DIGITAL REPEAT PHOTOGRAPHY;
VEGETATION INDEX NDVI;
LAND-COVER DYNAMICS;
TIME-SERIES;
SPRING PHENOLOGY;
TEMPORAL RESOLUTION;
FOREST PHENOLOGY;
MODEL;
TRENDS;
VIIRS;
D O I:
10.1080/07038992.2019.1674643
中图分类号:
TP7 [遥感技术];
学科分类号:
081102 ;
0816 ;
081602 ;
083002 ;
1404 ;
摘要:
ReSUMe La validation au sol de la phenologie de la vegetation estimee par satellite est difficile parce que les donnees phenologiques in situ sont mal distribuees et surtout observees a partir d'un nombre limite d'especes vegetales a des phenophases discretes. Le reseau PhenoCam recemment developpe mesure en continue la croissance du verdissement de la vegetation. Il peut etre utilise pour valider la phenologie de la vegetation estimee par satellite a travers une variete de types fonctionnels de plantes. Dans cette etude, nous avons utilise les coordonnees chromatiques vertes (GCC) en Amerique du Nord de PhenoCam pour evaluer la phenologie des prairies derivee de trois types d'indice de vegetation MODIS: l'indice de vegetation de difference normalisee (NDVI), l'indice de vegetation ameliore (IVI) et l'indice GCC par pixel (GCCpp) qui a ete calcule pour decrire la couleur moyenne de la vegetation au niveau des pixels. Le debut du verdissement (SOG), la fin du verdissement (EOG) et la longueur de la periode vegetative (LOG) et les dates de la dynamique saisonniere detaillees pour chaque annee ont ete comparees. Nos resultats indiquent que l'indice MODIS IVI peut etre utilise pour predire les mesures phenologiques et la dynamique saisonniere des prairies a partir de PhenoCam GCC. Plus important encore, nous avons quantifie la difference entre les indices SOG, EOG, et LOG et la saisonnalite estimee a partir de donnees satellites et observees pres de la surface Nous avons decouvert que GCCpp peut etre plus approprie que NDVI et EVI pour estimer la dynamique de verdissement des prairies au cours de la senescence. Ground validation of satellite-based vegetation phenology has been challenging because ground phenology data are sparsely distributed and mostly observed from limited numbers of plant species at discrete phenophases. The recently developed PhenoCam network has measured continuous growth of vegetation canopy greenness that can be used to validate satellite-based vegetation phenology across a variety of plant functional types. In this study, we used PhenoCam green chromatic coordinate (GCC) in North America to evaluate grassland phenology derived from three types of MODIS vegetation indices: the normalized difference vegetation index (NDVI), enhanced vegetation index (EVI), and a per-pixel GCC (GCCpp) which was computed to describe the average vegetation color at the pixel level. The start of greenness (SOG), end of greenness (EOG), and length of greenness (LOG), and the dates for detailed seasonal dynamics for each site-year were compared. Our results indicate that MODIS VIs can be used to predict phenological metrics and seasonal dynamics in grassland greenness measured from PhenoCam GCC. More importantly, we quantified the difference between SOG, EOG, and LOG and seasonality estimated from satellite and near-surface remote sensing and discovered that GCCpp may be more suitable than NDVI and EVI at estimating dynamics in grassland greenness during senescence.
机构:
USDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
Browning, Dawn M.
Karl, Jason W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Idaho, Dept Forest Rangeland & Fire Sci, Moscow, ID 83844 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
Karl, Jason W.
Morin, David
论文数: 0引用数: 0
h-index: 0
机构:
New Mexico State Univ, Jornada Expt Range, POB 30003,MSC 3JER, Las Cruces, NM 88003 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
Morin, David
Richardson, Andrew D.
论文数: 0引用数: 0
h-index: 0
机构:
No Arizona Univ, Sch Informat Comp & Cyber Syst, Flagstaff, AZ 86011 USA
No Arizona Univ, Ctr Ecosyst Sci & Soc, Flagstaff, AZ 86011 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
Richardson, Andrew D.
Tweedie, Craig E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas El Paso, Dept Biol Sci, El Paso, TX 79968 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
机构:
Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Peking Univ, Sino French Inst Earth Syst Sci, Beijing 100871, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Cong, Nan
Piao, Shilong
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Peking Univ, Sino French Inst Earth Syst Sci, Beijing 100871, Peoples R China
Chinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100085, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
机构:
Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Peking Univ, Sino French Inst Earth Syst Sci, Beijing 100871, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Wang, Xuhui
Lin, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Res Inst Environm Sci, State Key Lab Environm Criteria & Risk Assessment, Beijing 100012, Peoples R China
Beijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Lin, Xin
Chen, Shiping
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Bot, Beijing 100093, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Chen, Shiping
Han, Shijie
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Appl Ecol, Shenyang 110016, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Han, Shijie
Zhou, Guangsheng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Bot, Beijing 100093, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Zhou, Guangsheng
Zhang, Xinping
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Peking Univ, Sino French Inst Earth Syst Sci, Beijing 100871, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Denny, Ellen G.
Gerst, Katharine L.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Gerst, Katharine L.
Miller-Rushing, Abraham J.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Natl Pk Serv, Schood Educ & Res Ctr, Winter Harbor, ME 04693 USA
Natl Pk Serv, Acad Natl Pk, Winter Harbor, ME 04693 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Miller-Rushing, Abraham J.
