Paper · 2017 · Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)

Assessing paddy rice yield sensitivity to temperature and rainfall variability in Peninsular Malaysia using DSSAT model

Danladi Yusuf Gumel; Ahmad Makmom Abdullah; Mohamad Azani Alias; et al.

18
claims
36
verbatim quotes
13
citations
3
research areas
—
Not open access

Abstract

The study assessed the seasonal potential effect of temperature and rainfall variability on MR219 using Ceres rice model v4.6.1.0 of the DSSAT modelling system. The model simulated sensibly rice yield with RMSPE OF 8.9%, with D- Index for grain yield of 0.99. However, the simulated yield positively correlates with observed yield (r = 0.715; p < .05), while the coefficient of determination (r2 = 0.511). The model predicted changes in rice yield in all the three granary areas with varying degrees of gains and losses in the two seasons. The result from sensitivity analysis showed that during the main season +10C rise in the maximum temperature caused decrease in yield from -0.2 to -4.5% for MADA and KADA.A rise in maximum temperature up to +50C caused decrease in the yield ranging from -3.3 to -14.3 % for all the areas. Minimum temperature increase of +10C resulted in decrease in the yield ranging from -1.3 to -3.5%. During the off season, +10C increase in temperature caused decrease in yield from -0.5 to -2.3% for MADA and IADA. A rise in +30C maximum temperature caused decrease in the yieldranging from -2.5 to -7.5% for all the areas. While +10C rise in minimum temperature caused decrease in the yield from -3.1 to -6.6% for all the areas. Increase or decrease in the mean daily rainfall could be both beneficial as well as destructive depending on the season and location. The result showed that increase in mean daily rainfall of +1mm to +2mm decrease yield ranging from -4.0% to -51.5%. For MADA decrease in daily rainfall of 1mm to 2mm was shown to increase yield up to about 5.4%. In IADA, BLS during the main season decrease in the rainfall up to -7mm caused increased in yield from 6% to 7.2%. During the off season +1mm to +2mm increase in mean daily rainfall caused increased in yield ranging from 0.9% to 2.0%, but decrease in the mean daily rainfall caused yield to decreased ranging from -9.5% to -44.8%. For KADA, Kelantan during the main season increase or decrease in the rainfall decrease yield ranging from -4.4% to -22%. During off season, increase or decrease in the mean daily rainfall caused the yield to decrease ranging from -1.0% to -43.0%. Result from Analysis of variance revealed that under the likely changing condition, productivity in IADA will still likely be higher than in MADA, while KADA being the least will certainly continue to be more vulnerable to these changes than the other two granary areas.

Abstract from the paper’s OpenAlex record, shown for indexing and research. Copyright remains with the authors or the publisher.

The text the model read, with the source record’s inline markup (italics, sub- and superscripts) rendered and its character entities decoded; quote offsets refer to the raw text.

Claims 18

Method / resourceobservedoriginal resultpositivesimulated

Claim · model-written summary

The rice model achieved 8.9% RMSPE.

Taxon
paddy ricet0
Outcome
rice yielde0
Value
8.9%e0

Verbatim

e0

“The model simulated sensibly rice yield with RMSPE OF 8.9%”

✓ located verbatim in the source · abstract, characters 161–219 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Method / resourceobservedoriginal resultpositivesimulated

Claim · model-written summary

The rice model had a grain yield D-Index of 0.99.

Taxon
paddy ricet0
Outcome
grain yielde0
Value
0.99e0

Verbatim

e0

“with D- Index for grain yield of 0.99”

✓ located verbatim in the source · abstract, characters 221–258 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Associationobservedoriginal resultpositivesignificant (as stated)simulated

Claim · model-written summary

Simulated yield correlated positively with observed yield.

Taxon
paddy ricet0
Outcome
simulated yielde0
Direction
positively correlatese0
Value
r = 0.715e0
Comparator
observed yielde0

Verbatim

e0

“the simulated yield positively correlates with observed yield (r = 0.715; p < .05)”

✓ located verbatim in the source · abstract, characters 269–351 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Method / resourceobservedoriginal resultsimulated

Claim · model-written summary

The coefficient of determination was 0.511.

