Rahaman, A. et al. The increasing hunger concern and current need in the development of sustainable food security in the developing countries. Trends Food Sci. Technol. 113, 423–429. https://doi.org/10.1016/j.tifs.2021.04.048 (2021).
Google Scholar
Porter, J. R. et al. In Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part A: Global and Sectoral Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change 485–533 (Cambridge University Press, 2014).
Yan, H. et al. Crop traits enabling yield gains under more frequent extreme climatic events. Sci. Total Environ. 808, 152170. https://doi.org/10.1016/j.scitotenv.2021.152170 (2022).
Google Scholar
Lobell, D. et al. The critical role of extreme heat for maize production in the United States. Nat. Clim. Change. 3, 497–501. https://doi.org/10.1038/nclimate1832 (2013).
Google Scholar
Vermeulen, S. J. et al. Addressing uncertainty in adaptation planning for agriculture. Proc. Natl. Acad. Sci. 110, 8357–8362. https://doi.org/10.1073/pnas.1219441110 (2013).
Google Scholar
FAO. Climate Change and Food Security: Risks and Responses (FAO, 2015).
Ray, D. K., Gerber, J. S., MacDonald, G. K. & West, P. C. Climate variation explains a third of global crop yield variability. Nat. Commun. 6, 5989. https://doi.org/10.1038/ncomms6989 (2015).
Google Scholar
Ding, Z. et al. Modeling the combined impacts of deficit irrigation, rising temperature and compost application on wheat yield and water productivity. Agric. Water Manag. 244, 106626. https://doi.org/10.1016/j.agwat.2020.106626 (2021).
Google Scholar
Malhi, G. S., Kaur, M. & Kaushik, P. Impact of climate change on agriculture and its mitigation strategies: A review. Sustainability 13, 1318 (2021).
Google Scholar
Persson, T. & Kværnø, S. Impact of projected mid-21st century climate and soil extrapolation on simulated spring wheat grain yield in Southeastern Norway. J. Agric. Sci. 155, 361–377. https://doi.org/10.1017/S0021859616000241 (2017).
Google Scholar
Zhu, X. & Troy, T. J. Agriculturally relevant climate extremes and their trends in the world’s major growing regions. Earth’s Future 6, 656–672. https://doi.org/10.1002/2017EF000687 (2018).
Google Scholar
Fischer, T. et al. Increase in irrigated wheat yield in north-west Mexico from 1960 to 2019: Unravelling the negative relationship to minimum temperature. Field Crops Res. 275, 108331. https://doi.org/10.1016/j.fcr.2021.108331 (2022).
Google Scholar
Lobell, D. B., Schlenker, W. & Costa-Roberts, J. Climate trends and global crop production since 1980. Science 333, 616–620. https://doi.org/10.1126/science.1204531 (2011).
Google Scholar
Harkness, C. et al. Adverse weather conditions for UK wheat production under climate change. Agric. For. Meteorol. 282, 107862. https://doi.org/10.1016/j.agrformet.2019.107862 (2020).
Google Scholar
Seehusen, T. & Uhlen, A. K. Analyses of yield gaps for the production of wheat and barley in Norway, potential to increase yields on existing farmland. Norwegian Institute for Bioeconomics, Report 5/166/2019 (2020).
Hakala, K. et al. Sensitivity of barley varieties to weather in Finland. J. Agric. Sci. 150, 145–160. https://doi.org/10.1017/S0021859611000694 (2012).
Google Scholar
Peltonen-Sainio, P., Jauhiainen, L., Hakala, K. & Ojanen, H. Climate change and prolongation of growing season, changes in regional potential for field crop production in Finland. Agric. Food Sci. 18, 171–190. https://doi.org/10.2137/145960609790059479 (2009).
Google Scholar
Fleisher, D. H. et al. A potato model intercomparison across varying climates and productivity levels. Glob. Change Biol. 23, 1258–1281. https://doi.org/10.1111/gcb.13411 (2017).
Google Scholar
Moen, A. National Atlas of Norway: Vegetation (Hønefoss, 1999).
Bakkestuen, V., Erikstad, L. & Halvorsen, R. Step-less models for regional environmental variation in Norway. J. Biogeogr. 35, 1906–1922 (2008).
Google Scholar
Statistics-Norway. 2020. https://www.ssb.no/jord-skog-jakt-og-fiskeri/statistikker/stjord (Accessed 10 November 2020).
Hanssen-Bauer, I. et al. Climate in Norway 2100 – a knowledge base for climate adaptation. Norwegian Centre for Climate Sciences, Report 1/2017 49 (2017).
