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Assessing the ability of potential evapotranspiration models in capturing dynamics of evaporative demand across various biomes and climatic regimes with ChinaFLUX measurements 2017-08-17 ZHENG Han Institute of Earth Environment, CAS, China

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Page 1: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

Assessing the ability of potential evapotranspiration models in capturing

dynamics of evaporative demand across various biomes and climatic regimes with ChinaFLUX

measurements

2017-08-17

ZHENG Han

Institute of Earth Environment, CAS, China

Page 2: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

How to quantify Atmospheric Evaporative Demand?Estimates of AED is widely required for hydrological analyses such as irrigation scheduling, water resources management,

drought monitoring, hydroclimatologic variability……

( pan) ( 0) ( )

Page 3: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

How to choose right PET model from model pool for AED estimating?

PET could be estimated by some physical or empirical models. However, numerous PET models have been introduced, and there may exist significant differences among their estimates and variation trends.

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Page 4: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

Water-limited vs. Energy-limited EvaporationThese two terms have long been used for understanding the role of evaporation in the water balance at various space-time scales

We are not definitely sure about the water- or energy-limited states for many situations but only with some empirical knowledge. It becomes more difficult for the ‘equitant’ climates, that is, the condition straddles the divide between water- and energy-limited states

Page 5: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

How to define Water- or Energy-limited conditions?There also exist proportional or inverse relationships between AET trends and P trends for different hydroclimatologicalconditions. Thus, it is executable for us to define the states according to the observed relationships between AET trends and P trends, and hence obtain the ‘realistic’ equivalent trends in PET and evaporative demand.

Page 6: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

ObjectivesTherefore, this study aims to assess the utility of PET models in capturing annual and seasonal dynamics of evaporativedemand, using the observed relationship between the trends of AET and P as an approach to define the correspondinghydroclimatological (i.e., water- or energy-limited) states.

Assessing the magnitudes of PET;

Assessing the annual trends of PET;

Assessing the per-month trends of PET.

Page 7: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

Study Sites

Eight typical ecosystems witheddy covariance flux towers,as part of ChinaFLUX

Three forest sites, threegrassland sites, one wetlandsite and one cropland site.

These eight sites are separatedalong a broad geographicaldistribution and encompassthe most prevalent climateand ecosystem types in China

Page 8: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

Selected PET models

containing one fully physically based method, six radiation-based models and seventemperature-based models

Page 9: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

RESULTS Assessing PET magnitudesAET should never exceed PET at a long-term scale (e.g., annual time step), i.e., PET≥AET on average.

Page 10: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

only three models selected in this study could produce reasonable magnitudes of evaporative demand (i.e., PET≥AET on average) for all the eight sites, including the Penman, Priestly-Taylor and Linacre models, while the other 11 PET models have different degrees of inadequacies along with different ecosystems

Page 11: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

RESULTS Assessing the annual and seasonal trends of PET

Three (kinds of) models were further considered to assess their ability in reproducingannual and seasonal dynamics of evaporative demand.

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mm yr-2

Linear trends of PET rates for each month over the observational periodswith the method of ordinary least square regression. mm mth-1 yr-1

Page 12: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

AET

P

AET

PET

Page 13: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

AET

P

AET

PET

Page 14: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

All the three PET models could faithfully reproduce the dynamics in evaporative demand for the energy-limited conditions at the annual time scales.

Only the Penman and Linacre models could represent dynamics in evaporative demand for the water-limited conditions.

Page 15: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

AET

P

AET

PET

Correlation coefficients between Per-month trends (i.e., trend for Januaries, for Februaries, etc.) of each PET model estimates with equivalent trends in AET and P for each site

seasonality of AET mainly determined by energy supply

Page 16: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

AET

P

AET

PET seasonality of AET mainly determined by WATER supply

Page 17: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

All the three PET models could faithfully reproduce the dynamics in evaporative demand for the energy-limited conditions at the seasonal scales.

Only the Penman and Linacre models could represent dynamics in evaporative demand for the water-limited conditions.

Page 18: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k
Page 19: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

Water-limited

Water-limited

Energy-limited

Water-limited

Energy-limited

Page 20: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

Take home messages

3 of 14 PET models could represent the magnitudes of evaporative

demand.

Priestly-Taylor model was best suited for energy-limited conditions.

Linacre model may fail to capture seasonal switch between water- and

energy-limited states.

Penman equation works best across the range of conditions tested.

Through assessing the ability of 14 PET models in capturing long-term (typically 2003-2011) dynamics of evaporative demand at eight ecosystems across various biomes and climatic regimes in China, we could conclude that:

Page 21: GXOU[Y HOUSKY GTJ IROSGZOI XKMOSKY ]OZN )NOTG,2;> … han zheng.pdf · 2017-09-05 · 'yykyyotm znk ghoroz_ ul vuzktzogr k\gvuzxgtyvoxgzout sujkry ot igvz[xotm j_tgsoiy ul k\gvuxgzo\k

Thanks for your attention!

ZHENG Han

[email protected]