Danielle Christianson

Danielle Svehla Christianson

Computer Science Engineer

Phone: +1 510-486-4734

Danielle works with earth science researchers to co-create data management tools and workflows to support their research. Her role in the Scientific Data Division at Lawrence Berkeley National Laboratory combines user experience research, full stack design and development, and operations. She brings a diverse background to developing data science solutions: mechanical engineering, ecology, new media, data science. Danielle joined the lab in 2016 after completing her PhD in the Energy and Resources Group and the Berkeley Center for New Media at University of California, Berkeley.

Journal Articles

C Varadharajan, AP Appling, B Arora, DS Christianson, VC Hendrix, V Kumar, AR Lima, J Müller, S Oliver, M Ombadi, T Perciano, JM Sadler, H Weierbach, JD Willard, Z Xu, J Zwart, "Can machine learning accelerate process understanding and decision-relevant predictions of river water quality?", Hydrological Processes, January 1, 2022, 36, doi: 10.1002/hyp.14565

D. A. Agarwal, J. Damerow, C. Varadharajan, D. S. Christianson, G. Z. Pastorello, Y.-W. Cheah, L. Ramakrishnan, "Balancing the needs of consumers and producers for scientific data collections", Ecological Informatics, 2021, 62:101251, doi: 10.1016/j.ecoinf.2021.101251

G. Z. Pastorello, C. Trotta, E. Canfora, H. Chu, D. Christianson, Y.-W. Cheah, C. Poindexter, J. Chen, A. Elbashandy, M. Humphrey, P. Isaac, D. Polidori, M. Reichstein, A. Ribeca, C. van Ingen, N. Vuichard, L. Zhang, B. Amiro, C. Ammann, M. A. Arain, J. Ardö, T. Arkebauer, S. K. Arndt, N. Arriga, M. Aubinet, M. Aurela, D. Baldocchi, A. Barr, E. Beamesderfer, L. B. Marchesini, O. Bergeron, J. Beringer, C. Bernhofer, D. Berveiller, D. Billesbach, T. A. Black, P. D. Blanken, G. Bohrer, J. Boike, P. V. Bol stad, D. Bonal, J.-M. Bonnefond, D. R. Bowling, R. Bracho, J. Brodeur, C. Brümmer, N. Buchmann, B. Burban, S. P. Burns, P. Buysse, P. Cale, M. Cavagna, P. Cellier, S. Chen, I. Chini, T. R. Chris tensen, J. Cleverly, A. Collalti, C. Consalvo, B. D. Cook, D. Cook, C. Coursolle, E. Cremonese, P. S. Curtis, E. D’Andrea, H. da Rocha, X. Dai, K. J. Davis, B. D. Cinti, A. de Grandcourt, A. D. Ligne, R. C. D. Oliveira, N. Delpierre, A. R. Desai, C. M. D. Bella, P. di Tommasi, H. Dolman, F. Domingo, G. Dong, S. Dore, P. Duce, E. Dufrêne, A. Dunn, J. Dušek, D. Eamus, U. Eichelmann, H. A. M. ElKhidir, W. Eugster, C. M. Ewenz, B. Ewers, D. Famulari, S. Fares, I. Feigenwinter, A. Feitz, R. Fensholt, G. Fil ippa, M. Fischer, J. Frank, M. Galvagno, M. Gharun, D. Gianelle, B. Gielen, B. Gioli, A. Gitelson, I. Goded, M. Goeckede, A. H. Goldstein, C. M. Gough, M. L. Goulden, A. Graf, A. Griebel, C. Gruening, T. Grünwald, A. Hammerle, S. Han, X. Han, B. U. Hansen, C. Hanson, J. Hatakka, Y. He, M. Hehn, B. Heinesch, N. Hinko-Najera, L. Hörtnagl, L. Hutley, A. Ibrom, H. Ikawa, M. Jackowicz-Korczynski, D. Janouš, W. Jans, R. Jassal, S. Jiang, T. Kato, M. Khomik, J. Klatt, A. Knohl, S. Knox, H. Kobayashi, G. Koerber, O. Kolle, Y. Kosugi, A. Kotani, A. Kowalski, B. Kruijt, J. Kurbatova, W. L. Kutsch, H. Kwon, S. Launiainen, T. Laurila, B. Law, R. Leuning, Y. Li, M. Liddell, J.-M. Limousin, M. Lion, A. J. Liska, A. Lohila, A. López-Ballesteros, E. López-Blanco, B. Loubet, D. Loustau, A. Lucas-Moffat, J. Lüers, S. Ma, C. Macfarlane, V. Magliulo, R. Maier, I. Mammarella, G. Manca, B. Marcolla, H. A. Margolis, S. Mar ras, W. Massman, M. Mastepanov, R. Matamala, J. H. Matthes, F. Mazzenga, H. McCaughey, I. McHugh, A. M. S. McMillan, L. Merbold, W. Meyer, T. Meyers, S. D. Miller, S. Minerbi, U. Moderow, R. K. Monson, L. Montagnani, C. E. Moore, E. Moors, V. Moreaux, C. Moureaux, J. W. Munger, T. Nakai, J. Neirynck, Z. Nesic, G. Nicolini, A. Noormets, M. Northwood, M. Nosetto, Y. Nouvellon, K. Novick, W. Oechel, J. E. Olesen, J.-M. Ourcival, S. A. Papuga, F.-J. Parmentier, E. Paul-Limoges, M. Pavelka, M. Peichl, E. Pendall, R. P. Phillips, K. Pilegaard, N. Pirk, G. Posse, T. Powell, H. Prasse, S. M. Prober, S. Ram bal, U. Rannik, N. Raz-Yaseef, D. Reed, V. R. de Dios, N. Restrepo-Coupe, B. R. Reverter, M. Roland, S. Sabbatini, T. Sachs, S. R. Saleska, E. P. S.-C. nete, Z. M. Sanchez-Mejia, H. P. Schmid, M. Schmidt, K. Schneider, F. Schrader, I. Schroder, R. L. Scott, P. Sedlák, P. Serrano-Ortíz, C. Shao, P. Shi, I. Shironya, L. Siebicke, L. Šigut, R. Silberstein, C. Sirca, D. Spano, R. Steinbrecher, R. M. Stevens, C. Sturtevant, A. Suyker, T. Tagesson, S. Takanashi, Y. Tang, N. Tapper, J. Thom, F. Tiedemann, M. Tomassucci, J.-P. Tuovinen, S. Urbanski, R. Valentini, M. van der Molen, E. van Gorsel, K. van Huissteden, A. Varlagin, J. Verfaillie, T. Vesala, C. Vincke, D. Vitale, N. Vygodskaya, J. P. Walker, E. Walter-Shea, H. Wang, R. Weber, S. Westermann, C. Wille, S. Wofsy, G. Wohlfahrt, S. Wolf, W. Woodgate, Y. Li, R. Zampedri, J. Zhang, G. Zhou, D. Zona, D. Agarwal, S. Biraud, M. Torn, D. Papale, "The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data", Scientific Data, 2020, 7:225, doi: 10.1038/s41597-020-0534-3

