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Webcrawling and machine learning as a new approach for the spatial distribution of atmospheric emissions

Lopez-Aparicio, Susana; Grythe, Henrik; Vogt, Matthias; Pierce, Matthew; Vallejo, Islen

In this study we apply two methods for data collection that are relatively new in the field of atmospheric science. The two developed methods are designed to collect essential geo-localized information to be used as input data for a high resolution emission inventory for residential wood combustion (RWC). The first method is a webcrawler that extracts openly online available real estate data in a systematic way, and thereafter structures them for analysis. The webcrawler reads online Norwegian real estate advertisements and it collects the geo-position of the dwellings. Dwellings are classified according to the type (e.g., apartment, detached house) they belong to and the heating systems they are equipped with. The second method is a model trained for image recognition and classification based on machine learning techniques. The images from the real estate advertisements are collected and processed to identify wood burning installations, which are automatically classified according to the three classes used in official statistics, i.e., open fireplaces, stoves produced before 1998 and stoves produced after 1998. The model recognizes and classifies the wood appliances with a precision of 81%, 85% and 91% for open fireplaces, old stoves and new stoves, respectively. Emission factors are heavily dependent on technology and this information is therefore essential for determining accurate emissions. The collected data are compared with existing information from the statistical register at county and national level in Norway. The comparison shows good agreement for the proportion of residential heating systems between the webcrawled data and the official statistics. The high resolution and level of detail of the extracted data show the value of open data to improve emission inventories. With the increased amount and availability of data, the techniques presented here add significant value to emission accuracy and potential applications should also be considered across all emission sectors.

2018

Web-strategier. NILU F

Høiskar, B.A.K.

2005

Web-solution ACCENT. NILU F

Endregard, G.

2003

Weakening temperature control on the interannual variations of spring carbon uptake across northern lands.

Piao, S. L.; Liu, Z.; Wang, T.; Peng, S. S.; Ciais, P.; Huang, M. T.; Ahlstrom, A.; Burkhart, J. F.; Chevallier, F.; Janssens, I. A.; Jeong, S. J.; Lin, X.; Mao, J. F.; Miller, J.; Mohammat, A.; Myneni, R. B.; Penuelas, J.; Shi, X. Y.; Stohl, A.; Yao, Y. T.; Zhu, Z. C.; Tans, P. P.

2017

Weakening temperature control on the interannual variations of spring carbon uptake across northern lands.

Piao, S.; Peng, S.; Liu, Z.; Ciais, P.; Wang, T.; Huang, M.; Ahlstrom, A.; Burkhart, J. F.; Chevallier, F.; Jeong, S.-J.; Janssens, I. A.; Lin, X.; Mao, J.; Myneni, R.; Shi, X.; van der Velde, I. R.; Stohl, A.; Mohammat, A.; Yao, Y.; Penuelas, J.; Zhu, Z.; Tans, P. P.

2017

We're only in it for the knowledge? A problem solving turn in environment and health expert elicitation.

Keune, H.; Gutleb, A.C.; Zimmer, K.E.; Ravnum, S.; Yang, A.; Bartonova, A.; von Krauss, M.K.; Ropstad, E.; Eriksen, G.S.; Saunders, M.; Magnanti, B.; Forsberg, B.

2012

Water column distribution of mercury species in permanently stratified aqueous environments

Pakhomova, Svetlana; Braaten, Hans Fredrik Veiteberg; Yakushev, Evgeniy; Protsenko, Elizaveta

Biogeochemical structures of three permanently stratified waterbodies were studied: a sea water basin (the Black Sea), an estuary (Hunnbunn fjord), and a freshwater lake (Nordbytjernet), with focus on the distributions of methylmercury (MeHg) and total mercury (THg). THg concentrations were similar in the sea water basin (0.2–1.8 ng/L) and the freshwater lake (0.8–1.2 ng/L), but significantly higher in the estuary (0.6–9.4 ng/L). An increase in the MeHg concentration and MeHg/THg ratio were found in the redox zone in all three basins, indicating bacterial production of MeHg in the aqueous phase. In the lake and estuary, the maximum MeHg concentration and MeHg/THg ratio were found in samples located closest to the bottom sediments, likely due to the formation of MeHg in surface sediments and subsequent diffusion to the overlying waters.

Springer

2018

WASTEFFECT: The life cycle of emerging contaminants in waste.

Morin, N.; Hale, S.E.; Andersson, P.; Breedveld, G.; Breivik, K.; Okkenhaug, G.; Sparrevik, M.; Wania, F.; Arp, H.

2014

WASTEFFECT: Life cycle effects of emerging contaminants in waste.

