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Volumn 148, Issue , 2018, Pages 82-94

QPhenoMetrics: An open source software application to assess vegetation phenology metrics

Author keywords

Crop phenology; EVI; Modelling; NDVI; QGIS; QPhenoMetrics

Indexed keywords

APPLICATION PROGRAMS; CROPS; IMAGE SEGMENTATION; OPEN SOURCE SOFTWARE; OPEN SYSTEMS; QUALITY CONTROL; RADIOMETERS; VEGETATION;

EID: 85045795888     PISSN: 01681699     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compag.2018.03.007     Document Type: Article
Times cited : (63)

References (55)
  • 1
    • 84876460526 scopus 로고    scopus 로고
    • Estimating crop net primary production using national inventory data and MODIS-derived parameters
    • Bandaru, V., West, T.O., Ricciuto, D.M., Izaurralde, R.C., Estimating crop net primary production using national inventory data and MODIS-derived parameters. ISPRS J. Photogramm. 80 (2013), 61–71.
    • (2013) ISPRS J. Photogramm. , vol.80 , pp. 61-71
    • Bandaru, V.1    West, T.O.2    Ricciuto, D.M.3    Izaurralde, R.C.4
  • 3
    • 19344365683 scopus 로고    scopus 로고
    • A statistical framework for the analysis of long image time series
    • de Beurs, K.M., Henebry, G.M., A statistical framework for the analysis of long image time series. Int. J. Remote Sens. 26:8 (2005), 1551–1573.
    • (2005) Int. J. Remote Sens. , vol.26 , Issue.8 , pp. 1551-1573
    • de Beurs, K.M.1    Henebry, G.M.2
  • 4
    • 39149109606 scopus 로고    scopus 로고
    • Crop model based decision support for maize (Zea mays L.) silage production in Portugal
    • Braga, R.P., Cardoso, M.J., Coelho, J.P., Crop model based decision support for maize (Zea mays L.) silage production in Portugal. Eur. J. Agron. 28:3 (2008), 224–233.
    • (2008) Eur. J. Agron. , vol.28 , Issue.3 , pp. 224-233
    • Braga, R.P.1    Cardoso, M.J.2    Coelho, J.P.3
  • 5
    • 84865709617 scopus 로고    scopus 로고
    • Land change for all municipalities in Latin America and the assessed from 250-m MODIS imagery (2001–2010)
    • Clark, M.L., Aide, T.M., Rinner, G., Land change for all municipalities in Latin America and the assessed from 250-m MODIS imagery (2001–2010). Remote Sens. Environ. 126 (2012), 84–103.
    • (2012) Remote Sens. Environ. , vol.126 , pp. 84-103
    • Clark, M.L.1    Aide, T.M.2    Rinner, G.3
  • 6
    • 60849133979 scopus 로고    scopus 로고
    • Demonstration of a satellite based index to monitor habitat at continental-scales
    • Coops, N.C., Wulder, M.A., Iwanicka, D., Demonstration of a satellite based index to monitor habitat at continental-scales. Ecol. Ind. 9:5 (2009), 948–958.
    • (2009) Ecol. Ind. , vol.9 , Issue.5 , pp. 948-958
    • Coops, N.C.1    Wulder, M.A.2    Iwanicka, D.3
  • 7
    • 80052512026 scopus 로고    scopus 로고
    • “A comparative study of satellite and ground-based vineyard phenology”. In: Manakos, I., Kalaitzidis, C. (Eds.), Proc. 29th EARSeL Symposium
    • Cunha, M., Marçal, A.R.S., Rodrigues, A., 2010a. “A comparative study of satellite and ground-based vineyard phenology”. In: Manakos, I., Kalaitzidis, C. (Eds.), Proc. 29th EARSeL Symposium, pp. 68–77.
    • (2010) , pp. 68-77
    • Cunha, M.1    Marçal, A.R.S.2    Rodrigues, A.3
  • 8
    • 77954738330 scopus 로고    scopus 로고
    • Very early season prediction of wine production based on satellite data from VEGETATION”
    • Cunha, M., Marçal, A., e Silva, L., Very early season prediction of wine production based on satellite data from VEGETATION”. Int. J. Remote Sens. 31:12 (2010), 3125–3142.