Tierney, Geraldine L.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Coll Environm Sci & Forestry, Syracuse, NY 13210 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Tierney, Geraldine L.
Crimmins, Theresa M.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Crimmins, Theresa M.
Enquist, Carolyn A. F.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Wildlife Soc, Bethesda, MD 20816 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Enquist, Carolyn A. F.
Guertin, Patricia
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Guertin, Patricia
Rosemartin, Alyssa H.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Rosemartin, Alyssa H.
Schwartz, Mark D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Dept Geog, Milwaukee, WI 53201 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Schwartz, Mark D.
Thomas, Kathryn A.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
US Geol Survey, Southwest Biol Sci Ctr, Tucson, AZ USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Thomas, Kathryn A.
Weltzin, Jake F.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
US Geol Survey, Tucson, AZ USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
机构:
US Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
Dye, Dennis G.
Middleton, Barry R.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
Middleton, Barry R.
Vogel, John M.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
Vogel, John M.
Wu, Zhuoting
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, Land Remote Sensing Program, 12201 Sunrise Valley Dr, Reston, VA 20192 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
Wu, Zhuoting
Velasco, Miguel
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, Astrogeol Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
机构:
USDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
Browning, Dawn M.
Karl, Jason W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Idaho, Dept Forest Rangeland & Fire Sci, Moscow, ID 83844 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
Karl, Jason W.
Morin, David
论文数: 0引用数: 0
h-index: 0
机构:
New Mexico State Univ, Jornada Expt Range, POB 30003,MSC 3JER, Las Cruces, NM 88003 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
Morin, David
Richardson, Andrew D.
论文数: 0引用数: 0
h-index: 0
机构:
No Arizona Univ, Sch Informat Comp & Cyber Syst, Flagstaff, AZ 86011 USA
No Arizona Univ, Ctr Ecosyst Sci & Soc, Flagstaff, AZ 86011 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
Richardson, Andrew D.
Tweedie, Craig E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas El Paso, Dept Biol Sci, El Paso, TX 79968 USAUSDA ARS, Jornada Expt Range, POB 30003, Las Cruces, NM 88003 USA
机构:
Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Peking Univ, Sino French Inst Earth Syst Sci, Beijing 100871, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Cong, Nan
Piao, Shilong
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Peking Univ, Sino French Inst Earth Syst Sci, Beijing 100871, Peoples R China
Chinese Acad Sci, Inst Tibetan Plateau Res, Beijing 100085, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
机构:
Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Peking Univ, Sino French Inst Earth Syst Sci, Beijing 100871, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Wang, Xuhui
Lin, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Res Inst Environm Sci, State Key Lab Environm Criteria & Risk Assessment, Beijing 100012, Peoples R China
Beijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Lin, Xin
Chen, Shiping
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Bot, Beijing 100093, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Chen, Shiping
Han, Shijie
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Appl Ecol, Shenyang 110016, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Han, Shijie
Zhou, Guangsheng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Bot, Beijing 100093, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Zhou, Guangsheng
Zhang, Xinping
论文数: 0引用数: 0
h-index: 0
机构:
Peking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
Peking Univ, Sino French Inst Earth Syst Sci, Beijing 100871, Peoples R ChinaPeking Univ, Coll Urban & Environm Sci, Beijing 100871, Peoples R China
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Denny, Ellen G.
Gerst, Katharine L.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Gerst, Katharine L.
Miller-Rushing, Abraham J.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Natl Pk Serv, Schood Educ & Res Ctr, Winter Harbor, ME 04693 USA
Natl Pk Serv, Acad Natl Pk, Winter Harbor, ME 04693 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Miller-Rushing, Abraham J.
Tierney, Geraldine L.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Coll Environm Sci & Forestry, Syracuse, NY 13210 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Tierney, Geraldine L.
Crimmins, Theresa M.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Crimmins, Theresa M.
Enquist, Carolyn A. F.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Wildlife Soc, Bethesda, MD 20816 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Enquist, Carolyn A. F.
Guertin, Patricia
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Guertin, Patricia
Rosemartin, Alyssa H.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Univ Arizona, Sch Nat Resources & Environm, Tucson, AZ 85721 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Rosemartin, Alyssa H.
Schwartz, Mark D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Dept Geog, Milwaukee, WI 53201 USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Schwartz, Mark D.
Thomas, Kathryn A.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
US Geol Survey, Southwest Biol Sci Ctr, Tucson, AZ USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
Thomas, Kathryn A.
Weltzin, Jake F.
论文数: 0引用数: 0
h-index: 0
机构:
USA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
US Geol Survey, Tucson, AZ USAUSA Natl Phenol Network, Natl Coordinating Off, Tucson, AZ 85721 USA
机构:
US Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
Dye, Dennis G.
Middleton, Barry R.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
Middleton, Barry R.
Vogel, John M.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
Vogel, John M.
Wu, Zhuoting
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, Land Remote Sensing Program, 12201 Sunrise Valley Dr, Reston, VA 20192 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA
Wu, Zhuoting
Velasco, Miguel
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, Astrogeol Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USAUS Geol Survey, Western Geog Sci Ctr, 2255 N Gemini Dr, Flagstaff, AZ 86001 USA