Taxon
paddy ricet0
Outcome
coefficient of determinatione0
Value
r2 = 0.511e0

Verbatim

e0

“the coefficient of determination (r2 = 0.511)”

✓ located verbatim in the source · abstract, characters 359–404 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Main season maximum temperature rise of +10C reduced yield by -0.2 to -4.5% in MADA and KADA.

Taxon
paddy ricet0
Treatment
+10C rise in the maximum temperaturee0
Outcome
yielde0
Direction
decreasee0
Value
-0.2 to -4.5%e0
Setting
MADA and KADAe0

Not reportedComparator

Verbatim

e0

“during the main season +10C rise in the maximum temperature caused decrease in yield from -0.2 to -4.5% for MADA and KADA”

✓ located verbatim in the source · abstract, characters 589–710 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Maximum temperature rise up to +50C reduced yield by -3.3 to -14.3% in all areas.

Taxon
paddy ricet0
Treatment
maximum temperature up to +50Ce0
Outcome
yielde0
Direction
decreasee0
Value
-3.3 to -14.3 %e0
Setting
all the arease0

Not reportedComparator

Verbatim

e0

“A rise in maximum temperature up to +50C caused decrease in the yield ranging from -3.3 to -14.3 % for all the areas”

✓ located verbatim in the source · abstract, characters 711–827 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Minimum temperature rise of +10C reduced yield by -1.3 to -3.5%.

Taxon
paddy ricet0
Treatment
Minimum temperature increase of +10Ce0
Outcome
yielde0
Direction
decreasee0
Value
-1.3 to -3.5%e0

Not reportedComparator

Verbatim

e0

“Minimum temperature increase of +10C resulted in decrease in the yield ranging from -1.3 to -3.5%”

✓ located verbatim in the source · abstract, characters 829–926 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Off season temperature rise of +10C reduced yield by -0.5 to -2.3% in MADA and IADA.

Taxon
paddy ricet0
Treatment
+10C increase in temperaturee0
Outcome
yielde0
Direction
decreasee0
Value
-0.5 to -2.3%e0
Setting
MADA and IADAe0

Not reportedComparator

Verbatim

e0

“During the off season, +10C increase in temperature caused decrease in yield from -0.5 to -2.3% for MADA and IADA”

✓ located verbatim in the source · abstract, characters 928–1041 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Off season maximum temperature rise of +30C reduced yield by -2.5 to -7.5%.

Taxon
paddy ricet0
Treatment
+30C maximum temperaturee0
Outcome
yielde0
Direction
decreasee0
Value
-2.5 to -7.5%e0

Not reportedComparator

Verbatim

e0

“A rise in +30C maximum temperature caused decrease in the yieldranging from -2.5 to -7.5% for all the areas”

✓ located verbatim in the source · abstract, characters 1043–1150 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Off season minimum temperature rise of +10C reduced yield by -3.1 to -6.6%.

Taxon
paddy ricet0
Treatment
+10C rise in minimum temperaturee0
Outcome
yielde0
Direction
decreasee0
Value
-3.1 to -6.6%e0

Not reportedComparator

Verbatim

e0

“+10C rise in minimum temperature caused decrease in the yield from -3.1 to -6.6% for all the areas”

✓ located verbatim in the source · abstract, characters 1158–1256 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Higher daily rainfall of +1mm to +2mm reduced yield by -4.0% to -51.5%.

Taxon
paddy ricet0
Treatment
increase in mean daily rainfall of +1mm to +2mme0
Outcome
yielde0
Direction
decreasee0
Value
-4.0% to -51.5%e0

Not reportedComparator

Verbatim

e0

“increase in mean daily rainfall of +1mm to +2mm decrease yield ranging from -4.0% to -51.5%”

✓ located verbatim in the source · abstract, characters 1415–1506 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Lower daily rainfall of 1mm to 2mm raised yield up to 5.4% in MADA.