    • (2010) Int. J. Remote Sens. , vol.31 , Issue.12 , pp. 3125-3142
    • Cunha, M.1    Marçal, A.2    e Silva, L.3
  • 9
    • 78650877406 scopus 로고    scopus 로고
    • “Evaluating MODIS vegetation indices using ground based measurements in mountain semi-natural meadows of Northeast Portugal”. In: IEEE IGARSS 2010 Proceedings, Honolulu, USA
    • Cunha, M., Poças, I., Marcal, A.R.S., Rodrigues, A., Pereira, L.S., 2010c. “Evaluating MODIS vegetation indices using ground based measurements in mountain semi-natural meadows of Northeast Portugal”. In: IEEE IGARSS 2010 Proceedings, Honolulu, USA, pp. 1525–1528.
    • (2010) , pp. 1525-1528
    • Cunha, M.1    Poças, I.2    Marcal, A.R.S.3    Rodrigues, A.4    Pereira, L.S.5
  • 10
    • 84901834955 scopus 로고    scopus 로고
    • A time-frequency analysis on the impact of climate variability with focus on semi-natural montane grassland meadows
    • Cunha, M., Richter, C., A time-frequency analysis on the impact of climate variability with focus on semi-natural montane grassland meadows. IEEE Trans. Geosci. Remote Sens. 52:10 (2014), 6156–6164.
    • (2014) IEEE Trans. Geosci. Remote Sens. , vol.52 , Issue.10 , pp. 6156-6164
    • Cunha, M.1    Richter, C.2
  • 11
    • 84939885158 scopus 로고    scopus 로고
    • A comparative study of vineyard phenology and pollen metrics extracted from airborne pollen time series
    • Cunha, M., Ribeiro, H., Costa, P., Abreu, I., A comparative study of vineyard phenology and pollen metrics extracted from airborne pollen time series. Aerobiologia 31:1 (2015), 45–46.
    • (2015) Aerobiologia , vol.31 , Issue.1 , pp. 45-46
    • Cunha, M.1    Ribeiro, H.2    Costa, P.3    Abreu, I.4
  • 12
    • 85166861476 scopus 로고    scopus 로고
    • “Deriving Phenological Metrics from NDVI through an open source tool developed in QGIS”. In: Michel, U., Schulz, K., Ehlers, M., Nikolakopoulos, K.G., Civco, D. L. (Eds.), Proc. Earth Resources and Environmental Remote Sensing/GIS Applications V, vol, 9245
    • Duarte, L., Teodoro, A.C., Gonçalves, H., 2014. “Deriving Phenological Metrics from NDVI through an open source tool developed in QGIS”. In: Michel, U., Schulz, K., Ehlers, M., Nikolakopoulos, K.G., Civco, D. L. (Eds.), Proc. Earth Resources and Environmental Remote Sensing/GIS Applications V, vol. 9245.
    • (2014)
    • Duarte, L.1    Teodoro, A.C.2    Gonçalves, H.3
  • 14
    • 85166867301 scopus 로고    scopus 로고
    • “Spirits, Software for the Processing and Interpretation of Remotely sensed Image Time Series, USER'S MANUAL, Version: 1.3 - February 2015” (2015). Available: <> (accessed March).
    • Eerens, H., Haesen, D., 2015. “Spirits, Software for the Processing and Interpretation of Remotely sensed Image Time Series, USER'S MANUAL, Version: 1.3 - February 2015” (2015). Available: < http://spirits.jrc.ec.europa.eu/files/SpiritsManual.pdf> (accessed March, 2015).
    • (2015)
    • Eerens, H.1    Haesen, D.2
  • 15
    • 85166834229 scopus 로고    scopus 로고
    • “Timesat 3.1: Software Manual”. Lund University and Malmö University, Sweden
    • Eklundh, L., Jönsson, P., 2012. “Timesat 3.1: Software Manual”. Lund University and Malmö University, Sweden, 82pp.
    • (2012) , pp. 82
    • Eklundh, L.1    Jönsson, P.2
  • 17
    • 85166839265 scopus 로고    scopus 로고
    • “MODIS Vegetation Index (MOD 13)” Algorithm Theoretical Basis Document.
    • Huete, A., Justice, C., van Leeuwen, W., 1999. “MODIS Vegetation Index (MOD 13)” Algorithm Theoretical Basis Document.
    • (1999)
    • Huete, A.1    Justice, C.2    van Leeuwen, W.3
  • 18
    • 84872713046 scopus 로고    scopus 로고
    • Impact of climate change on wine production: a global overview and regional assessment in the Douro Valley of Portugal
    • Jones, G.V., Alves, F., Impact of climate change on wine production: a global overview and regional assessment in the Douro Valley of Portugal. Int. J. Global Warm. 4:3–4 (2012), 383–406.