Blandford, D., Gaasland, I., Vårdal, E. & McIntosh, C. Greenhouse gas emissions, land use, and food supply under the paris climate agreement—Policy choice in Norway. Appl. Econ. Perspect. Policy 41, 249–264. https://doi.org/10.1093/aepp/ppy011 (2019).
Google Scholar
Rötter, R. P. et al. What would happen to barley production in Finland if global warming exceeded 4 °C? A model-based assessment. Eur. J. Agron. 35, 205–214. https://doi.org/10.1016/j.eja.2011.06.003 (2011).
Google Scholar
Ozturk, I., Sharif, B., Baby, S., Jabloun, M. & Olesen, J. E. The long-term effect of climate change on productivity of winter wheat in Denmark, scenario analysis using three crop models. J. Agric. Sci. 155, 733–750. https://doi.org/10.1017/S0021859616001040 (2017).
Google Scholar
An, H. & Carew, R. Effect of climate change and use of improved varieties on barley and canola yield in Manitoba. Can. J. Plant Sci. 95, 127–139. https://doi.org/10.1139/CJPS-2014-221 (2014).
Google Scholar
Zhou, Z., Plauborg, F., Kristensen, K. & Andersen, M. Dry matter production, radiation interception and radiation use efficiency of potato in response to temperature and nitrogen application regimes. Agric. For. Meteorol. 232, 595–605. https://doi.org/10.1016/j.agrformet.2016.10.017 (2017).
Google Scholar
Jensen, K. J. S. et al. Yield and development of winter wheat (Triticum aestivum L.) and spring barley (Hordeum vulgare L.) in field experiments with variable weather and drainage conditions. Eur. J. Agron. 122, 126075. https://doi.org/10.1016/j.eja.2020.126075 (2021).
Google Scholar
Lobell, D. B., Cahill, K. N. & Field, C. B. Historical effects of temperature and precipitation on California crop yields. Clim. Change 81, 187–203. https://doi.org/10.1007/s10584-006-9141-3 (2007).
Google Scholar
Skjelvag, A. O. Climatic conditions for crop production in Nordic countries. Agric. Food Sci. Finland 7(2), 149–160 (1998).
Google Scholar
Norsk-Klimaservicesenter. https://seklima.met.no/ (2020).
Erikstad, L. & Bakkestuen, V. Calculating cumulative effects in GIS using a stepless multivariate model. MethodsX 8, 101407. https://doi.org/10.1016/j.mex.2021.101407 (2021).
Google Scholar
Aune-Lundberg, L. & Strand, G.-H. The content and accuracy of the CORINE land cover dataset for Norway. Int. J. Appl. Earth Observ. Geoinform. 96, 102266. https://doi.org/10.1016/j.jag.2020.102266 (2021).
Google Scholar
QGIS Geographic Information System (QGIS Association, 2020).
R Core Team. R: A Language and Environment for Statistical Computing (R Foundation for Statistical Computing, 2019).
Lobell, D. B. & Field, C. B. Global scale climate–crop yield relationships and the impacts of recent warming. Environ. Res. Lett. 2, 014002. https://doi.org/10.1088/1748-9326/2/1/014002 (2007).
Google Scholar
Shumway, R. H. & Stoffer, D. S. Time Series Analysis and its Applications Vol. 560 (Springer, 2016).
Google Scholar
Brooks, M. E. et al. glmmTMB balances speed and flexibility among packages for zero-inflated generalized linear mixed modeling. R. J. 9, 378–400 (2017).
Google Scholar
Lüdecke, D., Ben Shachar, M., Patil, I., Waggoner, P. & Makowski, D. Performance: An R Package for Assessment, Comparison and Testing of Statistical Models (2021).
Hartig, F. DHARMa: Residual Diagnostics for Hierarchical (Multi-Level / Mixed) Regression Models. R package version 0.3.3.0 (2020).
Friedman, J. H., Hastie, T. & Tibshirani, R. Regularization paths for generalized linear models via coordinate descent. J. Stat. Softw. 33(22), 2010. https://doi.org/10.18637/jss.v033.i01 (2010).
Google Scholar
Tibshirani, R. Regression shrinkage and selection via the Lasso. J. R. Stat. Soc. Ser. B-Methodol. 58, 267–288. https://doi.org/10.1111/j.2517-6161.1996.tb02080.x (1996).
Google Scholar
Hastie, T., Tibshirani, R. & Friendman, J. The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Springer, 2009).
Google Scholar
Meinshausen, N. & Bühlmann, P. Stability selection. J. Roy. Stat. Soc. B 72, 417–473. https://doi.org/10.2307/40802220 (2010).
Google Scholar
Efron, B. & Stein, C. The jackknife estimate of variance. Ann. Stat. 9, 586–596. https://doi.org/10.1214/aos/1176345462 (1981).