Taxon
paddy ricet0
Treatment
decrease in daily rainfall of 1mm to 2mme0
Outcome
yielde0
Direction
increasee0
Value
5.4%e0
Setting
MADAe0

Not reportedComparator

Verbatim

e0

“For MADA decrease in daily rainfall of 1mm to 2mm was shown to increase yield up to about 5.4%”

✓ located verbatim in the source · abstract, characters 1508–1602 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Main season rainfall reduction up to -7mm raised yield by 6% to 7.2% in IADA.

Taxon
paddy ricet0
Treatment
decrease in the rainfall up to -7mme0
Outcome
yielde0
Direction
increasee0
Value
6% to 7.2%e0
Setting
IADA, BLSe0

Not reportedComparator

Verbatim

e0

“In IADA, BLS during the main season decrease in the rainfall up to -7mm caused increased in yield from 6% to 7.2%”

✓ located verbatim in the source · abstract, characters 1604–1717 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

Off season rainfall rise of +1mm to +2mm raised yield by 0.9% to 2.0%.

Taxon
paddy ricet0
Treatment
+1mm to +2mm increase in mean daily rainfalle0
Outcome
yielde0
Direction
increasee0
Value
0.9% to 2.0%e0

Not reportedComparator

Verbatim

e0

“During the off season +1mm to +2mm increase in mean daily rainfall caused increased in yield ranging from 0.9% to 2.0%”

✓ located verbatim in the source · abstract, characters 1719–1837 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Off season rainfall reduction lowered yield by -9.5% to -44.8%.

Taxon
paddy ricet0
Treatment
decrease in the mean daily rainfalle0
Outcome
yielde0
Direction
decreasee0
Value
-9.5% to -44.8%e0

Not reportedComparator

Verbatim

e0

“decrease in the mean daily rainfall caused yield to decreased ranging from -9.5% to -44.8%”

✓ located verbatim in the source · abstract, characters 1843–1933 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Main season rainfall changes reduced yield by -4.4% to -22% in KADA.

Taxon
paddy ricet0
Treatment
increase or decrease in the rainfalle0
Outcome
yielde0
Direction
decreasee0
Value
-4.4% to -22%e0
Setting
KADA, Kelantane0

Not reportedComparator

Verbatim

e0

“For KADA, Kelantan during the main season increase or decrease in the rainfall decrease yield ranging from -4.4% to -22%”

✓ located verbatim in the source · abstract, characters 1935–2055 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Intervention effectobservedoriginal resultnegativesimulated

Claim · model-written summary

Off season rainfall changes reduced yield by -1.0% to -43.0% in KADA.

Taxon
paddy ricet0
Treatment
increase or decrease in the mean daily rainfalle0
Outcome
yielde0
Direction
decreasee0
Value
-1.0% to -43.0%e0

Not reportedComparator

Verbatim

e0

“During off season, increase or decrease in the mean daily rainfall caused the yield to decrease ranging from -1.0% to -43.0%”

✓ located verbatim in the source · abstract, characters 2057–2181 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑
Associationobservedoriginal resultpositiveprojected

Claim · model-written summary

IADA productivity was projected higher than MADA, with KADA lowest and most vulnerable.

Taxon
paddy ricet0
Outcome
productivitye0
Direction
highere0
Comparator
MADAe0
Setting
IADAe0

Verbatim

e0

“productivity in IADA will still likely be higher than in MADA, while KADA being the least will certainly continue to be more vulnerable to these changes than the other two granary areas”

✓ located verbatim in the source · abstract, characters 2267–2452 · show in text ↑
t0

“paddy rice”

✓ located verbatim in the source · title, characters 10–20 · show in text ↑

rainfall · yield · Oryza sativa (rice)Positive and negative results

51 papers: 29 positive, 22 negative or no effect

28 papers in the same direction as this paper · 21 in the opposite direction · 1 reporting no difference from an alternative

  1. negative
  2. negative
  3. negative

47 papers more in this group

See all 51 papers →

Claims are grouped by organism, treatment and what was measured or targeted. A paper counts as positive when any of its claims in the group is positive.