Near-surface remote sensing of spatial and temporal variation in canopy phenology

被引:395
作者
Richardson, Andrew D. [1 ]
Braswell, Bobby H. [1 ]
Hollinger, David Y. [2 ]
Jenkins, Julian P. [1 ]
Ollinger, Scott V. [1 ]
机构
[1] Univ New Hampshire, Complex Syst Res Ctr, Durham, NH 03824 USA
[2] US Forest Serv, USDA, No Res Stn, Durham, NH 03824 USA
关键词
AmeriFlux; autumn color; Bartlett Experimental Forest; New Hampshire; USA; eddy covariance; Howland Forest; Maine; phenology; RGB image analysis; spring onset; webcam; LIGHT-USE EFFICIENCY; DECIDUOUS FOREST; PLANT PHENOLOGY; LEAF-AREA; CAMERA;
D O I
10.1890/08-2022.1
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
There is a need to document how plant phenology is responding to global change factors, particularly warming trends. "Near-surface" remote sensing, using radiometric instruments or imaging sensors, has great potential to improve phenological monitoring because automated observations can be made at high temporal frequency. Here we build on previous work and show how inexpensive, networked digital cameras ("webcams") can be used to document spatial and temporal variation in the spring and autumn phenology of forest canopies. We use two years of imagery from a deciduous, northern hardwood site, and one year of imagery from a coniferous, boreal transition site. A quantitative signal is obtained by splitting images into separate red, green, and blue color channels and calculating the relative brightness of each channel for "regions of interest" within each image. We put the observed phenological signal in context by relating it to seasonal patterns of gross primary productivity, inferred from eddy covariance measurements of surface-atmosphere CO2 exchange. We show that spring increases, and autumn decreases, in canopy greenness can be detected in both deciduous and coniferous stands. In deciduous stands, an autumn red peak is also observed. The timing and rate of spring development and autumn senescence varies across the canopy, with greater variability in autumn than spring. Interannual variation in phenology can be detected both visually and quantitatively; delayed spring onset in 2007 compared to 2006 is related to a prolonged cold spell from day 85 to day 110. This work lays the foundation for regional-to continental-scale camera-based monitoring of phenology at network observatory sites, e. g., National Ecological Observatory Network (NEON) or AmeriFlux.
引用
收藏
页码:1417 / 1428
页数:12
相关论文
共 34 条
  • [1] Quantitative phenological observations of a mixed beech forest in northern Switzerland with digital photography
    Ahrends, Hella Ellen
    Bruegger, Robert
    Stoeckli, Reto
    Schenk, Juerg
    Michna, Pavel
    Jeanneret, Francois
    Wanner, Heinz
    Eugster, Werner
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES, 2008, 113 (G4)
  • [2] Betancourt J.L., 2005, EOS Transactions American Geophysical Union, V86, P539, DOI [10.1029/2005EO510005, DOI 10.1029/2005EO510005]
  • [3] SEASONAL BIOCHEMICAL-CHANGES IN CONIFEROUS FOREST CANOPIES AND THEIR RESPONSE TO FERTILIZATION
    BILLOW, C
    MATSON, P
    YODER, B
    [J]. TREE PHYSIOLOGY, 1994, 14 (06) : 563 - 574
  • [4] Image-based monitoring to measure ecological change in rangeland
    Booth, D. Terrance
    Cox, Samuel E.
    [J]. FRONTIERS IN ECOLOGY AND THE ENVIRONMENT, 2008, 6 (04) : 185 - 190
  • [5] Shifting plant phenology in response to global change
    Cleland, Elsa E.
    Chuine, Isabelle
    Menzel, Annette
    Mooney, Harold A.
    Schwartz, Mark D.
    [J]. TRENDS IN ECOLOGY & EVOLUTION, 2007, 22 (07) : 357 - 365
  • [6] Diverse responses of phenology to global changes in a grassland ecosystem
    Cleland, Elsa E.
    Chiariello, Nona R.
    Loarie, Scott R.
    Mooney, Harold A.
    Field, Christopher B.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (37) : 13740 - 13744
  • [7] Monitoring plant phenology using digital repeat photography
    Crimmins, Michael A.
    Crimmins, Theresa M.
    [J]. ENVIRONMENTAL MANAGEMENT, 2008, 41 (06) : 949 - 958
  • [8] Cross-site evaluation of eddy covariance GPP and RE decomposition techniques
    Desai, Ankur R.
    Richardson, Andrew D.
    Moffat, Antje M.
    Kattge, Jens
    Hollinger, David Y.
    Barr, Alan
    Falge, Eva
    Noormets, Asko
    Papale, Dario
    Reichstein, Markus
    Stauch, Vanessa J.
    [J]. AGRICULTURAL AND FOREST METEOROLOGY, 2008, 148 (6-7) : 821 - 838
  • [9] GLOBE students, teachers, and scientists demonstrate variable differences between urban and rural leaf phenology
    Gazal, Rico
    White, Michael A.
    Gillies, Robert
    Rodemaker, Eli
    Sparrow, Elena
    Gordon, Leslie
    [J]. GLOBAL CHANGE BIOLOGY, 2008, 14 (07) : 1568 - 1580
  • [10] Use of a networked digital camera to estimate net CO2 uptake of a desiccation-tolerant moss
    Graham, Eric A.
    Hamilton, Michael P.
    Mishler, Brent D.
    Rundel, Philip W.
    Hansen, Mark H.
    [J]. INTERNATIONAL JOURNAL OF PLANT SCIENCES, 2006, 167 (04) : 751 - 758