Quantification of light interception within image-based 3-D reconstruction of sole and intercropped canopies over the entire growth season
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Zhu, Binglin
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China Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R China
Zhu, Binglin
[1
]
Liu, Fusang
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China Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R China
Liu, Fusang
[1
]
Xie, Ziwen
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China Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R China
Xie, Ziwen
[1
]
Guo, Yan
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China Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R China
Guo, Yan
[1
]
Li, Baoguo
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China Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R China
Li, Baoguo
[1
]
Ma, Yuntao
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China Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R ChinaChina Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R China
Ma, Yuntao
[1
]
机构:
[1] China Agr Univ, Coll Land Sci & Technol, Key Lab Arable Land Conservat North China, Minist Agr, Beijing 100193, Peoples R China
Background and Aims Light interception is closely related to canopy architecture. Few studies based on multiview photography have been conducted in a field environment, particularly studies that link 3-D plant architecture with a radiation model to quantify the dynamic canopy light interception. In this study, we combined realistic 3-D plant architecture with a radiation model to quantify and evaluate the effect of differences in planting patterns and row orientations on canopy light interception. Methods The 3-D architectures of maize and soybean plants were reconstructed for sole crops and intercrops based on multi-view images obtained at five growth dates in the field. We evaluated the accuracy of the calculated leaf length, maximum leaf width, plant height and leaf area according to the measured data. The light distribution within the 3-D plant canopy was calculated with a 3-D radiation model. Finally, we evaluated canopy light interception in different row orientations. Key Results There was good agreement between the measured and calculated phenotypic traits, with an R-2 >0.97. The light distribution was more uniform for intercropped maize and more concentrated for sole maize. At the maize silking stage, 85 % of radiation was intercepted by approx. 55 % of the upper canopy region for maize and by approx. 33 % of the upper canopy region for soybean. There was no significant difference in daily light interception between the different row orientations for the entire intercropping and sole systems. However, for intercropped maize, near east-west orientations showed approx. 19 % higher daily light interception than near south-north orientations. For intercropped soybean, daily light interception showed the opposite trend. It was approx. 49 % higher for near south-north orientations than for near east-west orientations. Conclusions The accurate reconstruction of 3-D plants grown in the field based on multi-view images provides the possibility for high-throughput 3-D phenotyping in the field and allows a better understanding of the relationship between canopy architecture and the light environment.
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页码:701 / 712
页数:12
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[1]
Agrawal S., 2011, Proceedings of the 2011 Eighth International Conference on Information Technology: New Generations (ITNG), P1090, DOI 10.1109/ITNG.2011.202
机构:Calif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USA
Alcorta, Marisa
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Fidelibus, Matthew W.
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机构:Calif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USA
Fidelibus, Matthew W.
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Steenwerth, Kerri L.
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Univ Calif Davis, USDA ARS, Crop Pathol & Genet Res Unit, Dept Viticulture & Enol, Davis, CA 95616 USACalif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USA
Steenwerth, Kerri L.
;
Shrestha, Anil
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Calif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USACalif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USA
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Dept Agr & Food Western Australia, Dryland Res Inst, POB 432, Merredin, WA, AustraliaDept Agr & Food Western Australia, Dryland Res Inst, POB 432, Merredin, WA, Australia
Borger, C. P. D.
;
Hashem, A.
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Dept Agr & Food Western Australia, Ctr Cropping Syst, Northam, WA, AustraliaDept Agr & Food Western Australia, Dryland Res Inst, POB 432, Merredin, WA, Australia
Hashem, A.
;
Powles, S. B.
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Univ Western Australia, Sch Plant Biol, Australian Herbicide Resistance Initiat, Crawley, WA, AustraliaDept Agr & Food Western Australia, Dryland Res Inst, POB 432, Merredin, WA, Australia
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Univ Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Cardinale, Bradley J.
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Duffy, J. Emmett
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Coll William & Mary, Virginia Inst Marine Sci, Gloucester Point, VA 23062 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Duffy, J. Emmett
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Gonzalez, Andrew
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McGill Univ, Dept Biol, Montreal, PQ H3A 1B1, CanadaUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Gonzalez, Andrew
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Hooper, David U.
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Western Washington Univ, Dept Biol, Bellingham, WA 98225 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Hooper, David U.
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Perrings, Charles
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Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Perrings, Charles
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Venail, Patrick
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Univ Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Venail, Patrick
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Narwani, Anita
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Mace, Georgina M.
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Univ London Imperial Coll Sci Technol & Med, Ctr Populat Biol, Ascot SL5 7PY, Berks, EnglandUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Mace, Georgina M.
;
Tilman, David
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Univ Minnesota, Dept Ecol Evolut & Behav, St Paul, MN 55108 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
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Wardle, David A.
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Swedish Univ Agr Sci, Dept Forest Ecol & Management, S-90183 Umea, SwedenUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Wardle, David A.
;
Kinzig, Ann P.
