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  Network of networks: Time series clustering of AmeriFlux sites

Reed, D. E., Chu, H., Peter, B. G., Chen, J., Abraha, M., Amiro, B., Anderson, R. G., Arain, M. A., Arruda, P., Barron-Gafford, G. A., Bernacchi, C., Beverly, D. P., Biraud, S. C., Black, T. A., Blanken, P. D., Bohrer, G., Bowler, R., Bowling, D. R., Bret-Harte, M. S., Bretfeld, M., Brunsell, N. A., Bullock, S. H., Celis, G., Chen, X., Classen, A. T., Cook, D. R., Cueva, A., Dalmagro, H. J., Davis, K., Desai, A., Duff, A. J., Dunn, A. L., Durden, D., Edgar, C. W., Euskirchen, E., Bracho, R., Ewers, B., Flanagan, L. B., Florian, C., Foord, V., Forbrich, I., Forsythe, B. R., Frank, J., Garatuza-Payan, J., Goslee, S., Gough, C., Green, M., Griffis, T., Helbig, M., Hill, A. C., Hinkle, R., Horne, J., Humphreys, E., Ikawa, H., Iwahana, G., Jassal, R., Johnson, B., Johnson, M., Kannenberg, S. A., Kelsey, E., King, J., Knowles, J. F., Knox, S., Kobayashi, H., Kolb, T., Kolka, R., Krauss, K. W., Kutzbach, L., Lamb, B., Law, B., Lee, S.-C., Lee, X., Liu, H., Loescher, H. W., Malone, S. L., Matamala, R., Mauritz, M., Metzger, S., Meyer, G., Mitra, B., Munger, J. W., Nesic, Z., Noormets, A., O'Halloran, T. L., O'Keeffe, P. T., Oberbauer, S. F., Oechel, W., Oikawa, P., Olivas, P. C., Ouimette, A., Pastorello, G., Perez-Quezada, J. F., Phillips, C., Posse, G., Qu, B., Quinton, W. L., Reba, M. L., Richardson, A. D., Picasso, V., Rocha, A. V., Rodriguez, J. C., Ruzol, R., Saleska, S., Scott, R. L., Schreiner-McGraw, A. P., Schuur, E. A. G., Silveira, M., Sonnentag, O., Spittlehouse, D. L., Staebler, R., Starr, G., Staudhammer, C., Still, C., Sturtevant, C., Sullivan, R. C., Suyker, A., Trejo, D., Ueyama, M., Vargas, R., Viner, B., Vivoni, E. R., Wang, D., Ward, E. J., Wiesner, S., Windham-Myers, L., Yannick, D., Yepez, E. A., Zenone, T., Zhao, J., Zona, D. (2025): Network of networks: Time series clustering of AmeriFlux sites. - Agricultural and Forest Meteorology, 372, 110686.
https://doi.org/10.1016/j.agrformet.2025.110686

