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Home Science News Athmospheric

Global crop models underestimate how rice responds to extreme heat

July 29, 2026
in Athmospheric
Alan Morgan
By Alan Morgan Scienmag Editorial Profile - Precision Agriculture
Reading Time: 4 mins read
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Global crop models underestimate how rice responds to extreme heat

Global crop models underestimate how rice responds to extreme heat

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A new study on how rising temperatures will affect rice production in Science Advances compares 214 observations from field-warming experiments with seven crop models, revealing modelled estimates for yield reductions from 1°C of global warming were roughly half those of the real-world observed experiments (3.8 percent instead of 8.1 percent). The study was led by the Helmholtz Centre for Environmental Research with contributions from the Potsdam Institute for Climate Impact Research (PIK).

Rice is a staple food for more than half of the world’s population, but estimates of how climate change will affect production vary widely. One reason for this is that many scientific assessments do not clearly distinguish between the more gradual effects of higher average temperatures, versus acute damage caused by heat extremes.

In the new study, results from 214 observed experiments show that extreme heat (exposure to temperatures above 30°C) is the dominant factor behind rice yield losses from warming. At more than 70 percent of observed sites, high-temperature exposure accounted for more than half of absolute yield change.

However, when compared to seven crop models, the models were shown to be less sensitive to heat extremes than the real-world observations.

“The discrepancy between the observations and models appear to arise mainly because many current crop models don’t yet capture heat damage in rice’s reproductive stages well. Observations in the study show this is exactly when rice is particularly vulnerable to extreme heat, as panicles and grains develop,” commented lead author Yiwei Jian from the Helmholtz Centre for Environmental Research.

After correcting the models in line with the observed data, the study estimates that an increase of 1°C in global mean temperature would reduce global rice yields by an average of 8.1 percent. This is approximately twice the loss previously estimated by the crop models (3.8 percent). The authors stress that their estimates isolate temperature effects, and should therefore not be interpreted as a complete forecast of future rice production.

“This is a really significant jump for the models and emphasises the role of heat extremes in projected losses, not just average temperatures. This intuitively makes sense – when we check the weather in summer to know how to cope with heat, we’re looking for the daily high, not the average temperature,” commented PIK scientist Christoph Müller, another author of the study.

The study also rethinks the geographical distribution of crop losses. The biggest revisions are in South and Southeast Asia, where rice crops have high exposure to extreme heat. For Pakistan, India and Bangladesh, the yield-loss estimate increases from 2.1 to 6.6 percent. For Thailand, the Philippines and Myanmar, it increases from 3.7 to 7.7 percent.

The authors highlight the importance of adaptation measures for rice production that protect crops at their reproductive stage such as: developing and adopting heat-tolerant varieties, adjusting planting dates, optimising irrigation practices and improving soil quality.



Journal

Science Advances

DOI

10.1126/sciadv.aed9226

Method of Research

Observational study

Subject of Research

Not applicable

Article Title

Vulnerability to high temperature shapes global warming impacts on rice yield

Article Publication Date

29-Jul-2026

Media Contact

Ulrich von Lampe

Potsdam Institute for Climate Impact Research (PIK)

press@pik-potsdam.de

Office: 03312882507

Journal
Science Advances
DOI
10.1126/sciadv.aed9226

Journal

Science Advances

DOI

10.1126/sciadv.aed9226

Method of Research

Observational study

Subject of Research

Not applicable

Article Title

Vulnerability to high temperature shapes global warming impacts on rice yield

Article Publication Date

29-Jul-2026

Tags


  • /Applied sciences and engineering/Agriculture/Agronomy/Crop science/Crops/Rice

  • /Physical sciences/Earth sciences/Climatology/Climate change

  • /Physical sciences/Earth sciences/Climatology/Climate change/Climate change adaptation

  • /Applied sciences and engineering/Agriculture

  • /Applied sciences and engineering/Agriculture/Agronomy/Agricultural forecasts

  • /Applied sciences and engineering/Agriculture/Agronomy/Crop science/Crop yields

  • /Applied sciences and engineering/Agriculture/Agronomy/Crop science/Crops/Food crops

  • /Research methods/Modeling

  • /Research methods/Observational studies

Subject of Research: Athmospheric

Article Title: Global crop models underestimate how rice responds to extreme heat

Article References: Original research article

Image Credits: AI Generated

DOI: Not provided

Keywords: climate change and rice production, climate impact assessment on staple foods, crop model accuracy in climate impact studies, crop model underestimation, field-warming experiments on rice, global warming and agriculture, heat extremes and crop yields, heat stress effects on crops, impact of extreme heat on rice, modeling vs. real-world crop responses, rice crop sensitivity to temperature, Rice yield reduction

Cite Scienmag News

Alan Morgan. (July 29, 2026). Global crop models underestimate how rice responds to extreme heat. Scienmag. https://scienmag.com/global-crop-models-underestimate-how-rice-responds-to-extreme-heat/

Alan Morgan. "Global crop models underestimate how rice responds to extreme heat." Scienmag, 29 July 2026, https://scienmag.com/global-crop-models-underestimate-how-rice-responds-to-extreme-heat/. Accessed 3 September 2026.

Alan Morgan. "Global crop models underestimate how rice responds to extreme heat." Scienmag. July 29, 2026. https://scienmag.com/global-crop-models-underestimate-how-rice-responds-to-extreme-heat/

Tags: climate change and rice productionclimate impact assessment on staple foodscrop model accuracy in climate impact studiescrop model underestimationfield-warming experiments on riceglobal warming and agricultureheat extremes and crop yieldsheat stress effects on cropsimpact of extreme heat on ricemodeling vs. real-world crop responsesrice crop sensitivity to temperatureRice yield reduction
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