    • (2012) Int. J. Global Warm. , vol.4 , Issue.3-4 , pp. 383-406
    • Jones, G.V.1    Alves, F.2
  • 19
    • 5144233854 scopus 로고    scopus 로고
    • TIMESAT—A program for analyzing time series of satellite sensor data
    • Jönsson, P., Eklundh, L., TIMESAT—A program for analyzing time series of satellite sensor data. Comput. Geosci. 30:8 (2004), 833–845.
    • (2004) Comput. Geosci. , vol.30 , Issue.8 , pp. 833-845
    • Jönsson, P.1    Eklundh, L.2
  • 20
    • 33749221301 scopus 로고
    • “The Advanced Theory of Statistics” Design and Analysis, and Time-Series, fourth ed., London, Macmillan.
    • Kendall, M.G., Stuart, A., Ord, K., 1983. “The Advanced Theory of Statistics” Design and Analysis, and Time-Series, fourth ed., vol. 3, London, Macmillan.
    • (1983) , vol.3
    • Kendall, M.G.1    Stuart, A.2    Ord, K.3
  • 22
    • 81355147498 scopus 로고    scopus 로고
    • A comparison of time series similarity measures for classification and change detection of ecosystem dynamics
    • Lhermitte, S., Verbesselt, J., Verstraeten, W.W., Coppin, P., A comparison of time series similarity measures for classification and change detection of ecosystem dynamics. Remote Sens. Environ. 115:12 (2011), 3129–3152.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.12 , pp. 3129-3152
    • Lhermitte, S.1    Verbesselt, J.2    Verstraeten, W.W.3    Coppin, P.4
  • 23
    • 0002662085 scopus 로고
    • Purposes of a phenology book
    • H. Lieth Springer-Verlag New York
    • Lieth, H., Purposes of a phenology book. Lieth, H., (eds.) Phenology and Seasonality Modeling, 1974, Springer-Verlag, New York, 3–19.
    • (1974) Phenology and Seasonality Modeling , pp. 3-19
    • Lieth, H.1
  • 25
    • 84929934110 scopus 로고    scopus 로고
    • “Analysis of the temporal signature of vineyards in Portugal using VEGETATION”. In: Bochenek, Z. (Ed.), Proc. 26th EARSeL Symposium, New Developments and Challenges in Remote Sensing
    • Marçal, A.R.S., Gonçalves, J.A., Gonçalves, H., Cunha, M., 2006. “Analysis of the temporal signature of vineyards in Portugal using VEGETATION”. In: Bochenek, Z. (Ed.), Proc. 26th EARSeL Symposium, New Developments and Challenges in Remote Sensing, pp. 377–384.
    • (2006) , pp. 377-384
    • Marçal, A.R.S.1    Gonçalves, J.A.2    Gonçalves, H.3    Cunha, M.4
  • 27
    • 85166804201 scopus 로고    scopus 로고
    • Products Quality Assurance Tutorial, 2014. Available: <> (accessed March).
    • MODIS Land Products Quality Assurance Tutorial, 2014. Available: < https://lpdaac.usgs.gov/sites/default/files/public/modis/docs/MODIS_LP_QA_Tutorial-2.pdf> (accessed March, 2015).
    • (2015)
    • MODIS, L.1
  • 28
    • 0000551189 scopus 로고    scopus 로고
    • Popular ensemble methods: an empirical study
    • Opitz, D., Maclin, R., Popular ensemble methods: an empirical study. J. Artificial Intell. Res. 11 (1999), 169–198, 10.1613/jair.614.
    • (1999) J. Artificial Intell. Res. , vol.11 , pp. 169-198
    • Opitz, D.1    Maclin, R.2
  • 29
    • 85166826768 scopus 로고    scopus 로고
    • Climate Variability and Change Since 850 CE: An Ensemble Approach With the Community Earth System Model
    • American Meteorological Society
    • Otto-Bliesner, B.L., Brady, E.C., Fasullo, J., Climate Variability and Change Since 850 CE: An Ensemble Approach With the Community Earth System Model. 2016, American Meteorological Society.
    • (2016)
    • Otto-Bliesner, B.L.1    Brady, E.C.2    Fasullo, J.3
  • 31
    • 80052315748 scopus 로고    scopus 로고
    • An environmental normal of vegetation vigour for the Northern great plains
    • Piwowar, J.M., An environmental normal of vegetation vigour for the Northern great plains. IEEE J. Sel. Top. Appl. 4:2 (2011), 292–302.
