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Volumn 32, Issue , 2016, Pages 91-106

Usability of time-lapse digital camera images to detect characteristics of tree phenology in a tropical rainforest

Author keywords

Digital camera; Green excess index; Near surface remote sensing; Normalized difference vegetation index; Phenological observations; Tropical rainforest

Indexed keywords

CANOPY; CLIMATE CHANGE; COLOR; DIGITAL IMAGE; NDVI; PHENOLOGY; RAINFOREST; REFLECTANCE; REMOTE SENSING; TREE; TROPICAL ENVIRONMENT;

EID: 84960920033     PISSN: 15749541     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ecoinf.2016.01.006     Document Type: Article
Times cited : (25)

References (65)
  • 2
    • 84893396846 scopus 로고    scopus 로고
    • Using phenological cameras to track the green up in a Cerrado savanna and its on-the-ground validation
    • Alberton B., Almeida J., Helm R., da S.Torres R., Menzel A., Morellato L.P.C. Using phenological cameras to track the green up in a Cerrado savanna and its on-the-ground validation. Ecol. Inform. 2014, 19:62-70.
    • (2014) Ecol. Inform. , vol.19 , pp. 62-70
    • Alberton, B.1    Almeida, J.2    Helm, R.3    da S.Torres, R.4    Menzel, A.5    Morellato, L.P.C.6
  • 3
    • 84905117659 scopus 로고    scopus 로고
    • Applying machine learning based on multiscale classifiers to detect remote phenology patterns in Cerrado savanna trees
    • Almeida J., Santos J.A., Alberton B., Torres R.S., Morellato L.P.C. Applying machine learning based on multiscale classifiers to detect remote phenology patterns in Cerrado savanna trees. Ecol. Inform. 2014, 23:49-61.
    • (2014) Ecol. Inform. , vol.23 , pp. 49-61
    • Almeida, J.1    Santos, J.A.2    Alberton, B.3    Torres, R.S.4    Morellato, L.P.C.5
  • 6
    • 79961168558 scopus 로고    scopus 로고
    • Using digital time-lapse cameras to monitor species-specific understorey and overstorey phenology in support of wildlife habitat assessment
    • Bater C.W., Coops N.C., Wulder M.A., Hilker T., Nielsen S.E., McDermid G., Stenhouse G.B. Using digital time-lapse cameras to monitor species-specific understorey and overstorey phenology in support of wildlife habitat assessment. Environ. Monit. Assess. 2011, 180:1-13.
    • (2011) Environ. Monit. Assess. , vol.180 , pp. 1-13
    • Bater, C.W.1    Coops, N.C.2    Wulder, M.A.3    Hilker, T.4    Nielsen, S.E.5    McDermid, G.6    Stenhouse, G.B.7
  • 7
    • 77649334436 scopus 로고    scopus 로고
    • Spatial patterns of NDVI variation over Indonesia and their relationship to ENSO warm events during the period 1982-2006
    • Erasmi S., Propastin P., Kappas M., Panferov O. Spatial patterns of NDVI variation over Indonesia and their relationship to ENSO warm events during the period 1982-2006. J. Clim. 2009, 22:6612-6623.
    • (2009) J. Clim. , vol.22 , pp. 6612-6623
    • Erasmi, S.1    Propastin, P.2    Kappas, M.3    Panferov, O.4
  • 8
    • 77952645263 scopus 로고    scopus 로고
    • Public Internet-connected cameras used as a cross-continental ground-based plant phenology monitoring system
    • Graham E.A., Riordan E.C., Yuen E.M., Estrin D., Rundel P.W. Public Internet-connected cameras used as a cross-continental ground-based plant phenology monitoring system. Glob. Chang. Biol. 2010, 16:3014-3023.
    • (2010) Glob. Chang. Biol. , vol.16 , pp. 3014-3023
    • Graham, E.A.1    Riordan, E.C.2    Yuen, E.M.3    Estrin, D.4    Rundel, P.W.5
  • 9
    • 0034954105 scopus 로고    scopus 로고
    • Drought and the consequences of El Niño in Borneo: a case study of figs
    • Harrison R.D. Drought and the consequences of El Niño in Borneo: a case study of figs. Popul. Ecol. 2001, 43:63-75.
