44
Minimum temperature Minimum temperature mapping in complex mapping in complex terrain for fruit terrain for fruit frost warning frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Embed Size (px)

Citation preview

Page 1: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Minimum temperature mapping Minimum temperature mapping in complex terrain for fruit frost in complex terrain for fruit frost

warningwarning

Jin I. YunKyung Hee University

Suwon, Korea

Page 2: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 3: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 4: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 5: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Spatial Interpolation = Objective Analysis Optimum Interpolation

Page 6: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Model for Tmin (~1km)

Ti : observed temperature at station 'i', (synoptic)di : distance from the site to station 'i', z : elevation of the site zi : elevation of the station 'i'

Γ : temperature change per unit change in the elevation  ε : interpolation error

Page 7: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Inverse Distance Weighting (IDW)

Page 8: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 9: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Elevation Correction (lapse rate)

Page 10: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Urban Heat Island Correction

Choi et al.(2003) J. Appl. Meteorol. 42:1711-1719

Page 11: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

January Tmin of South Korea (30 year normal, 1km resolution)

- Elevation correction

- UHI correction

Page 12: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Tmin on January 6, 2003

Page 13: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

1 km

1 km

Page 14: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Scope

• Description of a spatial interpolation scheme incorporating local topography

• Applying this scheme to production of gridded minimum temperature data

• Combining this scheme with phenology model for fruit frost warning in spring

Page 15: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Tmin at Synop Station

Z0

Dry Adiabatic Line

Z2

Z1

Thermal Belt Effect

Cold Air Effect

Page 16: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Tmin model at landscape scale

E1 : correction for thermal belt effectE2 : correction for cold air accumulation effect

Page 17: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Study Area

Page 18: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 19: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Determining Inversion Cap Height and Strength for Quantifying Thermal Belt Effect

Page 20: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 21: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 22: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 23: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

0

100

200

300

400

500

600

6 8 10 12 14

TEMPERATURE,degC

ALTI

TUD

E, m

200

300

400

800

Page 24: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Correction for Thermal Belt Effect

Page 25: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

• Flow of Cold Air

Page 26: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

• Flow Direction

Page 27: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

• Flow Accumulation

84

Page 28: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Searching for Relationship between Tmin and Topographic Cold Air Accumulation Potential

Page 29: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 30: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Elevation Contour (vector)

Digital Elevation Model : DEM (raster)

Page 31: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 32: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Potential Flow Accumulation

Page 33: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Regression Analysis

1. Produce temperature map by applying the conventional model to DEM of the study area

2. Extract the estimated – measured temperature deviation at 8 HOBO sites

3. Extract the flow accumulation at 8 HOBO sites (zonal averages of cell radius from 1 to 10)

4. Regress the temperature estimation error to Log 10 of zonal averages of flow accumulation

Page 34: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Best Fit Equation

Temperature estimation error at observation site is linearly related to log10 of Flow Accumulation Potential

y = 0.9879x - 0.3432

R2 = 0.7808

0 1 2 3 4

LOG(FA)

3

2

1

0

4

5

Temperature Estimation Error, C

Page 35: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Potential Error from Cold Air Accumulation

R and Rmax : daily temperature range

FA5 : 5 cell average flow accumulation

Page 36: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Tmin model at landscape scale

Page 37: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Validation at Hydrologic Units (watershed)

Page 38: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 39: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea
Page 40: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

-15

-10

-5

0

5

10

-15 -10 -5 0 5 10

Observed Tmin, C

Est

imat

ed T

min

, C

OLD

NEW

Winter 04/05, Baikgu Vineyards

RMSE=2.4

RMSE=1.5

Page 41: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Application : Fruit Frost Warning

1. Flowering date estimation by a phenology model which requires daily Tmin and Tmax (Tmax estimated by BioSIM of Canadian Forest Service) since last fall

2. Site-specific Tmin for tomorrow morning based on official Tmin forecasts at nearby synoptic stations

Page 42: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

FloweringDate ofPear

Page 43: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

As of

21 May

Page 44: Minimum temperature mapping in complex terrain for fruit frost warning Jin I. Yun Kyung Hee University Suwon, Korea

Conclusion• Potential effects of cold air accumulation and

inversion profile on minimum temperature were added to the large area estimation model

• This new interpolation scheme was successful in estimating minimum temperature mapping at landscape scale

• Combination with a phenology model showed a strong feasibility for development of a site-specific frost warning system