Morin, N.; Hale, S.; Okkenhaug, G.; Sparrevik, M.; Andersson, P.; Almas, A.; Breivik, K.; Wania, F.; Breedveld, G.D.; Arp, H.P.

2015

WASTEFFECT: Life cycle effects of emerging contaminants in waste with focus on antimony (Sb).

Arp, H.P.; Okkenhaug, G.; Almas, A.; Hale, S.; Morin, N.; Sparrevik, M.; Andersson, P.; Breivik, K.; Wania, F.; Breedveld, G.D.

2015

Warm Arctic–cold Siberia: comparing the recent and the early 20th century Arctic warmings

Wegmann, Martin; Orsolini, Yvan; Zolina, Olga

The Warm Arctic–cold Siberia surface temperature pattern during recent boreal winter is suggested to be triggered by the ongoing decrease of Arctic autumn sea ice concentration and has been observed together with an increase in mid-latitude extreme events and a meridionalization of tropospheric circulation. However, the exact mechanism behind this dipole temperature pattern is still under debate, since model experiments with reduced sea ice show conflicting results. We use the early twentieth-century Arctic warming (ETCAW) as a case study to investigate the link between September sea ice in the Barents–Kara Sea (BKS) and the Siberian temperature evolution. Analyzing a variety of long-term climate reanalyses, we find that the overall winter temperature and heat flux trend occurs with the reduction of September BKS sea ice. Tropospheric conditions show a strengthened atmospheric blocking over the BKS, strengthening the advection of cold air from the Arctic to central Siberia on its eastern flank, together with a reduction of warm air advection by the westerlies. This setup is valid for both the ETCAW and the current Arctic warming period.

2018

Vårlufta er full av svevestøv

Solbakken, Christine Forsetlund

Norges forskningsråd

2018

Vårfenomen i tørre Oslo-gater gir «betydelig helserisiko»

Solbakken, Christine Forsetlund (intervjuobjekt); Stensland, Marianne (journalist)

2020

Vurdering av utslipp til luft fra Wistingfeltet i Barentshavet. Underlag for konsekvensutredning.

Berglen, Tore Flatlandsmo; Tønnesen, Dag

NILU har vurdert miljøkonsekvensene av utslipp til luft fra fremtidig utbygging og drift av Wisting-feltet i Barentshavet. Utslipp av CO2, CH4, N2O og NMVOC er vurdert utfra bidrag til strålingspådriv/global oppvarming. Kraftforsyning fra land med sjøkabel vil sterkt redusere utslippene av CO2. Klimaeffekten av utslipp til luft fra produksjonen vil bli liten. Bidraget fra Wisting til eutrofiering og forsuring gjennom avsetning av NOx og SOx forventes å være lite og knapt målbart. Likeledes vil bidraget fra Wisting til ozonproduksjon være minimalt og knapt målbart. Klimaeffekten av BC-utslipp (Black Carbon) fra installasjonene på Wisting vil bli liten. Samtidig gir utslipp av BC i Arktis større effekt pr. utslippsenhet enn utslipp lenger sør. Det bør derfor være et mål å optimalisere faklingen fra Wisting slik at utslipp av BC blir redusert til et absolutt minimum.

NILU

2021

Vurdering av utslipp til luft fra nasjonalhavn i Tromsø. NILU OR

Gjerstad, K.I.

Norsk institutt for luftforskning (NILU) har beregnet konsentrasjoner i luft av NO2 og PM10 som følge av en framtidig nasjonalhavn ved Tromsø. Beregningene viser at for NO2 vil det trolig bli overskridelser av EUs grenseverdier og SFTs luftkvalitetskriterium i området omkring havna. For PM10 blir det trolig ingen overskridelser.

2006

Vurdering av rentbrennende vedovners betydning for partikkelutslipp i Oslo kommune. Effekt på svevestøvnivåer.

Lopez-Aparicio, Susana; Grythe, Henrik

The aim of the study is to assess the effect of the subsidy to replace old wood stoves for new clean burning stoves, and to what extent the scheme has influenced the total particle emissions and pollution concentrations in Oslo municipality. NILU selected three methods; 1) emission and dispersion modelling for 4 different scenarios; 2) estimate the emission reduction associated with the subsidy scheme in Oslo municipality; and 3) a comparison of changes in emissions, wood consumption and emission factors over time in municipalities with and without subsidy. Modeling and assessment of the potential emission reduction associated with the subsidy scheme shows that it has a potentially significant effect on the reduction of particulate emissions and concentrations of PM2.5 and PM10. The estimates show that the subsidy scheme in Oslo municipality gives a significant reduction in average emission factor over time. However, the effect on total PM-emissions is small.

NILU

2019

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