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Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Kinzig, Ann P.
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Daily, Gretchen C.
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Stanford Univ, Dept Biol, Stanford, CA 94305 USA
Stanford Univ, Woods Inst, Stanford, CA 94305 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Daily, Gretchen C.
;
Loreau, Michel
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CNRS, Stn Ecol Expt, F-09200 Moulis, FranceUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Loreau, Michel
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Grace, James B.
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US Geol Survey, Natl Wetlands Res Ctr, Lafayette, LA 70506 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
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Larigauderie, Anne
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Museum Natl Hist Nat, F-75231 Paris 05, FranceUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Larigauderie, Anne
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Srivastava, Diane S.
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Univ British Columbia, Dept Zool, Vancouver, BC V6T 1Z4, CanadaUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Agrawal S., 2011, Proceedings of the 2011 Eighth International Conference on Information Technology: New Generations (ITNG), P1090, DOI 10.1109/ITNG.2011.202
机构:Calif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USA
Alcorta, Marisa
;
Fidelibus, Matthew W.
论文数: 0引用数: 0
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机构:Calif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USA
Fidelibus, Matthew W.
;
Steenwerth, Kerri L.
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h-index: 0
机构:
Univ Calif Davis, USDA ARS, Crop Pathol & Genet Res Unit, Dept Viticulture & Enol, Davis, CA 95616 USACalif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USA
Steenwerth, Kerri L.
;
Shrestha, Anil
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h-index: 0
机构:
Calif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USACalif State Univ Fresno, Dept Plant Sci, Fresno, CA 93740 USA
机构:
Dept Agr & Food Western Australia, Dryland Res Inst, POB 432, Merredin, WA, AustraliaDept Agr & Food Western Australia, Dryland Res Inst, POB 432, Merredin, WA, Australia
Borger, C. P. D.
;
Hashem, A.
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Dept Agr & Food Western Australia, Ctr Cropping Syst, Northam, WA, AustraliaDept Agr & Food Western Australia, Dryland Res Inst, POB 432, Merredin, WA, Australia
Hashem, A.
;
Powles, S. B.
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Univ Western Australia, Sch Plant Biol, Australian Herbicide Resistance Initiat, Crawley, WA, AustraliaDept Agr & Food Western Australia, Dryland Res Inst, POB 432, Merredin, WA, Australia
机构:
Univ Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Cardinale, Bradley J.
;
Duffy, J. Emmett
论文数: 0引用数: 0
h-index: 0
机构:
Coll William & Mary, Virginia Inst Marine Sci, Gloucester Point, VA 23062 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Duffy, J. Emmett
;
Gonzalez, Andrew
论文数: 0引用数: 0
h-index: 0
机构:
McGill Univ, Dept Biol, Montreal, PQ H3A 1B1, CanadaUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Gonzalez, Andrew
;
Hooper, David U.
论文数: 0引用数: 0
h-index: 0
机构:
Western Washington Univ, Dept Biol, Bellingham, WA 98225 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Hooper, David U.
;
Perrings, Charles
论文数: 0引用数: 0
h-index: 0
机构:
Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Perrings, Charles
;
Venail, Patrick
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Univ Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Venail, Patrick
;
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Narwani, Anita
;
Mace, Georgina M.
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h-index: 0
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Univ London Imperial Coll Sci Technol & Med, Ctr Populat Biol, Ascot SL5 7PY, Berks, EnglandUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Mace, Georgina M.
;
Tilman, David
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Ecol Evolut & Behav, St Paul, MN 55108 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Tilman, David
;
Wardle, David A.
论文数: 0引用数: 0
h-index: 0
机构:
Swedish Univ Agr Sci, Dept Forest Ecol & Management, S-90183 Umea, SwedenUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Wardle, David A.
;
Kinzig, Ann P.
论文数: 0引用数: 0
h-index: 0
机构:
Arizona State Univ, Sch Life Sci, Tempe, AZ 85287 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Kinzig, Ann P.
;
Daily, Gretchen C.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Biol, Stanford, CA 94305 USA
Stanford Univ, Woods Inst, Stanford, CA 94305 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Daily, Gretchen C.
;
Loreau, Michel
论文数: 0引用数: 0
h-index: 0
机构:
CNRS, Stn Ecol Expt, F-09200 Moulis, FranceUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Loreau, Michel
;
Grace, James B.
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h-index: 0
机构:
US Geol Survey, Natl Wetlands Res Ctr, Lafayette, LA 70506 USAUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Grace, James B.
;
Larigauderie, Anne
论文数: 0引用数: 0
h-index: 0
机构:
Museum Natl Hist Nat, F-75231 Paris 05, FranceUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA
Larigauderie, Anne
;
Srivastava, Diane S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Dept Zool, Vancouver, BC V6T 1Z4, CanadaUniv Michigan, Sch Nat Resources & Environm, Ann Arbor, MI 48109 USA