Google Scholar
Milborrow, S. plotmo: Plot a Model’s Residuals, Response, and Partial Dependence Plots. R package version 3.5.7 (2020).
Liu, H. Xu, X. & Li, J.J. HDCI: High Dimensional Confidence Interval Based on Lasso and Bootstrap. R package version 1.0–2 (2017).
. Seehusen, T. & Uhlen, A. K. Analyses of yield gaps for the production of wheat and barley in Norway, potential to increase yields on existing farmland. Norwegian Institute for Bioeconomics, Report 5/166/2019. http://hdl.handle.net/11250/2637490 (2019).
Stabbetorp, H. Dyrkingsomfang og avling i kornproduksjonen. Norsk institutt for bioøkonomi, Report 4 (1) (2017).
Ebrahimi, E. et al. Assessing the impact of climate change on crop management in winter wheat—A case study for Eastern Austria. J. Agric. Sci. 154, 1153–1170. https://doi.org/10.1017/S0021859616000083 (2016).
Google Scholar
Kristensen, K., Schelde, K. & Olesen, J. Winter wheat yield response to climate variability in Denmark. J. Agric. Sci. 148, 1–15. https://doi.org/10.1017/S0021859610000675 (2010).
Google Scholar
Thaler, S., Eitzinger, J., Trnka, M. & Dubrovsky, M. Impacts of climate change and alternative adaptation options on winter wheat yield and water productivity in a dry climate in Central Europe. J. Agric. Sci. 150, 537–555. https://doi.org/10.1017/S0021859612000093 (2012).
Google Scholar
Ortiz, R. et al. Climate change, can wheat beat the heat?. Agr. Ecosyst. Environ. 126, 46–58. https://doi.org/10.1016/j.agee.2008.01.019 (2008).
Google Scholar
Semenov, M., Stratonovitch, P., Alghabari, F. & Gooding, M. Adapting wheat in Europe for climate change. J. Cereal Sci. 59, 245–256. https://doi.org/10.1016/j.jcs.2014.01.006 (2014).
Google Scholar
Roberts, M. J., Braun, N. O., Sinclair, T. R., Lobell, D. B. & Schlenker, W. Comparing and combining process-based crop models and statistical models with some implications for climate change. Environ. Res. Lett. 12, 095010. https://doi.org/10.1088/1748-9326/aa7f33 (2017).
Google Scholar
Zhu, X., Troy, T. & Devineni, N. Stochastically modeling the projected impacts of climate change on rainfed and irrigated US crop yields. Environ. Res. Lett. 14, 074021. https://doi.org/10.1088/1748-9326/ab25a1 (2019).
Google Scholar
Lobell, D. & Asseng, S. Comparing estimates of climate change impacts from process-based and statistical crop models. Environ. Res. Lett. 12, 015001. https://doi.org/10.1088/1748-9326/aa518a (2017).
Google Scholar
Flø, S. et al. Rom for bruk av Norsk korn. Felleskjøpet, Report 49 (2017).
Lillemo, M., Reitan, L. & Bjornstad, A. Increasing impact of plant breeding on barley yields in central Norway from 1946 to 2008. Plant Breeding 129, 484–490. https://doi.org/10.1111/j.1439-0523.2009.01710.x (2010).
Google Scholar
Wonneberger, R., Ficke, A. & Lillemo, M. Mapping of quantitative trait loci associated with resistance to net form net blotch (Pyrenophora teres f. teres) in a doubled haploid Norwegian barley population. PLoS One 12, e0175773. https://doi.org/10.1371/journal.pone.0175773 (2017).
Google Scholar
Moore, F. C. & Lobell, D. B. The fingerprint of climate trends on European crop yields. Proc. Natl. Acad. Sci. 112, 2670–2675. https://doi.org/10.1073/pnas.1409606112 (2015).
Google Scholar
Martin, P. et al. Recent warming across the North Atlantic region may be contributing to an expansion in barley cultivation. Clim. Change 145, 351–365. https://doi.org/10.1007/s10584-017-2093-y (2017).
Google Scholar
Martin, P., Wishart, J., Dalmannsdottir, S., Halland, H. & Thomsen, a. M. Recent warming and the thermal requirement of barley in coastal Norway. Norwegian Institute for Bioeconomics, Report T2.4.3 ii (2018).
Cattivelli, L., Ceccarelli, S., Romagosa, I. & Stanca, M. Abiotic stresses in Barley: Problems and solutions. In Barley: Production, Improvement, and Uses Vol. 4 (ed. Ullrich, S.) 282–306 (Blackwell UP, 2011).
Hura, T. Wheat and barley acclimatization to abiotic and biotic stress. Int. J. Mol. Sci. 21, 7423. https://doi.org/10.3390/ijms21197423 (2020).
