The country’s five leading crops by harvested area are rice, coconuts, maize, vegetables, and bananas. Apart from maize, area harvested increased for all these crops between SUMMARY | APRIL 2010 2001 and 2012, but bananas expanded more rapidly than rice and coconuts. While maize area did not expand during that period, maize yields increased by a little more than 50 percent. The increase in the productivity of bananas was even higher, at just under 60 percent; rice productivity rose by just over 20 percent; and coconut productivity expanded by just under 9 percent. Table 6. Change in mean daily maximum temperature in the warmest month based on four general circulation models, 2000– 2050 Region 1. Luzon 1.1 Luzon 1.2 CAR 2. Visayas 3. Mindanao 3.1 Mindanao 3.2 ARMM Total GFDL HadGEM IPSL MIROC Degrees Celsius (⁰C) 1.96 1.95 1.98 1.77 1.46 1.47 1.43 1.76 2.58 2.53 2.90 2.31 2.30 2.30 2.31 2.44 1.86 1.86 1.84 1.95 2.10 2.10 2.13 1.96 1.43 1.45 1.25 2.16 1.75 1.77 1.57 1.67 DIRECT IMPACTS OF CLIMATE CHANGE ON AGRICULTURE Source: Constructed by authors based on WorldClim version 1.4 (Hijmans et al. 2005). Notes: GFDL = General Fluid Dynamics Laboratory; HadGEM = Hadley Centre Global Environmental Model; IPSL = Institut Pierre-Simon Laplace; MIROC = Model for Interdisciplinary Research on Climate. To determine the impact of climate change on yields, the crop models were used in combination with the Decision Support System for Agrotechnology Transfer (DSSAT), which is a software package comprising multiple mathematical models that “grow” the crop in daily time increments. This enabled yields to be predicted for every five arc-minute gridcell (approximately 9 or 10 kilometers), the results of which were then averaged across the major regional groupings, weighted by crop area. A comparison of rainfall in the wettest and driest three months, based on the IPCC’s AR5 analysis and RCP 8.5, shows changes to 2050 from the 1950–2000 baseline period (Table 7). Rainfall in both the wet and the dry season increases under all four GCMs. Overall, the HadGEM model suggests the highest wet season rainfall and the lowest increase in dry season rainfall. The impact on rainfed rice with low fertilizer use in Luzon is highly negative in many locations, sometimes exceeding 20 percent (Figure 8). While yield changes in the Cagayan Valley are projected to be minimal and mostly positive, Central Luzon and MIMAROPA1 are likely to experience large, negative impacts. On the other hand, Mindanao is likely to experience yield increases under climate change, with some areas having up to 20 percent higher productivity. Visayas is projected to experience mostly neutral climate impacts on rainfed rice, with areas of increase being offset by areas of decrease. Results for rainfed rice and rainfed sugarcane generally show modest negative impacts (Table 8), with Luzon projected to experience the greatest impact, followed by Visayas, and then Mindanao. Table 7. Comparison of changes in national rainfall levels in the dry and wet seasons based on four general circulation models, 2000–2050 Rainfall GFDL HadGEM IPSL Millimeters (mm) MIROC Change in the wettest three months 142 176 105 102 Change in the driest three months 27 17 31 36 Source: Constructed by authors based on the Agricultural Model Intercomparison Project (AgMIP), as part of Phase 5 of the Coupled Model Intercomparison (CMIP5), for Representative Concentration Pathway 8.5. Notes: GFDL = General Fluid Dynamics Laboratory; HadGEM = Hadley Centre Global Environmental Model; IPSL = Institut Pierre-Simon Laplace; MIROC = Model for Interdisciplinary Research on Climate. 1 MIMAROPA stands for Mindoro Occidental, Mindoro Oriental, Marinduque, Romblon and Palawan. These are five provinces under Region IV-B in Luzon. 5

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