    • (2011) IEEE J. Sel. Top. Appl. , vol.4 , Issue.2 , pp. 292-302
    • Piwowar, J.M.1
  • 32
    • 85166816550 scopus 로고    scopus 로고
    • Open Source Initiative. Available: <> (accessed March). 2015.
    • Proj.4 Cartographic Projections Library, 2014. Open Source Initiative. Available: < http://opensource.org/licenses/MIT> (accessed March, 2015).
    • (2014)
  • 35
    • 84875696979 scopus 로고    scopus 로고
    • Monitoring vegetation dynamics inferred by satellite data using the PhenoSat tool
    • Rodrigues, A., Marçal, A.R.S., Cunha, M., Monitoring vegetation dynamics inferred by satellite data using the PhenoSat tool. IEEE T. Geosci. Remote 51:4 (2013), 2096–2104.
    • (2013) IEEE T. Geosci. Remote , vol.51 , Issue.4 , pp. 2096-2104
    • Rodrigues, A.1    Marçal, A.R.S.2    Cunha, M.3
  • 37
    • 0042553279 scopus 로고
    • Smoothing and differentiation of data by simplified least squares procedures
    • Savitzky, A., Golay, M.J.E., Smoothing and differentiation of data by simplified least squares procedures. Anal. Chem. 36 (1964), 1627–1639.
    • (1964) Anal. Chem. , vol.36 , pp. 1627-1639
    • Savitzky, A.1    Golay, M.J.E.2
  • 38
    • 85166861494 scopus 로고    scopus 로고
    • Available: <> (accessed March). 2015.
    • Scipy, 2014. Available: < http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.stats.linregress.html> (accessed March, 2015).
    • (2014)
  • 39
    • 84866784112 scopus 로고    scopus 로고
    • MODIS Vegetation Index User's Guide (MOD13 Series)
    • Vegetation Index and Phenology Lab, University of Arizona
    • Solano, R., Didan, K., Jacobson, A., Huete, A., MODIS Vegetation Index User's Guide (MOD13 Series). 2010, Vegetation Index and Phenology Lab, University of Arizona.
    • (2010)
    • Solano, R.1    Didan, K.2    Jacobson, A.3    Huete, A.4
  • 40
    • 85166820516 scopus 로고    scopus 로고
    • Spirits, Institute for Environment and Sustainability. Available: <> (accessed September).
    • Spirits, Institute for Environment and Sustainability, 2015. Available: < http://spirits.jrc.ec.europa.eu/> (accessed September, 2015).
    • (2015)
  • 42
    • 84962489570 scopus 로고    scopus 로고
    • “A study on the quality of the vegetation index obtained from MODIS data”. In: Geoscience and Remote Sensing Symposium (IGARSS) IEEE International
    • Teodoro A., Duarte, L., Gonçalves, H., 2015. “A study on the quality of the vegetation index obtained from MODIS data”. In: Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International, pp. 3365–3368.
    • (2015) , pp. 3365-3368
    • Teodoro, A.1    Duarte, L.2    Gonçalves, H.3
  • 43
    • 85166804761 scopus 로고    scopus 로고
    • TimeSat, A software package to analyse time-series of satellite sensor data. Available: <> (accessed September).
    • TimeSat, A software package to analyse time-series of satellite sensor data, 2015. Available: < http://web.nateko.lu.se/timesat/timesat.asp> (accessed September, 2015).
    • (2015)
  • 44
    • 80052330556 scopus 로고    scopus 로고
    • TimeStats: a software tool for the retrieval of temporal patterns from global satellite archives
    • Udelhoven, T., TimeStats: a software tool for the retrieval of temporal patterns from global satellite archives. IEEE J. Sel. Top. Appl. 4:2 (2011), 310–317.
    • (2011) IEEE J. Sel. Top. Appl. , vol.4 , Issue.2 , pp. 310-317
    • Udelhoven, T.1
  • 45
    • 85166846594 scopus 로고    scopus 로고
    • USGS, Science for a changing world, 2011. Remote Sensing Phenology. Available: <> (accessed March).
    • USGS, Science for a changing world, 2011. Remote Sensing Phenology. Available: < http://phenology.cr.usgs.gov/methods_metrics.php> (accessed March, 2015).
    • (2015)
  • 46
    • 81555203541 scopus 로고    scopus 로고
    • Variability of African farming systems from phenological analysis of NDVI time series
    • Vrieling, A., de Beurs, K.M., Brown, M.E., Variability of African farming systems from phenological analysis of NDVI time series. Clim. Change 109 (2011), 455–477.