Google Scholar
Kolberg, D., Persson, T., Mangerud, K. & Riley, H. Impact of projected climate change on workability, attainable yield, profitability and farm mechanization in Norwegian spring cereals. Soil Till. Res. 185, 122–138. https://doi.org/10.1016/j.still.2018.09.002 (2019).
Google Scholar
Olesen, J. E. et al. Impacts and adaptation of European crop production systems to climate change. Eur. J. Agron. 34, 96–112. https://doi.org/10.1016/j.eja.2010.11.003 (2011).
Google Scholar
Gammans, M., Mérel, P. & Ortiz-Bobea, A. Negative impacts of climate change on cereal yields: Statistical evidence from France. Environ. Res. Lett. 12, 054007. https://doi.org/10.1088/1748-9326/aa6b0c (2017).
Google Scholar
Ahmed, I., Harrison, M., Meinke, H. & Zhou, M. Barley phenology: physiological and molecular mechanisms for heading date and modelling of genotype-environment- management interactions. Plant Growth InTech 8, 175–202. https://doi.org/10.5772/64827 (2016).
Google Scholar
Hossain, A., da Silva, J. A. T., Lozovskaya, M. V. & Zvolinsky, V. P. High temperature combined with drought affect rainfed spring wheat and barley in South-Eastern Russia. Saudi J. Biol. Sci. 19, 473–487. https://doi.org/10.1016/j.sjbs.2012.07.005 (2012).
Google Scholar
Møllerhagen, P. Norsk potetproduksjon 2011. Bioforsk, Report 7(1) (2012).
Hermansen, A., Lu, D. & Forbes, G. Potato production in China and Norway, similarities, differences and future challenges. Potato Res. 55, 197–203. https://doi.org/10.1007/s11540-012-9224-7 (2012).
Google Scholar
Hermansen, A., Nærstad, R., Le, V. & Nordskog, B. In Proceedings of the Eleventh EuroBlight Workshop (The Norwegian Institute for Agricultural and Environmental Research, Hamar, 2018).
Raymundo, R. et al. Climate change impact on global potato production. Eur. J. Agron. 100, 87–98. https://doi.org/10.1016/j.eja.2017.11.008 (2018).
Google Scholar
Rabia, A., Yacout, D., Shahin, S., Mohamed, A. & Abdelaty, E. Towards sustainable production of potato under climate change conditions. Curr. J. Appl. Sci. Technol. 18, 200–207. https://doi.org/10.14456/cast.2018.15 (2018).
Google Scholar
Haverkort, A. J., Franke, A. C., Engelbrecht, F. A. & Steyn, J. M. Climate change and potato production in contrasting South African agro-ecosystems. Potato Res. 56, 67–84. https://doi.org/10.1007/s11540-013-9230-4 (2013).
Google Scholar
Martinelli, F. et al. Advanced methods of plant disease detection A review. Agron. Sustain. Dev. 35, 1–25. https://doi.org/10.1007/s13593-014-0246-1 (2015).
Google Scholar
Borus, D. Impacts of Climate Change on the Potato (Solanum Tuberosum L.) Productivity in Tasmania, Australia and Kenya (University of Tasmania, 2017).
Fageria, N., Baligar, V. & Jones, C. Growth and Mineral Nutrition of Field Crops Vol. 5, 586 (CRC Press, 2010).
Google Scholar
Fleisher, D. H. et al. Effects of elevated CO2 and cyclic drought on potato under varying radiation regimes. Agric. For. Meteorol. 171, 270–280. https://doi.org/10.1016/j.agrformet.2012.12.011 (2013).
Google Scholar
Haverkort, A. J. & Struik, P. C. Yield levels of potato crops: Recent achievements and future prospects. Field Crop Res. 182, 76–85. https://doi.org/10.1016/j.fcr.2015.06.002 (2015).
Google Scholar
Van Oort, P. A. J., Timmermans, B. G. H., Meinke, H. & Van Ittersum, M. K. Key weather extremes affecting potato production in the Netherlands. Eur. J. Agron. 37, 11–22. https://doi.org/10.1016/j.eja.2011.09.002 (2012).
Google Scholar
Najafi, E., Devineni, N., Khanbilvardi, R. & Kogan, F. Understanding the changes in global crop yields through changes in climate and technology. Earth’s Future 6, 410–427. https://doi.org/10.1002/2017EF000690 (2018).
Google Scholar
Pulatov, B., Anna Maria, J. N., Karin, H. & Maj-Lena, L. Modeling climate change impact on potato crop phenology, and risk of frost damage and heat stress in northern Europe. Agric. For. Meteorol. 214, 281–292. https://doi.org/10.1016/j.agrformet.2015.08.266 (2015).
Google Scholar
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