    • (2001) Popul. Ecol. , vol.43 , pp. 63-75
    • Harrison, R.D.1
  • 12
    • 7944221276 scopus 로고    scopus 로고
    • Short-term drought causes synchronous leaf shedding and flushing in a lowland mixed dipterocarp forest, Sarawak, Malaysia
    • Ichie T., Hiromi T., Yoneda R., Kamiya K., Kohira M., Ninomiya I., Ogino K. Short-term drought causes synchronous leaf shedding and flushing in a lowland mixed dipterocarp forest, Sarawak, Malaysia. J. Trop. Ecol. 2004, 20:697-700.
    • (2004) J. Trop. Ecol. , vol.20 , pp. 697-700
    • Ichie, T.1    Hiromi, T.2    Yoneda, R.3    Kamiya, K.4    Kohira, M.5    Ninomiya, I.6    Ogino, K.7
  • 13
    • 77956876904 scopus 로고    scopus 로고
    • Use of digital cameras for phenological observations
    • Ide R., Oguma H. Use of digital cameras for phenological observations. Ecol. Inform. 2010, 5(5):339-347.
    • (2010) Ecol. Inform. , vol.5 , Issue.5 , pp. 339-347
    • Ide, R.1    Oguma, H.2
  • 14
    • 84877909989 scopus 로고    scopus 로고
    • A cost-effective monitoring method using digital time-lapse cameras for detecting temporal and spatial variations of snowmelt and vegetation phenology in alpine ecosystems
    • Ide R., Oguma H. A cost-effective monitoring method using digital time-lapse cameras for detecting temporal and spatial variations of snowmelt and vegetation phenology in alpine ecosystems. Ecol. Inform. 2013, 16:25-34.
    • (2013) Ecol. Inform. , vol.16 , pp. 25-34
    • Ide, R.1    Oguma, H.2
  • 15
    • 84901981632 scopus 로고    scopus 로고
    • Detection of the different characteristics of year-to-year variation in foliage phenology among deciduous broad-leaved tree species by using daily continuous canopy surface images
    • Inoue T., Nagai S., Saitoh T.M., Muraoka H., Nasahara K.N., Koizumi H. Detection of the different characteristics of year-to-year variation in foliage phenology among deciduous broad-leaved tree species by using daily continuous canopy surface images. Ecol. Inform. 2014, 22:58-68.
    • (2014) Ecol. Inform. , vol.22 , pp. 58-68
    • Inoue, T.1    Nagai, S.2    Saitoh, T.M.3    Muraoka, H.4    Nasahara, K.N.5    Koizumi, H.6
  • 16
    • 84908689234 scopus 로고    scopus 로고
    • Utilization of ground-based digital photography for the evaluation of seasonal changes in the aboveground green biomass and foliage phenology in a grassland ecosystem
    • Inoue T., Nagai S., Kobayashi H., Koizumi H. Utilization of ground-based digital photography for the evaluation of seasonal changes in the aboveground green biomass and foliage phenology in a grassland ecosystem. Ecol. Inform. 2015, 25:1-9.
    • (2015) Ecol. Inform. , vol.25 , pp. 1-9
    • Inoue, T.1    Nagai, S.2    Kobayashi, H.3    Koizumi, H.4
  • 17
    • 3142739705 scopus 로고    scopus 로고
    • Severe drought, leafing phenology, leaf damage and lepidopteran abundance in the canopy of a Bornean aseasonal tropical rain forest
    • Itioka T., Yamauti M. Severe drought, leafing phenology, leaf damage and lepidopteran abundance in the canopy of a Bornean aseasonal tropical rain forest. Int. J. Trop. Ecol. 2004, 20:479-482.
    • (2004) Int. J. Trop. Ecol. , vol.20 , pp. 479-482
    • Itioka, T.1    Yamauti, M.2
  • 18
    • 3542992749 scopus 로고    scopus 로고
    • Photosynthetic activity in seed wings of Dipterocarpaceae in a masting year: does wing photosynthesis contribute to reproduction
    • Kenzo T., Ichie T., Ninomiya I., Koike T. Photosynthetic activity in seed wings of Dipterocarpaceae in a masting year: does wing photosynthesis contribute to reproduction. Photosynthetica 2003, 41(4):551-557.
    • (2003) Photosynthetica , vol.41 , Issue.4 , pp. 551-557
    • Kenzo, T.1    Ichie, T.2    Ninomiya, I.3    Koike, T.4
  • 19
    • 84866428270 scopus 로고    scopus 로고
    • Seasonality in light-attracted chrysomelid populations in a Bornean rainforest
    • Kishimoto-Yamada K., Itioka T., Sakai S., Ichie T. Seasonality in light-attracted chrysomelid populations in a Bornean rainforest. Insect Conserv. Divers. 2010, 3:266-277.