Danielle S. Christianson, Charuleka Varadharajan, Bradley Christoffersen, Matteo Detto, Faybishenko, Bruno O. Gimenez, Val C. Hendrix, Kolby J. Jardine, Robinson Negron-Juarez, Z. Pastorello, Thomas L. Powell, Megha Sandesh, Jeffrey M. Warren, Brett T. Wolfe, Jeffrey Q. Chambers, Lara M. Kueppers, Nathan G. McDowell, Deborah A. Agarwal, "A metadata reporting framework (FRAMES) for synthesis of ecohydrological observations", Ecological Informatics, 2017, 42:148-158, doi: 10.1016/j.ecoinf.2017.06.002

Danielle S Christianson, Cari G Kaufman, "Effects of sample design and landscape features on a measure of environmental heterogeneity", Methods in Ecology and Evolution, 2016, 7:770--782,

ZM Subin, WJ Riley, J Jin, DS Christianson, MS Torn, LM Kueppers, "Ecosystem feedbacks to climate change in California: development, Testing, and analysis using a coupled regional atmosphere and land surface model (WRF3--CLM3. 5)", Earth Interactions, 2011, 15:1--38,

Conference Papers

Gilberto Z. Pastorello, Dan K. Gunter, Housen Chu, Danielle S. Christianson, Carlo Trotta, Eleonora Canfora, Boris Faybishenko, You-Wei Cheah, Norm Beekwilder, Stephen W. Chan, Sigrid Dengel, Trevor Keenan, Fianna O Brien, Abderahman Elbashandy, Cristina M. Poindexter, Marty Humphrey, Dario Papale, Deb A. Agarwal, "Hunting Data Rogues at Scale: Data Quality Control for Observational Data in Research Infrastructures", Proceedings of the 13th IEEE International Conference on e-Science (e-Science 2017), Auckland, New Zealand, 2017, doi: 10.1109/eScience.2017.64

Others

C Varadharajan, VC Hendrix, DS Christianson, M Burrus, C Wong, SS Hubbard, DA Agarwal, BASIN-3D: A brokering framework to integrate diverse environmental data, Computers and Geosciences, 2022, doi: 10.1016/j.cageo.2021.105024

H Weierbach, AR Lima, JD Willard, VC Hendrix, DS Christianson, M Lubich, C Varadharajan, Stream Temperature Predictions for River Basin Management in the Pacific Northwest and Mid-Atlantic Regions Using Machine Learning, Water (Switzerland), 2022, doi: 10.3390/w14071032

C Varadharajan, Z Kakalia, E Alper, EL Brodie, M Burrus, RWH Carroll, D Christianson, W Dong, V Hendrix, M Henderson, S Hubbard, D Johnson, R Versteeg, KH Williams, DA Agarwal, The Colorado East River Community Observatory Data Collection, Hydrological Processes 35(6), 2021, doi: 10.22541/au.161962485.54378235/v1

C Varadharajan, B Faybishenko, A Henderson, M Henderson, VC Hendrix, SS Hubbard, Z Kakalia, A Newman, B Potter, H Steltzer, R Versteeg, DA Agarwal, KH Williams, C Wilmer, Y Wu, W Brown, M Burrus, RWH Carroll, DS Christianson, B Dafflon, D Dwivedi, BJ Enquist, Challenges in Building an End-to-End System for Acquisition, Management, and Integration of Diverse Data from Sensor Networks in Watersheds: Lessons from a Mountainous Community Observatory in East River, Colorado, IEEE Access, Pages: 182796--18 2019, doi: 10.1109/ACCESS.2019.2957793