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Reed, David E1, Author
Chu, Housen1, Author
Peter, Brad G.1, Author
Chen, Jiquan1, Author
Abraha, Michael1, Author
Amiro, Brian1, Author
Anderson, Ray G.1, Author
Arain, M. Altaf1, Author
Arruda, Paulo1, Author
Barron-Gafford, Greg A.1, Author
Bernacchi, Carl1, Author
Beverly, Daniel P.1, Author
Biraud, Sebastien C.1, Author
Black, T. Andrew1, Author
Blanken, Peter D.1, Author
Bohrer, Gil1, Author
Bowler, Rebecca1, Author
Bowling, David R.1, Author
Bret-Harte, M. Syndonia1, Author
Bretfeld, Mario1, Author
Brunsell, Nathaniel A.1, AuthorBullock, Stephen H.1, AuthorCelis, Gerardo1, AuthorChen, Xingyuan1, AuthorClassen, Aimee T.1, AuthorCook, David R.1, AuthorCueva, Alejandro1, AuthorDalmagro, Higo J.1, AuthorDavis, Kenneth1, AuthorDesai, Ankur1, AuthorDuff, Alison J.1, AuthorDunn, Allison L.1, AuthorDurden, David1, AuthorEdgar, Colin W.1, AuthorEuskirchen, Eugenie1, AuthorBracho, Rosvel1, AuthorEwers, Brent1, AuthorFlanagan, Lawrence B.1, AuthorFlorian, Christopher1, AuthorFoord, Vanessa1, AuthorForbrich, Inke1, AuthorForsythe, Brandon R.1, AuthorFrank, John1, AuthorGaratuza-Payan, Jaime1, AuthorGoslee, Sarah1, AuthorGough, Christopher1, AuthorGreen, Mark1, AuthorGriffis, Timothy1, AuthorHelbig, Manuel2, Author           Hill, Andrew C.1, AuthorHinkle, Ross1, AuthorHorne, Jason1, AuthorHumphreys, Elyn1, AuthorIkawa, Hiroki1, AuthorIwahana, Go1, AuthorJassal, Rachhpal1, AuthorJohnson, Bruce1, AuthorJohnson, Mark1, AuthorKannenberg, Steven A.1, AuthorKelsey, Eric1, AuthorKing, John1, AuthorKnowles, John F.1, AuthorKnox, Sara1, AuthorKobayashi, Hideki1, AuthorKolb, Thomas1, AuthorKolka, Randy1, AuthorKrauss, Ken W.1, AuthorKutzbach, Lars1, AuthorLamb, Brian1, AuthorLaw, Beverly1, AuthorLee, Sung-Ching1, AuthorLee, Xuhui1, AuthorLiu, Heping1, AuthorLoescher, Henry W.1, AuthorMalone, Sparkle L.1, AuthorMatamala, Roser1, AuthorMauritz, Marguerite1, AuthorMetzger, Stefan1, AuthorMeyer, Gesa1, AuthorMitra, Bhaskar1, AuthorMunger, J. William1, AuthorNesic, Zoran1, AuthorNoormets, Asko1, AuthorO'Halloran, Thomas L.1, AuthorO'Keeffe, Patrick T1, AuthorOberbauer, Steven F.1, AuthorOechel, Walter1, AuthorOikawa, Patty1, AuthorOlivas, Paulo C.1, AuthorOuimette, Andrew1, AuthorPastorello, Gilberto1, AuthorPerez-Quezada, Jorge F.1, AuthorPhillips, Claire1, AuthorPosse, Gabriela1, AuthorQu, Bo1, AuthorQuinton, William L.1, AuthorReba, Michele L.1, AuthorRichardson, Andrew D.1, AuthorPicasso, Valentin1, AuthorRocha, Adrian V.1, AuthorRodriguez, Julio C.1, AuthorRuzol, Roel1, AuthorSaleska, Scott1, AuthorScott, Russell L.1, AuthorSchreiner-McGraw, Adam P.1, AuthorSchuur, Edward A. G.1, AuthorSilveira, Maria1, AuthorSonnentag, Oliver1, AuthorSpittlehouse, David L.1, AuthorStaebler, Ralf1, AuthorStarr, Gregory1, AuthorStaudhammer, Christina1, AuthorStill, Chris1, AuthorSturtevant, Cove1, AuthorSullivan, Ryan C.1, AuthorSuyker, Andy1, AuthorTrejo, David1, AuthorUeyama, Masahito1, AuthorVargas, Rodrigo1, AuthorViner, Brian1, AuthorVivoni, Enrique R.1, AuthorWang, Dong1, AuthorWard, Eric J.1, AuthorWiesner, Susanne1, AuthorWindham-Myers, Lisamarie1, AuthorYannick, David1, AuthorYepez, Enrico A.1, AuthorZenone, Terenzio1, AuthorZhao, Junbin1, AuthorZona, Donatella1, Author more..
Affiliations:
1External Organizations, ou_persistent22              
21.4 Remote Sensing, 1.0 Geodesy, Departments, GFZ Publication Database, Deutsches GeoForschungsZentrum, ou_146028              

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Free keywords: AmeriFlux network,Eddy covariance,Site uniqueness,Site clustering
 Abstract: Environmental observation networks, such as AmeriFlux, are foundational for monitoring ecosystem response to climate change, management practices, and natural disturbances; however, their effectiveness depends on their representativeness for the regions or continents. We proposed an empirical, time series approach to quantify the similarity of ecosystem fluxes across AmeriFlux sites. We extracted the diel and seasonal characteristics (i.e., amplitudes, phases) from carbon dioxide, water vapor, energy, and momentum fluxes, which reflect the effects of climate, plant phenology, and ecophysiology on the observations, and explored the potential aggregations of AmeriFlux sites through hierarchical clustering. While net radiation and temperature showed latitudinal clustering as expected, flux variables revealed a more uneven clustering with many small (number of sites < 5), unique groups and a few large (> 100) to intermediate (15–70) groups, highlighting the significant ecological regulations of ecosystem fluxes. Many identified unique groups were from under-sampled ecoregions and biome types of the International Geosphere-Biosphere Programme (IGBP), with distinct flux dynamics compared to the rest of the network. At the finer spatial scale, local topography, disturbance, management, edaphic, and hydrological regimes further enlarge the difference in flux dynamics within the groups. Nonetheless, our clustering approach is a data-driven method to interpret the AmeriFlux network, informing future cross-site syntheses, upscaling, and model-data benchmarking research. Finally, we highlighted the unique and underrepresented sites in the AmeriFlux network, which were found mainly in Hawaii and Latin America, mountains, and at under-sampled IGBP types (e.g., urban, open water), motivating the incorporation of new/unregistered sites from these groups.

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 Dates: 20252025
 Publication Status: Finally published
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: DOI: 10.1016/j.agrformet.2025.110686
GFZPOF: p4 T5 Future Landscapes
OATYPE: Hybrid Open Access
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Title: Agricultural and Forest Meteorology
Source Genre: Journal, SCI, Scopus
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Pages: - Volume / Issue: 372 Sequence Number: 110686 Start / End Page: - Identifier: CoNE: https://gfzpublic.gfz.de/cone/journals/resource/journals15
Publisher: Elsevier