Machine Learning Prediction of Building-Related Symptoms Based-on Indoor Environment Complaints: Study Case in a Norwegian School
Proceedings of the 15th REHVA HVAC World Congress - CLIMA 2025 Volume 2
Mirjam F. Fredriksen
Senior systemutvikler
63 89 81 17
Digitale teknologier
Kjeller
mff@nilu.no
Publikasjoner ved NILU
Predicting the student's perceptions of multi-domain environmental factors in a Norwegian school building: Machine learning approach
Building and Environment
Field investigation of perceived indoor environment quality: Study case in Norwegian secondary school with Demand-Controlled Ventilation
E3S Web of Conferences
Building-related symptoms in school environment: Predictability using machine learning approach
Indoor Environments
Evaluation of the indoor environment and perceived IEQ : a case study in Norwegian primary schools
Proceedings of the WABER SuDBE 2024 Conference, 30th – 31st July 2024, University of the Witwatersrand, Johannesburg, South Africa
Implementing Citizen Science in Primary Schools: Engaging Young Children in Monitoring Air Pollution
Frontiers in Climate
Public Perception of Urban Air Quality Using Volunteered Geographic Information Services
Urban Planning
Localized real-time information on outdoor air quality at kindergartens in Oslo, Norway using low-cost sensor nodes
Environmental Research
CITI-SENSE Citizens' Observatories Architecture
International Journal of Spatial Data Infrastructures Research (IJSDIR)
A Practical Approach to an Integrated Citizens' Observatory: The CITI-SENSE Framework.
CEUR Workshop Proceedings
Bruk av kunstig intelligens (KI) for å bedre inneklima i skoler
Jobb smartere 2026
Towards operational processing centre of the European AutoPollen network for automatic bioaerosol monitoring
EGU General Assembly
Verktøy for samarbeid om inneklima i skolen
Fagnettverksmøte miljørettet helsevern i Oslo
Citizen Engagement, Governance Insights, and SDG Pathways
SDG pilot MASSEV project midterm meeting
Monitoring, Mapping and Modelling Air Quality for Sustainable Environments in Cities: An International Project
International Aerosol Conference 2026
Monitoring indoor environment in schools and what can we learn by asking occupants?
10th International WeBIOPATR Workshop and Conference 2025
DIGG-MIN-SKOLE: verktøy for samarbeid om inneklima i skolen
Teknologi og bærekraft – i vann, byggdrift og gjenvinning
KI-chat skal gi bedre inneklima på skoler
Forskning.no
Machine Learning Prediction of Student Satisfaction on Indoor Air Quality and Thermal Environment in a Norwegian Secondary School
ASHRAE Annual Conference 2025
DIGG-MIN-SKOLE: prosjektgjennomgang for Standard Norge
Webinar for Standard Norge
Field investigation of perceived IEQ : study case in Norwegian secondary school with DCV
RoomVent 2024
Field measurements of indoor air in one Norwegian School
11th International Conference on Sustainable Development in Building and Environment (SuDBE)
Between man and technology: adressing IAQ in Norwegian schools
9th International WeBIOPATR Workshop & Conference. Particulate Matter: Research and Management
Introducing citizen science air quality monitoring projects in elementary schools in Norway
Knowledge for Change: A decade of Citizen Science (2020-2030) in support of the SDGs
Urban Air Quality Perception
Conference on Environmental Psychology
Opportunities and barriers for microsensor systems for air quality: practical experiences from Oslo
ISES-ISIAQ 2019
Citizens and sensors for air quality. NILU's activities 2012-2019.
New Zealand Centre for Sustainable Cities Seminars: Sensor and Citizen Science
Air quality and public perception in Belgrade
WeBIOPATR 2019. The Seventh International WEBIOPATR Workshop & Conference. Particulate Matter: Research and Management.
ClairCity - Our future with clean air
ClairCity Annual Conference 2018
Public air quality information and perception in eight cities: the CITI-SENSE empowerment initiative
European Citizen Science Association 2016
CityAir app: Mapping air quality perception using people as sensors
Geophysical Research Abstracts
Citizens and air quality: do the information supply and demand match?
INSPIRE Conference
CITI-SENSE experience
Smart City Air Challenge Webinar Series
Changing kindergarten practices with localized real-time information on outdoor air: The experience of CITI-SENSE project in Oslo, Norway.
