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Horie T. 2005. Determination of the yield potential and associated<br />

traits in rice. Gamma Field Symposia 43. <strong>Institute</strong> of Radiation<br />

Breeding, NIAS. (In press.)<br />

Huang J, Yang H, Dong G, Wang Y, Zhu J, Yang L, Shan Y. 2002.<br />

Effects of free-air CO 2 enrichment (FACE) on yield formation<br />

in rice (Oryza sativa). Chinese J. Appl. Ecol. 13:1210-<br />

1214.<br />

IPCC (Inter-Governmental Panel on Climate Change). 2001. Climate<br />

change 2001: the scientific basis. Contribution of working<br />

group I to the third assessment report of IPCC. London<br />

(UK): Cambridge University Press.<br />

Kim H-Y, Horie T, Nakagawa H, Wada K. 1996. Effects of elevated<br />

CO 2 concentration and high temperature on growth and yield<br />

of rice: the effect on yield and its components on Akihikari<br />

rice. Jpn. J. Crop Sci. 65:644-651.<br />

Kim H-Y, Lieffering M, Kobayashi K, Okada M, Matthew WM,<br />

Gumpertz M. 2003. Effects of free-air CO 2 enrichment and<br />

nitrogen supply on the yield of temperate paddy rice crops.<br />

Field Crops Res. 83:261-270.<br />

Matthews RB, Horie T, Kropff MJ, Bachelet D, Centeno HG, Shin<br />

JC, Mohandas S, Singh S, Defeng Z, Lee MH. 1995. A regional<br />

evaluation of the effect of future climate change on<br />

rice production in Asia. In: Matthews RB, Kropff MJ, Bachelet<br />

D, van Laar HH, editors. Modeling the impact of climate<br />

change on rice production in Asia. Wallingford (UK): CAB<br />

<strong>International</strong>, p 95-139.<br />

Ueda T, Nakagawa H, Okada K, Horie T. 2000. Varietal differences<br />

in yield and spikelet fertility of rice in response to elevated<br />

CO 2 concentration and high temperature. Jpn. J. Crop Sci.<br />

69(extra issue 1):112-113.<br />

Yoshida H, Horie T, Ohnishi M, Katsura K. 2003. Analysis of genotype<br />

by environment interaction in yield formation processes<br />

of rice grown under a wide environmental range in Asia. 2. A<br />

model explaining genotypic and environmental variation in<br />

spikelet number per unit area. Jpn. J. Crop Sci. 72(extra issue<br />

2):90-91.<br />

Yoshida H, Horie T. 2005. Analysis of genotype by environment<br />

interaction in yield formation processes of rice grown under a<br />

wide environmental range in Asia. 5. Jpn. J. Crop Sci. 73(extra<br />

issue 2). (In preparation.)<br />

Ziska LH, Namuco O, Moya T, Quilang J. 1997. Growth and yield<br />

response of field-grown tropical rice to increasing carbon dioxide<br />

and air temperature. Agron. J. 89:45-53.<br />

Notes<br />

Authors’ address: Graduate School of Agriculture, Kyoto University,<br />

Sakyo-ku, Kyoto 606-8502, Japan, e-mail:<br />

horiet@adm.kais.kyoto-u.ac.jp.<br />

Monitoring rice growth and development using<br />

a crop model: the case of northern Japan<br />

Masaharu Yajima<br />

<strong>Rice</strong> yield has increased dramatically with the development of<br />

improved nursery techniques, new varieties resistant to lodging<br />

and diseases, and new yield-enhancing agrochemicals.<br />

Although rice farmers commonly attain high yield, yield fluctuations<br />

sometimes occur because of unfavorable weather conditions<br />

during the rice-cropping season in particular areas. A<br />

recent study shows that summer weather in northern Japan since<br />

1982 appears to exhibit a distinct five-year cycle, with a pressure<br />

difference between Wakkanai in Hokkaido and Sendai in<br />

Tohoku. The temperature also follows similar five-year cycles<br />

and the second year of each cycle is typical of the Yamase, a<br />

cold northeasterly wind, and is consistent with the cool summer<br />

in northern Japan (Kanno 2004). For instance, severe spikelet<br />

sterility because of cool weather that occurred during meiosis<br />

of the pollen mother cell to the flowering stage of the rice<br />

crop in some areas of Tohoku Region in 1980, 1988, 1993,<br />

and 2003 greatly reduced yield.<br />

This paper intends to describe the research approach and<br />

initial results of wide-area monitoring of crop growth and development<br />

in 1993 and 2003 using a rice crop model (Yajima<br />

1996) to construct the initial version of a climatic early warning<br />

system against cool summer damage of rice under changing<br />

climate.<br />

Monitoring crop growth and development<br />

using a rice crop model<br />

The approach involved using the development stage and spikelet<br />

sterility and yield models, and crop and geo-climatic data<br />

sets to develop a prediction system.<br />

Based on the development stage (DVS) model designed<br />

by Horie (1987), values of 0, 1, and 2 are assigned to emergence<br />

(seed germination), heading, and physiological maturity,<br />

respectively. The value of DVS at any point of crop development<br />

is calculated by integrating the developmental rate<br />

(DVR), expressed as a function of daylength and daily mean<br />

temperature, with time.<br />

Generally, dry matter accumulation at any point in rice<br />

growth is proportional to the accumulated solar radiation intercepted<br />

by the canopy, except at the final stage of rice growth,<br />

when DVS is close to 2. The model used to estimate daily dry<br />

matter increase was adopted from Monteith (1977).<br />

The spikelet sterility model on the relationship between<br />

spikelet sterility and cool-temperature sensitivity of the rice<br />

plant at the panicle development stage was proposed by Yajima<br />

et al (1989), with the following equation:<br />

Session 19: Climate change and rice production 539

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