    • (2011) Clim. Change , vol.109 , pp. 455-477
    • Vrieling, A.1    de Beurs, K.M.2    Brown, M.E.3
  • 47
    • 34247523027 scopus 로고    scopus 로고
    • Analysis of time-series MODIS 250 M vegetation index data for crop classification in the US central great plains
    • Wardlow, B.D., Egbert, S.L., Kastens, J.H., Analysis of time-series MODIS 250 M vegetation index data for crop classification in the US central great plains. Remote Sens. Environ. 108:3 (2007), 290–310.
    • (2007) Remote Sens. Environ. , vol.108 , Issue.3 , pp. 290-310
    • Wardlow, B.D.1    Egbert, S.L.2    Kastens, J.H.3
  • 48
    • 19744363696 scopus 로고    scopus 로고
    • A global framework for monitoring phenological responses to climate change
    • White, M.A., Hoffman, F., Hargrove, W.W., Nemani, R.R., A global framework for monitoring phenological responses to climate change. Geophys. Res. Lett., 32(4), 2005, L04705.
    • (2005) Geophys. Res. Lett. , vol.32 , Issue.4 , pp. L04705
    • White, M.A.1    Hoffman, F.2    Hargrove, W.W.3    Nemani, R.R.4
  • 50
    • 33746577971 scopus 로고    scopus 로고
    • Detecting leaf phenology of seasonally moist tropical forests in South America with multi-temporal MODIS images
    • Xiao, X., Hagen, S., Zhang, Q., Keller, M., Moore, B., Detecting leaf phenology of seasonally moist tropical forests in South America with multi-temporal MODIS images. Remote Sens. Environ. 103:4 (2006), 465–473.
    • (2006) Remote Sens. Environ. , vol.103 , Issue.4 , pp. 465-473
    • Xiao, X.1    Hagen, S.2    Zhang, Q.3    Keller, M.4    Moore, B.5
  • 51
    • 84899966677 scopus 로고    scopus 로고
    • Phenology-driven land cover classification and trend analysis based on long-term remote sensing image series
    • Xue, Z.H., Du, P.J., Feng, L., Phenology-driven land cover classification and trend analysis based on long-term remote sensing image series. IEEE J. Sel. Top. Appl. 7:4 (2014), 1142–1156.
    • (2014) IEEE J. Sel. Top. Appl. , vol.7 , Issue.4 , pp. 1142-1156
    • Xue, Z.H.1    Du, P.J.2    Feng, L.3
  • 52
    • 84922203930 scopus 로고    scopus 로고
    • Phenology-based classification of vegetation cover types in Northeast China using MODIS NDVI and EVI time series
    • Yan, E., Wang, G., Lin, H., Xia, C., Hua Sun, H., Phenology-based classification of vegetation cover types in Northeast China using MODIS NDVI and EVI time series. Int. J. Remote Sens. 36:2 (2015), 489–512.
    • (2015) Int. J. Remote Sens. , vol.36 , Issue.2 , pp. 489-512
    • Yan, E.1    Wang, G.2    Lin, H.3    Xia, C.4    Hua Sun, H.5
  • 54
    • 34848843503 scopus 로고    scopus 로고
    • Global vegetation phenology from Moderate Resolution Imaging Spectroradiometer (MODIS): Evaluation of global patterns and comparison with in situ measurements
    • Zhang, X., Friedl, M.A., Schaaf, C.B., Global vegetation phenology from Moderate Resolution Imaging Spectroradiometer (MODIS): Evaluation of global patterns and comparison with in situ measurements. J. Geophys. Res., 111(G4), 2006, G04017.
    • (2006) J. Geophys. Res. , vol.111 , Issue.G4 , pp. G04017
    • Zhang, X.1    Friedl, M.A.2    Schaaf, C.B.3
  • 55
    • 84937763642 scopus 로고    scopus 로고
    • Reconstruction of global MODIS NDVI time series: performance of Harmonic ANalysis of Time Series (HANTS)
    • Zhou, J., Jia, L., Menenti, M., Reconstruction of global MODIS NDVI time series: performance of Harmonic ANalysis of Time Series (HANTS). Remote Sens. Environ. 163 (2015), 217–228.
    • (2015) Remote Sens. Environ. , vol.163 , pp. 217-228
    • Zhou, J.1    Jia, L.2    Menenti, M.3


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