TY - JOUR
T1 - Designing an automatic pollen monitoring network for direct usage of observations to reconstruct the concentration fields
AU - Sofiev, Mikhail
AU - Buters, Jeroen
AU - Tummon, Fiona
AU - Fatahi, Yalda
AU - Sozinova, Olga
AU - Adams-Groom, Beverley
AU - Bergmann, Karl Christian
AU - Dahl, Åslög
AU - Gehrig, Regula
AU - Gilge, Stefan
AU - Seliger, Andrea Kofol
AU - Kouznetsov, Rostislav
AU - Lieberherr, Gian
AU - O'Connor, David
AU - Oteros, Jose
AU - Palamarchuk, Julia
AU - Ribeiro, Helena
AU - Werchan, Barbora
AU - Werchan, Matthias
AU - Clot, Bernard
N1 - Publisher Copyright:
© 2023 The Authors
PY - 2023/11/20
Y1 - 2023/11/20
N2 - We consider several approaches to a design of a regional-to-continent-scale automatic pollen monitoring network in Europe. Practical challenges related to the arrangement of such a network limit the range of possible solutions. A hierarchical network is discussed, highlighting the necessity of a few reference sites that follow an extended observations protocol and have corresponding capabilities. Several theoretically rigorous approaches to a network design have been developed so far. However, before starting the process, a network purpose, a criterion of its performance, and a concept of the data usage should be formalized. For atmospheric composition monitoring, developments follow one of the two concepts: a network for direct representation of concentration fields and a network for model-based data assimilation, inverse problem solution, and forecasting. The current paper demonstrates the first approach, whereas the inverse problems are considered in a follow-up paper. We discuss the approaches for the network design from theoretical and practical standpoints, formulate criteria for the network optimality, and consider practical constraints for an automatic pollen network. An application of the methodology is demonstrated for a prominent example of Germany's pollen monitoring network. The multi-step method includes (i) the network representativeness and (ii) redundancy evaluation followed by (iii) fidelity evaluation and improvement using synthetic data.
AB - We consider several approaches to a design of a regional-to-continent-scale automatic pollen monitoring network in Europe. Practical challenges related to the arrangement of such a network limit the range of possible solutions. A hierarchical network is discussed, highlighting the necessity of a few reference sites that follow an extended observations protocol and have corresponding capabilities. Several theoretically rigorous approaches to a network design have been developed so far. However, before starting the process, a network purpose, a criterion of its performance, and a concept of the data usage should be formalized. For atmospheric composition monitoring, developments follow one of the two concepts: a network for direct representation of concentration fields and a network for model-based data assimilation, inverse problem solution, and forecasting. The current paper demonstrates the first approach, whereas the inverse problems are considered in a follow-up paper. We discuss the approaches for the network design from theoretical and practical standpoints, formulate criteria for the network optimality, and consider practical constraints for an automatic pollen network. An application of the methodology is demonstrated for a prominent example of Germany's pollen monitoring network. The multi-step method includes (i) the network representativeness and (ii) redundancy evaluation followed by (iii) fidelity evaluation and improvement using synthetic data.
KW - Automatic pollen monitoring
KW - Network analysis
KW - Network design
KW - Station representativeness
UR - http://www.scopus.com/inward/record.url?scp=85171574170&partnerID=8YFLogxK
U2 - 10.1016/j.scitotenv.2023.165800
DO - 10.1016/j.scitotenv.2023.165800
M3 - Article
C2 - 37595925
AN - SCOPUS:85171574170
SN - 0048-9697
VL - 900
JO - Science of the Total Environment
JF - Science of the Total Environment
M1 - 165800
ER -