Paper · 2021 · Smart Agricultural Technology

Crop resilience to climate change: A study of spatio-temporal variability of sugarcane yield in a subtropical region, China

Hao Guo; Zhigang Huang; Mengchao Tan; et al.

18
claims
30
verbatim quotes
9
citations
2
research areas
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Open access · cc-by-nc-nd

Abstract

Increasing sugarcane production to meet sugar industry demands is a major challenge facing agricultural sector in a more vulnerable environment to climate change in subtropical China. Numerous studies have shown the impact of climate change on sugarcane production, but most of these studies were conducted in a plot or catchment scale without assessing the impacts at regional scale. In this paper, climatic elements of temperature, rainfall, and radiation data, simulated by 28 global climate models, were evaluated using the Taylor chart. The two greenhouse gas emission scenarios, RCP4.5 and RCP8.5, were used to generate climate changes in the region. Combined with the spatial analysis method, the spatial and temporal variation of temperature, rainfall and radiation in Guangxi region from 2010 to 2100 were studied. A validated APSIM-sugarcane model was selected to simulate sugarcane yield at 22 research stations in Guangxi region under different RCP scenarios in the future, and to analyze the three research stages (2030s: 2021-2040; 2060s: 2051-2070 and 2090s: 2081-2100). The spatio-temporal changes of aboveground biomass weight (DM), sugarcane stalk and sucrose (S) yields of the years 2021-2100 were compared with those in the base years (1961-2010), and the effects of climate change on sugarcane yield were quantified. On average, the DM yields were projected to increase by 3.6 and 4.7 and 5.8 t ha−1 for RCP4.5 and 2.9, 5.4 and 8.5t ha−1 for RCP8.5 in 2030s, 2060s and 2090s as compared to 1961–2010, respectively. Similarly, the projected increase in S yields were 5.2, 7.0, and 8.3 t ha−1for RCP4.5 and 4.3, 7.2 and 10.8 t ha−1 for RCP8.5 in the respective future years in comparison with baseline years. The results showed that sugarcane yield had no significant relationship with changes in solar radiation, but the yield had significant correlations with rainfall and temperature changes. Combine changes in radiation, rainfall, temperature and elevated CO2 might be accounted for 69 and 76% changes in sugarcane DM and S yields, respectively, across the entire location. An increase in temperature caused a little increase in sugarcane yield, while an increase in rainfall increased sugarcane yields significantly, but decreased when it exceeded a certain limit. On the other hand, the S yield increased with increase in temperature at constant radiation, but decreased when the radiation exceeded a certain limit. Temperature changes only caused S yield increase when radiation and temperature increased simultaneously. The effects of temperature and rainfall on S yield were similar to those on biomass yield. The effects of radiation and rainfall on S yield showed that both rainfall and radiation increased S yields, but the amplitude was limited. Therefore, to mitigate climate change in the future, supplemental irrigation can be used to increase soil moisture content to improve sugarcane yield.

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Claims 18

Observationobservedoriginal resultpositiveprojected

Claim · model-written summary

Projected sugarcane dry-matter yield increases under RCP4.5 were 3.6, 4.7 and 5.8 t ha−1 for the 2030s, 2060s and 2090s against baseline.

Taxon
sugarcanee0
Treatment
RCP4.5e1
Outcome
DM yieldse1
Direction
increasee1
Value
3.6 and 4.7 and 5.8 t ha−1e1
Comparator
1961–2010e2

Verbatim

e0

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
e1

“the DM yields were projected to increase by 3.6 and 4.7 and 5.8 t ha−1 for RCP4.5”

✓ located verbatim in the source · abstract, characters 1350–1431 · show in text ↑
e2

“in 2030s, 2060s and 2090s as compared to 1961–2010”

✓ located verbatim in the source · abstract, characters 1470–1520 · show in text ↑
Observationobservedoriginal resultpositiveprojected

Claim · model-written summary

Projected sugarcane dry-matter yield increases under RCP8.5 were 2.9, 5.4 and 8.5 t ha−1 for the 2030s, 2060s and 2090s against baseline.

