Data assimilation

The MERRA-2 Aerosol Reanalysis, 1980 Onward. Part II: Evaluation and Case Studies

Virginie Buchard, Cynthia A. Randles, Arlindo da Silva, Anton Darmenov, Peter R. Colarco, Ravi Govindaraju, R. A. Ferrare, Jason Hair, A. J. Beyersdorf, Luke D. Ziemba, Hongbin Yu

Citations: 929 • 2017

Online simulations of global aerosol distributions in the NASA GEOS‐4 model and comparisons to satellite and ground‐based aerosol optical depth

Peter R. Colarco, Arlindo da Silva, Mian Chin, T. Diehl

Citations: 752 • 2010

Can deep learning beat numerical weather prediction?

Martin G. Schultz, Clara Betancourt, Bing Gong, Felix Kleinert, Michael Langguth, Lukas Hubert Leufen, Amirpasha Mozaffari, Scarlet Stadtler

Citations: 535 • 2021

Six global biomass burning emission datasets: intercomparison and application in one global aerosol model

Xiaohua Pan, Charles Ichoku, Mian Chin, Huisheng Bian, Anton Darmenov, Peter R. Colarco, Luke Ellison, Tom Kucsera, Arlindo da Silva, Jun Wang, Tomohiro Oda, Cui Ge

Citations: 347 • 2020

Three-dimensional variational assimilation of MODIS aerosol optical depth: Implementation and application to a dust storm over East Asia

Zhiquan Liu, Quanhua Liu, Hui-Chuan Lin, Craig S. Schwartz, Yen-Huei Lee, Tijian Wang

Citations: 288 • 2011

Current state of the global operational aerosol multi‐model ensemble: An update from the International Cooperative for Aerosol Prediction (ICAP)

Peng Xian, Jeffrey S. Reid, E. J. Hyer, Charles R. Sampson, Juli I. Rubin, Melanie Ades, N. Asencio, Sara Basart, Angela Benedetti, Partha S. Bhattacharjee, M. E. Brooks, Peter R. Colarco, Arlindo da Silva, Tom F. Eck, Jonathan Guth, Oriol Jorba, Rostislav Kouznetsov, Zak Kipling, Mikhail Sofiev, Carlos Pérez García‐Pando, Yaswant Pradhan, Taichu Y. Tanaka, Jun Wang, Douglas L. Westphal, Keiya Yumimoto, Jianglong Zhang

Citations: 153 • 2019

Assessment of natural and anthropogenic aerosol air pollution in the Middle East using MERRA-2, CAMS data assimilation products, and high-resolution WRF-Chem model simulations

Alexander Ukhov, Suleiman Mostamandi, Arlindo da Silva, Johannes Flemming, Yasser Alshehri, Illia Shevchenko, Georgiy Stenchikov

Citations: 144 • 2020

A parameterized‐background data‐weak approach to variational data assimilation: formulation, analysis, and application to acoustics

Yvon Maday, Anthony T. Patera, James Douglass Penn, Masayuki Yano

Citations: 132 • 2014

A regional scale chemical transport modeling of Asian aerosols with data assimilation of AOD observations using optimal interpolation technique

B. Adhikary, S. Kulkarni, A. D’Allura, Youhua Tang, Tianfeng Chai, L. Ruby Leung, Yun Qian, C. E. Chung, V. Ramanathan, Gregory R. Carmichael

Citations: 132 • 2008

Aerosol optical depth assimilation for a size-resolved sectional model: impacts of observationally constrained, multi-wavelength and fine mode retrievals on regional scale analyses and forecasts

Pablo E. Saide, Gregory R. Carmichael, Z. Liu, Craig S. Schwartz, H. Lin, Arlindo da Silva, E. J. Hyer

Citations: 124 • 2013

JRAero: the Japanese Reanalysis for Aerosol v1.0

Keiya Yumimoto, Taichu Y. Tanaka, Naga Oshima, T. Mäki

Citations: 94 • 2017

Assimilation of AERONET and MODIS AOT observations using variational and ensemble data assimilation methods and its impact on aerosol forecasting skill

Juli I. Rubin, Jeffrey S. Reid, James A. Hansen, J. G. Anderson, B. N. Holben, Douglas L. Westphal, Jianglong Zhang

Citations: 91 • 2017

Assimilation of POLDER aerosol optical thickness into the LMDz‐INCA model: Implications for the Arctic aerosol burden

Sylvia Generoso, François‐Marie Bréon, Frédéric Chevallier, Yves Balkanski, Michael Schulz, I. Bey

Citations: 87 • 2007

Hourly Aerosol Assimilation of Himawari‐8 AOT Using the Four‐Dimensional Local Ensemble Transform Kalman Filter

Tie Dai, Yueming Cheng, Kentaroh Suzuki, Daisuke Goto, Maki Kikuchi, Nick Schutgens, Mayumi Yoshida, Peng Zhang, Husi Letu, Guangyu Shi, Teruyuki Nakajima

Citations: 70 • 2019

Investigating the assimilation of CALIPSO global aerosol vertical observations using a four-dimensional ensemble Kalman filter

Yueming Cheng, Tie Dai, Daisuke Goto, Nick Schutgens, Guangyu Shi, Teruyuki Nakajima

Citations: 68 • 2019

Evaluating the impact of multisensor data assimilation on a global aerosol particle transport model

Jianglong Zhang, James R. Campbell, E. J. Hyer, Jeffrey S. Reid, Douglas L. Westphal, Randall S. Johnson

Citations: 68 • 2014

Improvement of aerosol optical properties modeling over Eastern Asia with MODIS AOD assimilation in a global non-hydrostatic icosahedral aerosol transport model

Tie Dai, Nick Schutgens, Daisuke Goto, Guangyu Shi, Teruyuki Nakajima

Citations: 63 • 2014

Assimilating aerosol optical properties related to size and absorption from POLDER/PARASOL with an ensemble data assimilation system

Athanasios Tsikerdekis, Nick Schutgens, Otto Hasekamp

Citations: 56 • 2021

Constraining black carbon aerosol over Asia using OMI aerosol absorption optical depth and the adjoint of GEOS-Chem

Lin Zhang, Daven K. Henze, Georg Grell, Gregory R. Carmichael, Nicolas Bousserez, Q. Zhang, Omar Torres, C. Ahn, Zifeng Lü, Junji Cao, Yanli Mao

Citations: 53 • 2015

Dust Emission Inversion Using Himawari‐8 AODs Over East Asia: An Extreme Dust Event in May 2017

Jianbing Jin, Arjo Segers, Arnold Heemink, Mayumi Yoshida, Wei Han, Hai Xiang Lin

Citations: 52 • 2019