Bias analysis and validation method of the MODIS LAI product

Yaogan Xuebao/Journal of Remote Sensing

Volumn 21, Issue 2, 2017, Pages 206-217

  Fu, Lizhe ^a   Qu, Yonghua ^a   Wang, Jindi ^a  

^a BEIJING NORMAL UNIVERSITY   (China)

Author keywords

Bias analysis; Clumping effect; Leaf Area Index (LAI); MODIS LAI products; Validation

Indexed keywords

REFLECTION; REMOTE SENSING; UNCERTAINTY ANALYSIS;

BIAS ANALYSIS; CLUMPING EFFECT; LEAF AREA INDEX; MODIS LAI; VALIDATION;

RADIOMETERS;

EID: 85019019811     PISSN: 10074619     EISSN: 20959494     Source Type: Journal    
DOI: 10.11834/jrs.20175336     Document Type: Article

References (27)

1. Baret F and Guyot G. 1991. Potentials and limits of vegetation indices for LAI and APAR assessment. Remote Sensing of Environment, 35(2/3): 161-173 [DOI: 10.1016/0034-4257(91)90009-U]
2. Chen J M and Black T A. 1992. Defining leaf area index for non-flat leaves. Plant, Cell and Environment, 15(4): 421-429 [DOI: 10.1111/j.1365-3040.1992.tb00992.x]
3. Chen J M, Pavlic G, Brown L, Cihlar J, Leblanc S G, White H P, Hall R J, Peddle D R, King D J, Trofymow J A, Swift E, Van der Sanden J and Pellikka PKE. 2002. Derivation and validation of Canada-wide coarse-resolution leaf area index maps using highresolution satellite imagery and ground measurements. Remote Sensing of environment, 80(1): 165-184 [DOI: 10.1016/S0034-4257(01)00300-5]
4. Fang X Q, Zhang W C and Liu S C. 2004. The estimation of LAI in Heihe river basin using remotely sensed data. Remote Sensing for Land and Resources, (1): 27-31
5. Garrigues S, Allard D, Baret F and Weiss D. 2006. Influence of landscape spatial heterogeneity on the non-linear estimation of leaf area index from moderate spatial resolution remote sensing data. Remote Sensing of Environment, 105(4): 286-298 [DOI: 10.1016/j.rse.2006.07.013]
6. Hu S Y and Zhang W C. 2005. A quality assessment of MODIS LAI product in Heihe and Hanjiang river basins. Remote SensingInformation, (4): 22-27
7. Jin H, Li A N, Bian J H, Lei G B, Tan J B and Xia H M. 2014. Validation of MODISglobal LAI products in forested terrain //Proceedings of the 2014 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). Quebec City: IEEE: 3053-3056 [DOI: 10.1109/IGARSS.2014.6947121]
8. Li Z W, Tang H, Xin X P, Zhang B H and Wang D L. 2014. Assessmentof the MODIS LAI product using ground measurement data and HJ-1A/1B imagery in the meadow steppe of Hulunber, China. Remote Sensing, 6(7): 6242-6265 [DOI: 10.3390/rs6076242]
9. Liu L Y. 2014. Simulation and correction of spatial scaling effects for leaf area index. Journal of Remote Sensing, 18(6): 1158-1168
10. Morisette J T, Baret F, Privette J L, Myneni R B, Nickeson J E, Garrigues S, Shabanov N V, Weiss M, Fernandes R A, Leblanc S G, Kalacska M, Sanchez-Azofeifa G A, Chubey M, Rivard B, Stenberg P, Rautiainen M, Voipio P, Manninen T, Pilant A N, Lewis T E, Iiames J S, Colombo R, Meroni M, Busetto L, Cohen W B, Turner D P, Warner E D, Petersen G W, Seufert G and Cook R. 2006. Validation of global moderate-resolution LAI products: a framework proposed within the CEOS land product validation subgroup. IEEE Transactions on Geoscience and Remote Sensing, 44(7): 1804-1817 [DOI: 10.1109/TGRS.2006.872529]
11. Pandya M R, Singh R P, Chauhari K N, Bairagi G D, Sharma R, Dadhwal V K and Parihar J S. 2006. Leaf area index retrieval using IRS LISS-III sensor data and validation of the MODIS LAI product over central India. IEEE Transactions on Geoscience and Remote Sensing, 44(7): 1858-1865 [DOI: 10.1109/TGRS.2006.876028]
12. Privette J L, Myneni R B, Knyazikhin Y, Mukelabai M, Roberts G, Tian Y, Wang Y and Leblanc S G. 2002. Early spatial and temporal validation of MODIS LAI product in the Southern Africa Kalahari. Remote Sensing of Environment, 83(1/2): 232-243 [DOI: 10.1016/S0034-4257(02)00075-5]
