Partial Least Squares Regression for analyzing walnut phenology in California

Agricultural and Forest Meteorology

Volumn 158-159, Issue , 2012, Pages 43-52

  Luedeling, Eike ^a   Gassner, Anja ^a  

^a WORLD AGROFORESTRY CENTRE ICRAF   (Kenya)

Author keywords

Climate change; Dormancy; Phenology; Walnuts; Winter chill

Indexed keywords

AGROFORESTRY; BUDBURST; CLIMATE CHANGE; CULTIVAR; DATA SET; DECIDUOUS TREE; DORMANCY; FLOWERING; LEAST SQUARES METHOD; PHENOLOGY; REGRESSION ANALYSIS; REMOTE SENSING;

CALIFORNIA; DAVIS; UNITED STATES;

JUGLANS;

EID: 84857714119     PISSN: 01681923     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.agrformet.2011.10.020     Document Type: Article

References (54)

1. Amling H.J., Amling K.A. Onset, intensity, and dissipation of rest in several pecan cultivars. Journal of the American Society for Horticultural Science 1980, 105(4):536-540.
2. Archibald S.A., Kirton A., Van Der Merwe M.R., Scholes R.J., Williams C.A., Hanan N. Drivers of inter-annual variability in Net Ecosystem Exchange in a semi-arid savanna ecosystem, South Africa. Biogeosciences 2009, 6(2):251-266.
3. Baldocchi D., Wong S. Accumulated winter chill is decreasing in the fruit growing regions of California. Climatic C 2008, 87:S153-S166.
4. Campoy J.A., Ruiz D., Cook N., Allderman L., Egea J. High temperatures and time to budbreak in low chill apricot 'Palsteyn'. Towards a better understanding of chill and heat requirements fulfilment. Scientia Horticulturae 2011, 129:649-655.
5. Campoy J.A., Ruiz D., Egea J. Effects of shading and thidiazuron+oil treatment on dormancy breaking, blooming and fruit set in apricot in a warm-winter climate. Scientia Horticulturae 2010, 125:203-210.
6. Campoy J.A., Ruiz D., Egea J. Suitability of hydrogen cyanamide+oil application for dormancy overcoming in 'Early Maycrest' peach in a warm-winter climate. European Journal of Horticultural Science 2011, 76:51-55.
7. Campoy J.A., Ruiz D., Egea J. Dormancy in temperate fruit trees in a global warming context: a review. Scientia Horticulturae 2012, 130(2):357-372.
8. Chmielewski F.M., Rötzer T. Response of tree phenology to climate change across Europe. Agricultural and Forest Meteorology 2001, 108(2):101-112.
9. Cook N.C., Jacobs G. Progression of apple (Malus×domestica Borkh.) bud dormancy in two mild winter climates. Journal of Horticultural Science & Biotechnology 2000, 75(2):233-236.
10. Couvillon G.A., Erez A. Effect of level and duration of high-temperatures on rest in the peach. Journal of the American Society for Horticultural Science 1985, 110(4):579-581.
11. Dennis F.G. Problems in standardizing methods for evaluating the chilling requirements for the breaking of dormancy in buds of woody plants. Hortscience 2003, 38(3):347-350.
12. Egea J., Ortega E., Martinez-Gomez P., Dicenta F. Chilling and heat requirements of almond cultivars for flowering. Environmental and Experimental Botany 2003, 50(1):79-85.
13. Erez A. Chemical control of budbreak. Hortscience 1987, 22(6):1240-1243.
14. Erez A. Bud dormancy; phenomenon, problems and solutions in the tropics and subtropics. Temperate Fruit Crops in Warm Climates 2000, 17-48. Kluwer Academic, Dordrecht, The Netherlands. A. Erez (Ed.).
15. Erez A., Couvillon G.A., Hendershott C.H. Effect of cycle length on chilling negation by high-temperatures in dormant peach leaf buds. Journal of the American Society for Horticultural Science 1979, 104(4):573-576.
16. Erez A., Couvillon G.A., Hendershott C.H. Quantitative chilling enhancement and negation in peach buds by high-temperatures in a daily cycle. Journal of the American Society for Horticultural Science 1979, 104(4):536-540.
17. Fitter A.H., Fitter R.S.R. Rapid changes in flowering time in British plants. Science 2002, 296(5573):1689-1691.
18. Fuchigami L.H., Hotze M., Weiser C.J. Relationship of vegetative maturity to rest development and spring bud-break. Journal of the American Society for Horticultural Science 1977, 102:450-452.
19. Garcia-Mozo H., Mestre A., Galan C., Data C. Phenological trends in southern Spain: a response to climate change. Agricultural and Forest Meteorology 2010, 150(4):575-580.
20. Harrington C.A., Gould P.J., St Clair J.B. Modeling the effects of winter environment on dormancy release of Douglas-fir. Forest Ecology and Management 2010, 259(4):798-808.
21. Hauagge R., Cummins J.N. Age, growing temperatures, and growth-retardants influence induction and length of dormancy in Malus. Journal of the American Society for Horticultural Science 1991, 116(1):116-120.
22. Heide O.M., Prestrud A.K. Low temperature, but not photoperiod, controls growth cessation and dormancy induction and release in apple and pear. Tree Physiology 2005, 25(1):109-114.
23. Hereford R., Webb R.H., Longpré C.I. Precipitation history and ecosystem response to multidecadal precipitation variability in the Mojave Desert region, 1893-2001. Journal of Arid Environments 2006, 67(Suppl. 1):13-34.
24. Jonkers H. Bud dormancy of apple and pear in relation to the temperature during the growth period. Scientia Horticulturae 1979, 10:149-154.
25. Körner C., Basler D. Phenology under global warming. Science 2010, 327(5972):1461-1462.