    • (2010) Insect Conserv. Divers. , vol.3 , pp. 266-277
    • Kishimoto-Yamada, K.1    Itioka, T.2    Sakai, S.3    Ichie, T.4
  • 20
    • 84883744420 scopus 로고    scopus 로고
    • Mass flowering of the tropical tree Shorea beccariana was preceded by expression changes in flowering and drought-responsive genes
    • Kobayashi M.J., Takeuchi Y., Kenta T., Kume T., Diway B., Shimizu K.K. Mass flowering of the tropical tree Shorea beccariana was preceded by expression changes in flowering and drought-responsive genes. Mol. Ecol. 2013, 22:4767-4782.
    • (2013) Mol. Ecol. , vol.22 , pp. 4767-4782
    • Kobayashi, M.J.1    Takeuchi, Y.2    Kenta, T.3    Kume, T.4    Diway, B.5    Shimizu, K.K.6
  • 21
    • 84864921457 scopus 로고    scopus 로고
    • 2 exchange over Bornean tropical rainforests
    • 2 exchange over Bornean tropical rainforests. Ecol. Model. 2012, 246:91-98.
    • (2012) Ecol. Model. , vol.246 , pp. 91-98
    • Kumagai, T.1    Kume, T.2
  • 22
    • 84863468470 scopus 로고    scopus 로고
    • Drought-induced mortality of a Bornean tropical rain forest amplified by climate change
    • Kumagai T., Porporato A. Drought-induced mortality of a Bornean tropical rain forest amplified by climate change. J. Geophys. Res. 2012, 117. 10.1029/2011JG001835.
    • (2012) J. Geophys. Res. , vol.117
    • Kumagai, T.1    Porporato, A.2
  • 26
    • 85040379739 scopus 로고    scopus 로고
    • Deforestation-induced reduction in rainfall
    • Kumagai T., Kanamori H., Yasunari T. Deforestation-induced reduction in rainfall. Hydrol. Process. 2013, 27:3811-3814. 10.1002/hyp.10060.
    • (2013) Hydrol. Process. , vol.27 , pp. 3811-3814
    • Kumagai, T.1    Kanamori, H.2    Yasunari, T.3
  • 29
    • 47049087271 scopus 로고    scopus 로고
    • Verification of color vegetation indices for automated crop imaging applications
    • Meyer G.E., Neto J.C. Verification of color vegetation indices for automated crop imaging applications. Comput. Electron. Agric. 2008, 63:282-293.
    • (2008) Comput. Electron. Agric. , vol.63 , pp. 282-293
    • Meyer, G.E.1    Neto, J.C.2
  • 31
    • 79959292243 scopus 로고    scopus 로고
    • The comparison of several colour indices for the photographic recording of canopy phenology of Fagus crenata Blume in eastern Japan
    • Mizunuma T., Koyanagi T., Mencuccini M., Nasahara K.N., Wingate L., Grace J. The comparison of several colour indices for the photographic recording of canopy phenology of Fagus crenata Blume in eastern Japan. Plant Ecol. Divers. 2011, 4:67-77.
    • (2011) Plant Ecol. Divers. , vol.4 , pp. 67-77
    • Mizunuma, T.1    Koyanagi, T.2    Mencuccini, M.3    Nasahara, K.N.4    Wingate, L.5    Grace, J.6
  • 32
    • 84873092041 scopus 로고    scopus 로고
    • The relationship between carbon dioxide uptake and canopy color from two camera systems in a deciduous forest in southern England
    • Mizunuma T., Wilkinson M., Eaton E.L., Mencuccini M., Morison J.I.L., Grace J. The relationship between carbon dioxide uptake and canopy color from two camera systems in a deciduous forest in southern England. Funct. Ecol. 2013, 27:196-207.
    • (2013) Funct. Ecol. , vol.27 , pp. 196-207
    • Mizunuma, T.1    Wilkinson, M.2    Eaton, E.L.3    Mencuccini, M.4    Morison, J.I.L.5    Grace, J.6
  • 34
    • 80051868302 scopus 로고    scopus 로고
    • Applicability of green-red vegetation index for remote sensing of vegetation phenology
    • Motohka T., Nasahara K.N., Oguma H., Tsuchida S. Applicability of green-red vegetation index for remote sensing of vegetation phenology. Remote Sens. 2010, 2:2369-2387.