13. Qu Y H, Wang J D, Dong J and Jiang F B. 2012. Design and experimentof crop structural parameters automatic measurement system. Transaction of the CSAE, 28(2): 160-165
14. Qu Y H. 2013. LAINet Datasets of Cron at Experiment Station at Huaiai, Hebei Province. Beijing: Beijing Normal University
15. Qu Y H, Fu L Z, Han W C, Zhu Y Q and Wang J D. 2014a. MLAOS: amulti-point linear array of optical sensors for coniferous foliage clumping index measurement. Sensors, 14(5): 9271-9289 [DOI: 10.3390/s140509271]
16. Qu Y H, Han W C, Fu L Z, Li C R, Song J L, Zhou H M, Bo Y C and Wang J D. 2014b. LAINet - A wireless sensor network for coniferous forest leaf area index measurement: design, algorithm and validation. Computers and Electronics in Agriculture, 108: 200-208 [DOI: 10.1016/j.compag.2014.08.003]
17. Qu Y H, Zhu Y Q, Han W C, Wang J D and Ma M G. 2014c. Crop leafarea index observations with a wireless sensor network and its potential for validating remote sensing products. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 7(2): 431-444 [DOI: 10.1109/JSTARS.2013.2289931]
18. Ryu Y, Nilson T, Kobayashi H, Sonnentag O, Law B E and Baldocchi DD. 2010. On the correct estimation of effective leaf area index: does it reveal information on clumping effects. Agricultural and Forest Meteorology, 150(3): 463-472 [DOI: 10.1016/j.agrformet.2010.01.009]
19. Serbin S P, Ahl D E and Gower S T. 2013. Spatial and temporal validation of the MODIS LAI and FPAR products across a boreal forest wildfire chronosequence. Remote Sensing of Environment, 133: 71-84 [DOI: 10.1016/j.rse.2013.01.022]
20. Sun C X, Liu L Y, Guan L L, Jiao Q J and Peng D L. 2014. Validation and error analysis ofthe MODIS LAI product in Xilinhot grassland. Journal of Remote Sensing, 18(3): 518-536
21. Tian Y H, Woodcock C E, Wang Y J, Privette J L, Shabanov N V, Zhou L M, Zhang Y, Buermann W, Dong J R, Veikkanen B, Häme T, Andersson K, Ozdogan M, Knyazikhin Y and Myneni R B. 2002. Multiscale analysis and validation of the MODIS LAI product: I. Uncertainty assessment. Remote Sensing of Environment, 83(3): 414-430 [DOI: 10.1016/S0034-4257(02)00047-0]
22. Wang Y J, Woodcock C E, Buermann W, Stenberg P, Voipio P, Smolander P, Häme T, Tian Y H, Hu J N,Knyazikhin Y and Myneni R B. 2004. Evaluation of the MODIS LAI algorithm at a coniferous forest site in Finland. Remote sensing of Environment, 91(1): 114-127 [DOI: 10.1016/j.rse.2004.02.007]
23. Wu X D, Xiao Q, Wen J G, Liu Q, Peng J J and Li X W. 2014. Advancesin uncertainty analysis for the validation of remote sensing products: take leaf area index for example. Journal of Remote Sensing, 18(5): 1011-1023
24. Yang F, Sun J L, Zhang B, Yao Z F, Wang Z M, Wang J L and Yue X F. 2010. Assessment of MODIS LAI product accuracy based on the PROSAIL model, TM and field measurements. Transaction of the CSAE, 26(4): 192-197
25. Yang W Z, Tan B, Huang D, Rautiainen M, Shabanov N V, Wang Y J, Privette J L, Huemmrich K F, Fensholt R,Sandholt I, Weiss M, Ahl DE, Gower ST, Nemani RR, Knyazikhin Y and Myneni RB. 2006. MODIS leaf area index products: from validation to algorithm improvement. IEEE Transactions on Geoscience and Remote Sensing, 44(7): 1885-1898 [DOI: 10.1109/TGRS.2006.871215]
26. Zhang RH, Tian J, Li Z L, Su H B, Chen S H and Tang X Z. 2010. Principles andmethods for the validation of quantitativeremote sensing products. Science China Earth Sciences, 53(5): 741-751
27. Zhu X H, Feng X M, Zhao Y S and Song X N. 2010. Scale effect and error analysis of crop LAI inversion. Journal of Remote Sensing, 14(3): 579-592