Journal og Health and Pollution
GRC pilot: Monitoring, Mapping and Modelling Air Quality for Sustainable Environments in Cities and Communities (MASSEV)
Oversikt MASSIVE-prosjektet er et banebrytende initiativ designet for å forbedre helse, byliv og fremme globale partnerskap, med spesielt fokus på bærekrafts målene (SDG) 3 (God helse og livskvalitet), 11 (Bærekraftige […]
CitiObs
CitiObs-prosjektet ønsker å endre forvaltningen av bymiljøer, ved å gi folk mulighet til å bidra aktivt med innsamling av miljødata og forvaltning av miljøet der de bor. Målet med prosjektet […]
AETHER
AETHER er et europeisk samarbeidsprosjekt innen forskning og innovasjon, finansiert av Den europeiske romorganisasjonen (ESA) gjennom EXPRO+-programmet, som svar på anbudet (ITT): «Opening the Black Box: Self-Explainable AI for Earth […]
Transformerende samspill mellom digitale teknologier og mennesker for bærekraftig inneklima i skoler (Digg-min-skole)
Godt inneklima på skolen er viktig for helse og trivsel hos elever og ansatte, og har vesentlig påvirkning på elevenes læringsutbytte. Godt vedlikehold av bygg og drift av de tekniske […]
VIDIS VIRTUAL CENTRE FOR DISTRIBUTED ATMOSPHERIC SENSING FOR REDUCTION OF POLLUTION PRESSURES
VIDIS har som sitt mål å danne en eksellenssenter ved Institute of Nuclear Sciences Vinca, Serbia, ved å utvikle vitenskapelig ekselens og transversale ferdigheter hos sine serbiske partnere, innen forskning […]
Å engasjere innbyggere i å styrke matmangfold i byer (SmartFood)
"Dyrk din egen mat i korridoren i blokka der du bor, samtidig som du reduserer klimagassutslipp, matavfall, energi- og transportkostnader! Forbedre helsen ved å endre spisevaner og engasjere deg mer […]
Development of sensor-based Citizens' Observatory Community for improving quality of life in cities (CITI-SENSE)
CITI-SENSE-prosjektet utviklet og testet miljørelaterte overvåknings- og informasjonssystemer basert på innovative og nye jordobservasjonsmetoder. Applikasjonene så på innbyggernes nærmiljø med fokus på urban luftkvalitet, kvalitet av urbane offentlige rom og […]
Machine Learning Prediction of Building-Related Symptoms Based-on Indoor Environment Complaints: Study Case in a Norwegian School
Proceedings of the 15th REHVA HVAC World Congress - CLIMA 2025 Volume 2
Predicting the student's perceptions of multi-domain environmental factors in a Norwegian school building: Machine learning approach
Building and Environment
Field investigation of perceived indoor environment quality: Study case in Norwegian secondary school with Demand-Controlled Ventilation
E3S Web of Conferences
Building-related symptoms in school environment: Predictability using machine learning approach
Indoor Environments
Evaluation of the indoor environment and perceived IEQ : a case study in Norwegian primary schools
Proceedings of the WABER SuDBE 2024 Conference, 30th – 31st July 2024, University of the Witwatersrand, Johannesburg, South Africa
Implementing Citizen Science in Primary Schools: Engaging Young Children in Monitoring Air Pollution
Frontiers in Climate
Public Perception of Urban Air Quality Using Volunteered Geographic Information Services
Urban Planning
Localized real-time information on outdoor air quality at kindergartens in Oslo, Norway using low-cost sensor nodes
Environmental Research
CITI-SENSE Citizens' Observatories Architecture
International Journal of Spatial Data Infrastructures Research (IJSDIR)
A Practical Approach to an Integrated Citizens' Observatory: The CITI-SENSE Framework.
CEUR Workshop Proceedings
Bruk av kunstig intelligens (KI) for å bedre inneklima i skoler
Jobb smartere 2026
Towards operational processing centre of the European AutoPollen network for automatic bioaerosol monitoring
EGU General Assembly
Verktøy for samarbeid om inneklima i skolen
Fagnettverksmøte miljørettet helsevern i Oslo
Citizen Engagement, Governance Insights, and SDG Pathways
SDG pilot MASSEV project midterm meeting
Monitoring, Mapping and Modelling Air Quality for Sustainable Environments in Cities: An International Project
International Aerosol Conference 2026
Monitoring indoor environment in schools and what can we learn by asking occupants?