    • (2010) Remote Sens. , vol.2 , pp. 2369-2387
    • Motohka, T.1    Nasahara, K.N.2    Oguma, H.3    Tsuchida, S.4
  • 35
    • 22744441458 scopus 로고    scopus 로고
    • Photosynthetic and structural characteristics of canopy and shrub trees in a cool-temperate deciduous broadleaved forest: implication to the ecosystem carbon gain
    • Muraoka H., Koizumi H. Photosynthetic and structural characteristics of canopy and shrub trees in a cool-temperate deciduous broadleaved forest: implication to the ecosystem carbon gain. Agric. For. Meteorol. 2005, 134:39-59.
    • (2005) Agric. For. Meteorol. , vol.134 , pp. 39-59
    • Muraoka, H.1    Koizumi, H.2
  • 36
    • 84885039592 scopus 로고    scopus 로고
    • Spectral vegetation indices as the indicator of canopy photosynthetic productivity in a deciduous broadleaf forest
    • Muraoka H., Noda H.M., Nagai S., Motohka T., Saitoh T.M., Nasahara K.N., Saigusa N. Spectral vegetation indices as the indicator of canopy photosynthetic productivity in a deciduous broadleaf forest. J. Plant Ecol. 2013, 6:393-407.
    • (2013) J. Plant Ecol. , vol.6 , pp. 393-407
    • Muraoka, H.1    Noda, H.M.2    Nagai, S.3    Motohka, T.4    Saitoh, T.M.5    Nasahara, K.N.6    Saigusa, N.7
  • 37
    • 33947364272 scopus 로고    scopus 로고
    • Interannual variations in vegetation activities and climate variability caused by ENSO in tropical rainforests
    • Nagai S., Ichii K., Morimoto H. Interannual variations in vegetation activities and climate variability caused by ENSO in tropical rainforests. Int. J. Remote Sens. 2007, 28(6):1285-1297.
    • (2007) Int. J. Remote Sens. , vol.28 , Issue.6 , pp. 1285-1297
    • Nagai, S.1    Ichii, K.2    Morimoto, H.3
  • 38
    • 79959320282 scopus 로고    scopus 로고
    • Using digital camera images to detect canopy condition of deciduous broad-leaved trees
    • Nagai S., Maeda T., Gamo M., Muraoka H., Suzuki R., Nasahara K.N. Using digital camera images to detect canopy condition of deciduous broad-leaved trees. Plant Ecol. Divers. 2011, 4(1):79-89.
    • (2011) Plant Ecol. Divers. , vol.4 , Issue.1 , pp. 79-89
    • Nagai, S.1    Maeda, T.2    Gamo, M.3    Muraoka, H.4    Suzuki, R.5    Nasahara, K.N.6
  • 39
    • 84879113143 scopus 로고    scopus 로고
    • Seasonal changes in camera-based indices from an open canopy black spruce forest in Alaska, and comparison with indices from a closed canopy evergreen coniferous forest in Japan
    • Nagai S., Nakai T., Saitoh T.M., Busey R.C., Kobayashi H., Suzuki R., Muraoka H., Kim Y. Seasonal changes in camera-based indices from an open canopy black spruce forest in Alaska, and comparison with indices from a closed canopy evergreen coniferous forest in Japan. Policy. Sci. 2013, 7:125-135.
    • (2013) Policy. Sci. , vol.7 , pp. 125-135
    • Nagai, S.1    Nakai, T.2    Saitoh, T.M.3    Busey, R.C.4    Kobayashi, H.5    Suzuki, R.6    Muraoka, H.7    Kim, Y.8
  • 41
    • 84901660561 scopus 로고    scopus 로고
    • Relationship between spatio-temporal characteristics of leaf-fall phenology and seasonal variations in near surface- and satellite-observed vegetation indices in a cool-temperate deciduous broad-leaved forest in Japan
    • Nagai S., Inoue T., Ohtsuka T., Kobayashi H., Kurumado K., Muraoka H., Nasahara K.N. Relationship between spatio-temporal characteristics of leaf-fall phenology and seasonal variations in near surface- and satellite-observed vegetation indices in a cool-temperate deciduous broad-leaved forest in Japan. Int. J. Remote Sens. 2014, 35(10):3520-3536.
    • (2014) Int. J. Remote Sens. , vol.35 , Issue.10 , pp. 3520-3536
    • Nagai, S.1    Inoue, T.2    Ohtsuka, T.3    Kobayashi, H.4    Kurumado, K.5    Muraoka, H.6    Nasahara, K.N.7
  • 44
    • 84978000516 scopus 로고    scopus 로고
    • Ground-based monitoring of the leaf phenology of deciduous broad-leaved trees using high resolution NDVI camera images
    • Nakaji T., Oguma H., Hiura T. Ground-based monitoring of the leaf phenology of deciduous broad-leaved trees using high resolution NDVI camera images. J. Agric. Meteorol. 2011, 67(2):65-74.
