Articles | Volume 26, issue 3
https://doi.org/10.5194/acp-26-2175-2026
https://doi.org/10.5194/acp-26-2175-2026
Research article
 | 
11 Feb 2026
Research article |  | 11 Feb 2026

Unveiling the dominant control of the systematic cooling bias in CMIP6 models: quantification and corrective strategies

Jie Zhang, Kalli Furtado, Steven T. Turnock, Yixiong Lu, Tongwen Wu, Fang Zhang, Xiaoge Xin, and Yuyun Liu

Download

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2025-1059', Anonymous Referee #1, 12 May 2025
    • AC1: 'Reply on RC1', Jie Zhang, 15 May 2025
  • RC2: 'Comment on egusphere-2025-1059', Stephen E. Schwartz, 14 May 2025
    • AC2: 'Reply on RC2', Jie Zhang, 05 Jun 2025

Peer review completion

AR – Author's response | RR – Referee report | ED – Editor decision | EF – Editorial file upload
AR by Jie Zhang on behalf of the Authors (11 Jul 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (14 Jul 2025) by Manish Shrivastava
RR by Stephen E. Schwartz (16 Jul 2025)
RR by Anonymous Referee #1 (21 Jul 2025)
ED: Reconsider after major revisions (17 Aug 2025) by Manish Shrivastava
AR by Jie Zhang on behalf of the Authors (09 Oct 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (22 Oct 2025) by Manish Shrivastava
ED: Reconsider after major revisions (22 Nov 2025) by Manish Shrivastava
AR by Jie Zhang on behalf of the Authors (31 Dec 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Publish subject to technical corrections (13 Jan 2026) by Manish Shrivastava
AR by Jie Zhang on behalf of the Authors (21 Jan 2026)  Author's response   Manuscript 
Short summary
Aerosol cooling has been identified as a key driver of the cold biases in CMIP6 (sixth Coupled Model Inter-comparison Project) models. We demonstrate the critical role of sulfate burden anomaly and the contribution of sulfur removal processes. Faster sulfate deposition directly lowers atmospheric sulfate levels, while enhanced SO₂ deposition reduces the precursor for sulfate formation. The systematically short sulfate lifetime implies that model improvements should focus on SO₂ deposition processes, rather than sulfate deposition.
Share
Altmetrics
Final-revised paper
Preprint