Preprints
https://doi.org/10.5194/egusphere-2025-5039
https://doi.org/10.5194/egusphere-2025-5039
21 Oct 2025
 | 21 Oct 2025

A Unified Scheme for Modeling Saturation and Infiltration Excess Runoff

Yuanqi Hong, Guta Abeshu, Hong-Yi Li, Dingbao Wang, Mengqi Zhao, Thomas Wild, Günter Blöschl, and Ruby Leung

Abstract. Saturation excess and infiltration excess are two primary surface runoff generation mechanisms governing the timing and magnitude of streamflow at the catchment and larger scales. Despite their frequent co-occurrence and interconnections within catchments, most existing runoff schemes treat these mechanisms separately, following different theoretical paths. This study addresses this theoretical inconsistency by introducing a unified runoff scheme that integrates both mechanisms into a coherent framework. The scheme mathematically expresses both saturation and infiltration excess as functions of the probabilistic distribution of soil water storage, allowing dynamic transitions between mechanisms both in space and time based on the evolving soil water storage distribution during storm events. To demonstrate the applicability of this scheme, we developed a simple hydrologic model and tested it in 181 natural catchments over the U.S., spanning a range of humid to arid climates, and obtained Kling-Gupta efficiencies above 0.5 for 90 % and 70 % of the catchments during the parameter determination and validation periods, respectively. Results show that the model effectively captures the relative dominance of infiltration or saturation excess runoff at the event, seasonal, and annual scales. For instance, model results suggest that infiltration excess runoff dominates where the climate is arid and seasonal evaporative energy and precipitation are in phase, whilst saturation excess runoff dominates under other climate conditions. This unified scheme establishes a new foundation for enhancing the predictive understanding of runoff and other hydrological processes across diverse climates.

Competing interests: At least one of the (co-)authors is a member of the editorial board of Hydrology and Earth System Sciences. The peer-review process was guided by an independent editor, and the authors also have no other competing interests to declare.

Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors. Views expressed in the text are those of the authors and do not necessarily reflect the views of the publisher.
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Journal article(s) based on this preprint

09 Jul 2026
A unified scheme for modeling saturation and infiltration excess runoff
Yuanqi Hong, Guta Wakbulcho Abeshu, Hong-Yi Li, Dingbao Wang, Mengqi Zhao, Thomas Wild, Günter Blöschl, and L. Ruby Leung
Hydrol. Earth Syst. Sci., 30, 4293–4303, https://doi.org/10.5194/hess-30-4293-2026,https://doi.org/10.5194/hess-30-4293-2026, 2026
Short summary
Yuanqi Hong, Guta Abeshu, Hong-Yi Li, Dingbao Wang, Mengqi Zhao, Thomas Wild, Günter Blöschl, and Ruby Leung

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2025-5039', Anonymous Referee #1, 02 Dec 2025
    • AC1: 'Reply on RC1', Hongyi Li, 23 Feb 2026
  • RC2: 'Comment on egusphere-2025-5039', Anonymous Referee #2, 07 Feb 2026
    • AC2: 'Reply on RC2', Hongyi Li, 23 Feb 2026

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2025-5039', Anonymous Referee #1, 02 Dec 2025
    • AC1: 'Reply on RC1', Hongyi Li, 23 Feb 2026
  • RC2: 'Comment on egusphere-2025-5039', Anonymous Referee #2, 07 Feb 2026
    • AC2: 'Reply on RC2', Hongyi Li, 23 Feb 2026

Peer review completion

AR – Author's response | RR – Referee report | ED – Editor decision | EF – Editorial file upload
ED: Publish subject to revisions (further review by editor and referees) (01 Mar 2026) by Hongkai Gao
AR by Hongyi Li on behalf of the Authors (03 Apr 2026)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (08 Apr 2026) by Hongkai Gao
RR by Anonymous Referee #2 (09 Apr 2026)
RR by Anonymous Referee #1 (05 May 2026)
ED: Publish as is (08 May 2026) by Hongkai Gao
AR by Hongyi Li on behalf of the Authors (27 May 2026)  Manuscript 

Post-review adjustments

AA – Author's adjustment | EA – Editor approval
AA by Hongyi Li on behalf of the Authors (24 Jun 2026)   Author's adjustment   Manuscript
EA: Adjustments approved (24 Jun 2026) by Hongkai Gao

Journal article(s) based on this preprint

09 Jul 2026
A unified scheme for modeling saturation and infiltration excess runoff
Yuanqi Hong, Guta Wakbulcho Abeshu, Hong-Yi Li, Dingbao Wang, Mengqi Zhao, Thomas Wild, Günter Blöschl, and L. Ruby Leung
Hydrol. Earth Syst. Sci., 30, 4293–4303, https://doi.org/10.5194/hess-30-4293-2026,https://doi.org/10.5194/hess-30-4293-2026, 2026
Short summary
Yuanqi Hong, Guta Abeshu, Hong-Yi Li, Dingbao Wang, Mengqi Zhao, Thomas Wild, Günter Blöschl, and Ruby Leung
Yuanqi Hong, Guta Abeshu, Hong-Yi Li, Dingbao Wang, Mengqi Zhao, Thomas Wild, Günter Blöschl, and Ruby Leung

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Short summary
Rain runs off in two main ways: saturation excess when soil is full, and infiltration excess when rain exceeds infiltration. They often occur simultaneously in a watershed, but most models treat them separately. We introduce a new theory that captures both processes within a single framework, tracking their shift over space and time. Tested over 181 U.S. watersheds, the theory well predicts streamflow in most watersheds and improves understanding of runoff under diverse climates.
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