    • (2011) J. Agric. Meteorol. , vol.67 , Issue.2 , pp. 65-74
    • Nakaji, T.1    Oguma, H.2    Hiura, T.3
  • 45
    • 84900536266 scopus 로고    scopus 로고
    • Estimation of light-use efficiency through a combinational use of the photochemical reflectance index and vapor pressure deficit in an evergreen tropical rainforest at Pasoh, Peninsular Malaysia
    • Nakaji T., Kosugi Y., Takanashi S., Niiyama K., Noguchi S., Tani M., Oguma H., Nik A.R., Kassim A.R. Estimation of light-use efficiency through a combinational use of the photochemical reflectance index and vapor pressure deficit in an evergreen tropical rainforest at Pasoh, Peninsular Malaysia. Remote Sens. Environ. 2014, 150:82-92.
    • (2014) Remote Sens. Environ. , vol.150 , pp. 82-92
    • Nakaji, T.1    Kosugi, Y.2    Takanashi, S.3    Niiyama, K.4    Noguchi, S.5    Tani, M.6    Oguma, H.7    Nik, A.R.8    Kassim, A.R.9
  • 46
    • 84925138623 scopus 로고    scopus 로고
    • Review: development of an in situ observation network for terrestrial ecological remote sensing: the Phenological Eyes Network (PEN)
    • Nasahara K.N., Nagai S. Review: development of an in situ observation network for terrestrial ecological remote sensing: the Phenological Eyes Network (PEN). Ecol. Res. 2015, 30(2):211-223.
    • (2015) Ecol. Res. , vol.30 , Issue.2 , pp. 211-223
    • Nasahara, K.N.1    Nagai, S.2
  • 47
    • 66149140645 scopus 로고    scopus 로고
    • Phenology feedbacks on climate change
    • Peñuelas J., Rutishauser T., Filella I. Phenology feedbacks on climate change. Science 2009, 324:887-888.
    • (2009) Science , vol.324 , pp. 887-888
    • Peñuelas, J.1    Rutishauser, T.2    Filella, I.3
  • 48
    • 80051599944 scopus 로고    scopus 로고
    • Leaf-out phenology of temperate woody plants: from trees to ecosystems
    • Polgar C.A., Primack R.B. Leaf-out phenology of temperate woody plants: from trees to ecosystems. New Phytol. 2011, 191:926-941.
    • (2011) New Phytol. , vol.191 , pp. 926-941
    • Polgar, C.A.1    Primack, R.B.2
  • 50
    • 21344467273 scopus 로고    scopus 로고
    • Leaf demography and phenology in Amazonian rain forest: a census of 40000 leaves of 23 tree species
    • Reich P.B., Uhl C., Walters M.B., Prugh L., Ellsworth D.S. Leaf demography and phenology in Amazonian rain forest: a census of 40000 leaves of 23 tree species. Ecol. Monogr. 2004, 74(1):3-23.
    • (2004) Ecol. Monogr. , vol.74 , Issue.1 , pp. 3-23
    • Reich, P.B.1    Uhl, C.2    Walters, M.B.3    Prugh, L.4    Ellsworth, D.S.5
  • 52
    • 69449089117 scopus 로고    scopus 로고
    • Near-surface remote sensing of spatial and temporal variation in canopy phenology
    • Richardson A.D., Braswell B.H., Hollinger D.Y., Jenkins J.P., Ollinger S.V. Near-surface remote sensing of spatial and temporal variation in canopy phenology. Ecol. Appl. 2009, 19(6):1417-1428.
    • (2009) Ecol. Appl. , vol.19 , Issue.6 , pp. 1417-1428
    • Richardson, A.D.1    Braswell, B.H.2    Hollinger, D.Y.3    Jenkins, J.P.4    Ollinger, S.V.5
  • 55
    • 84865194630 scopus 로고    scopus 로고
    • Assessing the use of camera-based indices for characterizing canopy phenology in relation to gross primary production in a deciduous broad-leaved and an evergreen coniferous forest in Japan
    • Saitoh T.M., Nagai S., Saigusa N., Kobayashi H., Suzuki R., Nasahara K.N., Muraoka H. Assessing the use of camera-based indices for characterizing canopy phenology in relation to gross primary production in a deciduous broad-leaved and an evergreen coniferous forest in Japan. Ecol. Informat. 2012, 11:45-54.