26. Linkosalo T., Lappalainen H.K., Hari P. A comparison of phenological models of leaf bud burst and flowering of boreal trees using independent observations. Tree Physiology 2008, 28(12):1873-1882.
27. Lobell D.B., Cahill K.N., Field C.B. Historical effects of temperature and precipitation on California crop yields. Climatic Change 2007, 81(2):187-203.
28. Luedeling E., Blanke M., Gebauer J. Auswirkungen des Klimawandels auf die Verfügbarkeit von Kältewirkung (Chilling) für Obstgehölze in Deutschland. Erwerbs-Obstbau 2009, 51:81-94.
29. Luedeling E., Brown P.H. A global analysis of the comparability of winter chill models for fruit and nut trees. International Journal of Biometeorology 2011, 55(3):411-421.
30. Luedeling E., Gebauer J., Buerkert A. Climate change effects on winter chill for tree crops with chilling requirements on the Arabian Peninsula. Climatic Change 2009, 96:219-237.
31. Luedeling E., Girvetz E.H., Semenov M.A., Brown P.H. Climate change affects winter chill for temperate fruit and nut trees. PLoS ONE 2011, 6(5):e20155.
32. Luedeling E., Hale A., Zhang M., Bentley W.J., Dharmasri L.C. Remote sensing of spider mite damage in California peach orchards. International Journal of Applied Earth Observation and Geoinformation 2009, 11(4):244-255.
33. Luedeling E., Zhang M., Girvetz E.H. Climatic changes lead to declining winter chill for fruit and nut trees in California during 1950-2099. PLoS ONE 2009, 4(7):e6166.
34. Luedeling E., Zhang M., Luedeling V., Girvetz E.H. Sensitivity of winter chill models for fruit and nut trees to climate change. Agriculture, Ecosystems & Environment 2009, 133:23-31.
35. Luedeling E., Zhang M., McGranahan G., Leslie C. Validation of winter chill models using historic records of walnut phenology. Agricultural and Forest Meteorology 2009, 149:1854-1864.
36. Min M., Lee W.S. Determination of significant wavelengths and prediction of nitrogen content for citrus. Transactions of the ASAE 2005, 48(2):455-461.
37. NCDC Database of the National Climatic Data Center 2008, National Oceanic and Atmospheric Administration.
38. Olsen J.E. Light and temperature sensing and signaling in induction of bud dormancy in woody plants. Plant Molecular Biology 2010, 73(1/2):37-47.
39. Parmesan C., Yohe G. A globally coherent fingerprint of climate change impacts across natural systems. Nature 2003, 421(6918):37-42.
40. Petri J.L., Berenhauser Leite G. Consequences of insufficient winter chilling on apple tree bud-break. Acta Horticulturae 2004, 662:53-60.
41. Richardson E.A., Seeley S.D., Walker D.R. A model for estimating the completion of rest for Redhaven and Elberta peach trees. Hortscience 1974, 9(4):331-332.
42. Rinne P.L.H., Welling A., Vahala J., Ripel L., Ruonala R., Kangasjärvi J., van der Schoot C. Chilling of dormant buds hyperinduces FLOWERING LOCUS T and recruits GA-inducible 1,3-beta-glucanases to reopen signal conduits and release dormancy in Populus. The Plant Cell 2011, 23:130-146.
43. Ruiz D., Campoy J.A., Egea J. Chilling and heat requirements of apricot cultivars for flowering. Environmental and Experimental Botany 2007, 61:254-263.
44. Saure M.C. Dormancy release in deciduous fruit trees. Horticultural Reviews 1985, 7:239-300.
45. Sherry R.A., Zhou X., Gu S., Arnone J.A., Schimel D.S., Verburg P.S., Wallace L.L., Luo Y. Divergence of reproductive phenology under climate warming. Proceedings of the National Academy of Sciences of the United States of America 2007, 104(1):198-202.
46. Tanino K.K., Kalcsits L., Silim S., Kendall E., Gray G.R. Temperature-driven plasticity in growth cessation and dormancy development in deciduous woody plants: a working hypothesis suggesting how molecular and cellular function is affected by temperature during dormancy induction. Plant Molecular Biology 2010, 73(1/2):49-65.
47. Vegis A. Samenkeimung und vegetative Entwicklung der Knospen. Handbuch der Pflanzenphysiologie-Encyclopedia of Plant Physiology 1961, 16:168-298.
48. Wang Y., Frei M. Stressed food-The impact of abiotic environmental stresses on crop quality. Agriculture Ecosystems & Environment 2011, 141:271-286.
49. Westergaard L., Eriksen E.N. Autumn temperature affects the induction of dormancy in first-year seedlings of Acer platanoides L. Scandinavian Journal of Forest Research 1997, 12(1):11-16.
50. Wold S. PLS for multivariate linear modeling. Chemometric Methods in Molecular Design: Methods and Principles in Medicinal Chemistry 1995, 195-218. Verlag-Chemie, Weinheim, Germany. H. van der Waterbeemd (Ed.).
51. Wold S., Sjostrom M., Eriksson L. PLS-regression: a basic tool of chemometrics. Chemometrics and Intelligent Laboratory Systems 2001, 58(2):109-130.
52. Young E. Timing of high-temperature influences chilling negation in dormant apple-trees. Journal of the American Society for Horticultural Science 1992, 117(2):271-273.
53. Yu H., Luedeling E., Xu J. Winter and spring warming result in delayed spring phenology on the Tibetan Plateau. Proceedings of the National Academy of Sciences of the United States of America 2010, 107(51):22151-22156.
54. Zaitchik B.F., Evans J.P., Geerken R.A., Smith R.B. Climate and vegetation in the Middle East: inter-annual variability and drought feedbacks. Journal of Climate 2007, 20:3924-3941.