Taxon
sugarcanee0
Treatment
RCP8.5e1
Outcome
DMe0
Direction
increaseinferrede1
Value
2.9, 5.4 and 8.5t ha−1e1
Comparator
1961–2010e1

Verbatim

e0

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
e1

“2.9, 5.4 and 8.5t ha−1 for RCP8.5 in 2030s, 2060s and 2090s as compared to 1961–2010”

✓ located verbatim in the source · abstract, characters 1436–1520 · show in text ↑
Observationobservedoriginal resultpositiveprojected

Claim · model-written summary

Projected sugarcane sucrose yield increases under RCP4.5 were 5.2, 7.0 and 8.3 t ha−1 across the future periods.

Taxon
sugarcanee0
Treatment
RCP4.5e1
Outcome
S yieldse1
Direction
increasee1
Value
5.2, 7.0, and 8.3 t ha−1e1

Verbatim

e0

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
e1

“the projected increase in S yields were 5.2, 7.0, and 8.3 t ha−1for RCP4.5”

✓ located verbatim in the source · abstract, characters 1547–1621 · show in text ↑
Observationobservedoriginal resultpositiveprojected

Claim · model-written summary

Projected sugarcane sucrose yield increases under RCP8.5 were 4.3, 7.2 and 10.8 t ha−1 across the future periods.

Taxon
sugarcanee0
Treatment
RCP8.5e1
Outcome
S yieldse0
Direction
increaseinferrede1
Value
4.3, 7.2 and 10.8 t ha−1e1

Verbatim

e0

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
e1

“4.3, 7.2 and 10.8 t ha−1 for RCP8.5”

✓ located verbatim in the source · abstract, characters 1626–1661 · show in text ↑
Associationobservedoriginal resultno effectnot significant (as stated)simulated

Claim · model-written summary

Sugarcane yield had no significant relationship with solar radiation changes.

Taxon
sugarcanee0
Treatment
changes in solar radiatione0
Outcome
yielde0

Not reportedDirection

Verbatim

e0

“sugarcane yield had no significant relationship with changes in solar radiation”

✓ located verbatim in the source · abstract, characters 1752–1831 · show in text ↑
Associationobservedoriginal resultsignificant (as stated)simulated

Claim · model-written summary

Sugarcane yield was significantly correlated with rainfall changes.

Taxon
sugarcanee0
Treatment
rainfalle0
Outcome
yielde0

Not reportedDirection

Verbatim

e0

“sugarcane yield had no significant relationship with changes in solar radiation, but the yield had significant correlations with rainfall and temperature changes”

✓ located verbatim in the source · abstract, characters 1752–1913 · show in text ↑
Associationobservedoriginal resultsignificant (as stated)simulated

Claim · model-written summary

Sugarcane yield was significantly correlated with temperature changes.

Taxon
sugarcanee0
Treatment
temperature changese0
Outcome
yielde0

Not reportedDirection

Verbatim

e0

“sugarcane yield had no significant relationship with changes in solar radiation, but the yield had significant correlations with rainfall and temperature changes”

✓ located verbatim in the source · abstract, characters 1752–1913 · show in text ↑
Associationobservedoriginal resultsimulated

Claim · model-written summary

Combined radiation, rainfall, temperature and elevated CO2 changes may explain 69% of sugarcane DM yield changes.

Taxon
sugarcanee0
Treatment
changes in radiation, rainfall, temperature and elevated CO2e1
Outcome
sugarcane DMe1
Value
69e1

Not reportedDirection

Verbatim

e0

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
e1

“Combine changes in radiation, rainfall, temperature and elevated CO2 might be accounted for 69 and 76% changes in sugarcane DM and S yields, respectively”

✓ located verbatim in the source · abstract, characters 1915–2068 · show in text ↑
Associationobservedoriginal resultsimulated

Claim · model-written summary

Combined radiation, rainfall, temperature and elevated CO2 changes may explain 76% of sugarcane sucrose yield changes.

Taxon
sugarcanee0
Treatment
changes in radiation, rainfall, temperature and elevated CO2e1
Outcome
S yieldse1
Value
76%e1

Not reportedDirection

Verbatim

e0

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
e1

“Combine changes in radiation, rainfall, temperature and elevated CO2 might be accounted for 69 and 76% changes in sugarcane DM and S yields, respectively”

✓ located verbatim in the source · abstract, characters 1915–2068 · show in text ↑
Associationobservedoriginal resultpositivesimulated

Claim · model-written summary

Increased temperature caused a small increase in sugarcane yield.