    • (2012) Ecol. Informat. , vol.11 , pp. 45-54
    • Saitoh, T.M.1    Nagai, S.2    Saigusa, N.3    Kobayashi, H.4    Suzuki, R.5    Nasahara, K.N.6    Muraoka, H.7
  • 58
    • 84869863658 scopus 로고    scopus 로고
    • Comparing carbon flux and high-resolution spring phenological measurements in a northern mixed forest
    • Schwartz M.D., Hanes J.M., Liang L. Comparing carbon flux and high-resolution spring phenological measurements in a northern mixed forest. Agric. For. Meteorol. 2013, 169:136-147.
    • (2013) Agric. For. Meteorol. , vol.169 , pp. 136-147
    • Schwartz, M.D.1    Hanes, J.M.2    Liang, L.3
  • 59
    • 0036330345 scopus 로고    scopus 로고
    • Relationships between leaf pigment content and spectral reflectance across a wide range of species, leaf structures and developmental stages
    • Sims D.A., Gamon J.A. Relationships between leaf pigment content and spectral reflectance across a wide range of species, leaf structures and developmental stages. Remote Sens. Environ. 2002, 81:337-354.
    • (2002) Remote Sens. Environ. , vol.81 , pp. 337-354
    • Sims, D.A.1    Gamon, J.A.2
  • 61
    • 84879080607 scopus 로고    scopus 로고
    • Applicability of time-lapse digital cameras for ground-truth measurements of satellite indices in the boreal forests of Alaska
    • Sugiura K., Nagai S., Nakai T., Suzuki R. Applicability of time-lapse digital cameras for ground-truth measurements of satellite indices in the boreal forests of Alaska. Policy. Sci. 2013, 7:149-161.
    • (2013) Policy. Sci. , vol.7 , pp. 149-161
    • Sugiura, K.1    Nagai, S.2    Nakai, T.3    Suzuki, R.4
  • 62
    • 0018465733 scopus 로고
    • Red and photographic infrared linear combinations for monitoring vegetation
    • Tucker C.J. Red and photographic infrared linear combinations for monitoring vegetation. Remote Sens. Environ. 1979, 8:127-150.
    • (1979) Remote Sens. Environ. , vol.8 , pp. 127-150
    • Tucker, C.J.1
  • 63
    • 84898907820 scopus 로고    scopus 로고
    • Beyond leaf color: comparing camera-based phenological metrics with leaf biochemical, biophysical, and spectral properties throughout the growing season of a temperate deciduous forest
    • Yang X., Tang J., Mustard J.F. Beyond leaf color: comparing camera-based phenological metrics with leaf biochemical, biophysical, and spectral properties throughout the growing season of a temperate deciduous forest. J. Geophys. Res. Biogeosci. 2014, 119:181-191.
    • (2014) J. Geophys. Res. Biogeosci. , vol.119 , pp. 181-191
    • Yang, X.1    Tang, J.2    Mustard, J.F.3
  • 64
    • 84862001865 scopus 로고    scopus 로고
    • Using digital cameras for comparative phenological monitoring in an evergreen broad-leaved forest and a seasonal rain forest
    • Zhao J., Zhang Y., Tan Z., Song Q., Liang N., Yu L., Zhao J. Using digital cameras for comparative phenological monitoring in an evergreen broad-leaved forest and a seasonal rain forest. Ecol. Inform. 2012, 10:65-72.
    • (2012) Ecol. Inform. , vol.10 , pp. 65-72
    • Zhao, J.1    Zhang, Y.2    Tan, Z.3    Song, Q.4    Liang, N.5    Yu, L.6    Zhao, J.7
  • 65
    • 84880354762 scopus 로고    scopus 로고
    • Modeling winter wheat phenology and carbon dioxide fluxes at the ecosystem scale based on digital photography and eddy covariance data
    • Zhou L., He H., Sun X., Zhang L., Yu G., Ren X., Wang J., Zhao F. Modeling winter wheat phenology and carbon dioxide fluxes at the ecosystem scale based on digital photography and eddy covariance data. Ecol. Inform. 2013, 18:69-78.
    • (2013) Ecol. Inform. , vol.18 , pp. 69-78
    • Zhou, L.1    He, H.2    Sun, X.3    Zhang, L.4    Yu, G.5    Ren, X.6    Wang, J.7    Zhao, F.8


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