange real-time information with each other and with coastal authorities, enhancing situational awareness and maritime safety. Consequently, safety at sea depends on reliable signal transmission, which can be disrupted by anomalous signal propagation. In particular, tropospheric ducting can extend the AIS antenna horizon, allowing messages to be received over greater distances than under standard conditions. To study the behaviour of the AIS signal under standard and anomalous propagation conditions, 1-year of AIS-observations were collected from two antennae at 7 m and 30 m heights above the mean sea level on the Utö Island in the Baltic Sea. The AIS antennae were co-located with mast-mounted measurements of temperature and humidity. This allows for studying the AIS signal propagation alongside observed refractivity profiles. The AIS over-the-horizon observations occurred 59 % of the time for the 30 m antenna and 34 % of the time for the 7 m antenna, mainly during the spring and summer months. A strong diurnal cycle was observed in the Archipelago Sea, north of Utö, while no diurnal cycle was observed in the open sea region south of Utö. During periods of anomalous signal propagation, the AIS messages were received from farther away, from up to 600 km from Utö and the observed received signal strength decayed slower with distance, indicating reductions in propagation losses due to ducting. The anomalous AIS observations were also found to coincide with the stronger and higher observed ducts.