Taxon
sugarcanee0
Treatment
increase in temperaturee0
Outcome
yielde0
Direction
increasee0

Verbatim

e0

“An increase in temperature caused a little increase in sugarcane yield”

✓ located verbatim in the source · abstract, characters 2098–2168 · show in text ↑
Associationobservedoriginal resultpositivesignificant (as stated)simulated

Claim · model-written summary

Increased rainfall significantly increased sugarcane yield until a limit was exceeded.

Taxon
sugarcanee0
Treatment
increase in rainfalle0
Outcome
sugarcane yieldse0
Direction
increasede0
Qualifier
a certain limite0

Verbatim

e0

“an increase in rainfall increased sugarcane yields significantly, but decreased when it exceeded a certain limit”

✓ located verbatim in the source · abstract, characters 2176–2288 · show in text ↑
Associationobservedoriginal resultnegativesimulated

Claim · model-written summary

Sugarcane yield decreased when rainfall exceeded a certain limit.

Taxon
sugarcanee0
Treatment
rainfalle0
Outcome
sugarcane yieldse0
Direction
decreasede0
Qualifier
a certain limite0

Verbatim

e0

“an increase in rainfall increased sugarcane yields significantly, but decreased when it exceeded a certain limit”

✓ located verbatim in the source · abstract, characters 2176–2288 · show in text ↑
Associationobservedoriginal resultpositivesimulated

Claim · model-written summary

Sucrose yield increased with temperature at constant radiation.

Taxon
sugarcanee1
Treatment
increase in temperaturee0
Outcome
S yielde0
Direction
increasede0
Qualifier
constant radiatione0

Verbatim

e0

“The S yield increased with increase in temperature at constant radiation”

✓ located after whitespace/quote normalisation · abstract, characters 2309–2381 · show in text ↑
e1

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
Associationobservedoriginal resultnegativesimulated

Claim · model-written summary

Sucrose yield decreased when radiation exceeded a certain limit.

Taxon
sugarcanee1
Treatment
radiatione0
Outcome
S yielde0
Direction
decreasede0
Qualifier
a certain limite0

Verbatim

e0

“The S yield increased with increase in temperature at constant radiation, but decreased when the radiation exceeded a certain limit”

✓ located after whitespace/quote normalisation · abstract, characters 2309–2440 · show in text ↑
e1

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
Associationobservedoriginal resultpositivesimulated

Claim · model-written summary

Temperature changes increased sucrose yield only when radiation and temperature increased together.

Taxon
sugarcanee1
Treatment
Temperature changese0
Outcome
S yielde0
Direction
increasee0
Qualifier
radiation and temperature increased simultaneouslye0

Verbatim

e0

“Temperature changes only caused S yield increase when radiation and temperature increased simultaneously.”

✓ located verbatim in the source · abstract, characters 2442–2547 · show in text ↑
e1

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
Associationobservedoriginal resultpositivesimulated

Claim · model-written summary

Rainfall increased sucrose yield, though the amplitude was limited.

Taxon
sugarcanee1
Treatment
rainfalle0
Outcome
S yieldse0
Direction
increasede0
Qualifier
the amplitude was limitede0

Verbatim

e0

“both rainfall and radiation increased S yields, but the amplitude was limited”

✓ located verbatim in the source · abstract, characters 2700–2777 · show in text ↑
e1

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
Associationobservedoriginal resultpositivesimulated

Claim · model-written summary

Radiation increased sucrose yield, though the amplitude was limited.

Taxon
sugarcanee1
Treatment
radiatione0
Outcome
S yieldse0
Direction
increasede0
Qualifier
the amplitude was limitede0

Verbatim

e0

“both rainfall and radiation increased S yields, but the amplitude was limited”

✓ located verbatim in the source · abstract, characters 2700–2777 · show in text ↑
e1

“sugarcane DM and S yields”

✓ located verbatim in the source · abstract, characters 2029–2054 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors recommend supplemental irrigation to improve sugarcane yield under future climate change.

Taxon
sugarcanee0
Treatment
supplemental irrigatione0
Outcome
improve sugarcane yielde0

Verbatim

e0

“supplemental irrigation can be used to increase soil moisture content to improve sugarcane yield”

✓ located verbatim in the source · abstract, characters 2832–2928 · show in text ↑