10th International WeBIOPATR Workshop and Conference 2025
DIGG-MIN-SKOLE: verktøy for samarbeid om inneklima i skolen
Teknologi og bærekraft – i vann, byggdrift og gjenvinning
KI-chat skal gi bedre inneklima på skoler
Forskning.no
Machine Learning Prediction of Student Satisfaction on Indoor Air Quality and Thermal Environment in a Norwegian Secondary School
ASHRAE Annual Conference 2025
DIGG-MIN-SKOLE: prosjektgjennomgang for Standard Norge
Webinar for Standard Norge
Field investigation of perceived IEQ : study case in Norwegian secondary school with DCV
RoomVent 2024
Field measurements of indoor air in one Norwegian School
11th International Conference on Sustainable Development in Building and Environment (SuDBE)
Between man and technology: adressing IAQ in Norwegian schools
9th International WeBIOPATR Workshop & Conference. Particulate Matter: Research and Management
Introducing citizen science air quality monitoring projects in elementary schools in Norway
Knowledge for Change: A decade of Citizen Science (2020-2030) in support of the SDGs
Urban Air Quality Perception
Conference on Environmental Psychology
Opportunities and barriers for microsensor systems for air quality: practical experiences from Oslo
ISES-ISIAQ 2019
Citizens and sensors for air quality. NILU's activities 2012-2019.
New Zealand Centre for Sustainable Cities Seminars: Sensor and Citizen Science
Air quality and public perception in Belgrade
WeBIOPATR 2019. The Seventh International WEBIOPATR Workshop & Conference. Particulate Matter: Research and Management.
ClairCity - Our future with clean air
ClairCity Annual Conference 2018
Public air quality information and perception in eight cities: the CITI-SENSE empowerment initiative
European Citizen Science Association 2016
CityAir app: Mapping air quality perception using people as sensors
Geophysical Research Abstracts
Citizens and air quality: do the information supply and demand match?
INSPIRE Conference
CITI-SENSE experience
Smart City Air Challenge Webinar Series
Changing kindergarten practices with localized real-time information on outdoor air: The experience of CITI-SENSE project in Oslo, Norway.
Journal og Health and Pollution
GRC pilot: Monitoring, Mapping and Modelling Air Quality for Sustainable Environments in Cities and Communities (MASSEV)
Oversikt MASSIVE-prosjektet er et banebrytende initiativ designet for å forbedre helse, byliv og fremme globale partnerskap, med spesielt fokus på bærekrafts målene (SDG) 3 (God helse og livskvalitet), 11 (Bærekraftige […]
CitiObs
CitiObs-prosjektet ønsker å endre forvaltningen av bymiljøer, ved å gi folk mulighet til å bidra aktivt med innsamling av miljødata og forvaltning av miljøet der de bor. Målet med prosjektet […]
AETHER
AETHER er et europeisk samarbeidsprosjekt innen forskning og innovasjon, finansiert av Den europeiske romorganisasjonen (ESA) gjennom EXPRO+-programmet, som svar på anbudet (ITT): «Opening the Black Box: Self-Explainable AI for Earth […]
Transformerende samspill mellom digitale teknologier og mennesker for bærekraftig inneklima i skoler (Digg-min-skole)
Godt inneklima på skolen er viktig for helse og trivsel hos elever og ansatte, og har vesentlig påvirkning på elevenes læringsutbytte. Godt vedlikehold av bygg og drift av de tekniske […]
VIDIS VIRTUAL CENTRE FOR DISTRIBUTED ATMOSPHERIC SENSING FOR REDUCTION OF POLLUTION PRESSURES
VIDIS har som sitt mål å danne en eksellenssenter ved Institute of Nuclear Sciences Vinca, Serbia, ved å utvikle vitenskapelig ekselens og transversale ferdigheter hos sine serbiske partnere, innen forskning […]
Å engasjere innbyggere i å styrke matmangfold i byer (SmartFood)
"Dyrk din egen mat i korridoren i blokka der du bor, samtidig som du reduserer klimagassutslipp, matavfall, energi- og transportkostnader! Forbedre helsen ved å endre spisevaner og engasjere deg mer […]
Development of sensor-based Citizens' Observatory Community for improving quality of life in cities (CITI-SENSE)
CITI-SENSE-prosjektet utviklet og testet miljørelaterte overvåknings- og informasjonssystemer basert på innovative og nye jordobservasjonsmetoder. Applikasjonene så på innbyggernes nærmiljø med fokus på urban luftkvalitet, kvalitet av urbane offentlige rom og […]