Root distribution and soil moisture retrieval in perennial and annual energy crops in Northern Italy
Abstract
This study focused on root size and distribution of energy crops which may be a reliable indicator of the capability of these crops to accumulate significant C stocks in the soil. Alike, understanding root size and distribution may provide new insights into the knowledge of mechanisms involved in soil water uptake. The present research was performed in North Italy, Po Valley (32ma.s.l., 44°33'N, 11°21'E). The assessment of root distribution and biomass of Panicum virgatum (switchgrass=S), Miscanthus x giganteus (miscanthus=M), Arundo donax (giant reed=G) and Sorghum bicolor (fibre sorghum=FS), in a soil profile of 1.2m depth, aimed at providing new insights into carbon storage and water capture capacity. Despite a similar above ground biomass production, perennial crops exhibited different total root biomass, root shape and water uptake. G accumulated considerably higher total root biomass (13.6Mgha⁻¹, d.w. basis), while FS, being annual, produced clearly the lowest root biomass (2.1Mgha⁻¹). Root biomass distribution was described using the β model, through the relationships between root length density (RLD) and soil depth. In summary, M had a very superficial root shape (β =0.931) with almost 90% of total root biomass concentrated in the top 0.35m soil, while G and S exhibited a relative even root distribution (β =0.979 and 0.984, respectively). RLD and root weight showed diverse patterns among crops and along the soil profile due to different root diameters and root bulk densities of the crops. Root water capture capacity ([Greek Phi symbol]) was determined according to the King model through the relationship between soil moisture and RLD in vertically succeeding soil layers. Differences in [Greek Phi symbol] among crops were expressed through the constant k, which resumes many physiological and environmental details driving water uptake. Briefly, high k means a faster water uptake for a given RLD. M showed the highest k (2.50) followed by FS (1.02), G (0.54) and S (0.31). Importantly, k and β were closely and negatively related which would mean that top-rooted crops, though being more subjected to drought risks, have significant higher abilities in recovering soil water. This is an assertion which is consistent with the previous studies that showed M being highly productive under wet environment, but very sensitive to water shortage. This study shows that energy crops can greatly differ in terms of water capture and root distribution, a fact that should be taken into great account in optimizing the land use change.
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The contrasting results for giant reed could be a consequence of the lack of N fertilization in this study and the higher belowground biomass production reported by other authors.
“These contrasting results could be a consequence of the lack of nitrogen (N) fertilization in this study and the higher belowground biomass production reported by other authors (Monti & Zatta, 2009).”
From Carbon sequestration potential in perennial bioenergy crops: the importance of organic matter inputs and its physical protection (2016) · cites this paper as Monti & Zatta, 2009
PECs can allocate high amounts of atmospheric C in belowground biomass (BGB) thanks to deep and dense fine rooting systems.
“PECs can allocate high amounts of atmospheric C in the belowground biomass (BGB; Chimento & Amaducci, 2015; Monti et al., 2012; Monti & Zatta, 2009) thanks to the deep and dense fine rooting systems (Chimento & Amaducci, 2015).”
From Belowground biomass C outweighs soil organic C of perennial energy crops: Insights from a long‐term multispecies trial (2021) · cites this paper as Monti & Zatta, 2009
Both herbaceous crops/grasses and short-rotation woody crops can potentially deliver up to 40-50% of the carbon they capture from the atmosphere to the soil as litter and belowground biomass, with inputs varying from less than 1 to more than 4 Mg C ha−1 year−1.
“Both HCG and SRWC can potentially deliver up to 40–50 % of the C they capture from the atmosphere to the soil as litter and BGB, which can vary from <1 to >4 Mg C ha−1 year−1 [59–61].”
From Carbon Sequestration by Perennial Energy Crops: Is the Jury Still Out? (2015) · cites this paper as [61]
Belowground biomass is concentrated in the upper part of the profile; despite large amounts of roots under M. giganteus observed down to 1 to 1.8 m, more than 50% were in the top 30 cm.
“BGB is concentrated in the upper part of the profile [61]; in spite of large amounts of roots under M. giganteus observed down to 1 to 1.8 m [57, 61, 66, 80, 84], more than 50 % were in the top 30 cm.”
From Carbon Sequestration by Perennial Energy Crops: Is the Jury Still Out? (2015) · cites this paper as [61]
Data for carbon inputs from belowground biomass are difficult to interpret, especially for roots, because they are based on many single observations rather than time series.
“Data for C inputs from BGB are difficult to interpret, especially for roots because they are based on many single observations [45, 61, 62, 64, 80] rather than time series [26, 32, 81–83].”
From Carbon Sequestration by Perennial Energy Crops: Is the Jury Still Out? (2015) · cites this paper as [61]
Carbon inputs from Miscanthus rhizomes (1.01 to 2.66 Mg C ha−1 year−1) were generally greater than those from roots (0.19-0.86 Mg C ha−1 year−1).
“The C inputs from Miscanthus rhizomes (1.01 to 2.66 Mg C ha−1 year−1) were generally greater [57, 61, 66, 80, 85] than those from roots (0.19–0.86 Mg C ha−1 year−1, Table 1).”
From Carbon Sequestration by Perennial Energy Crops: Is the Jury Still Out? (2015) · cites this paper as [61]
In situ decomposition rates of roots could be low as both switchgrass and Miscanthus roots penetrate into deeper, cooler and less aerated soil layers.
“In situ decomposition rates of roots could be low as both switchgrass [70] and Miscanthus [61] roots penetrate into deeper, cooler and less aerated soil layers.”
From Carbon Sequestration by Perennial Energy Crops: Is the Jury Still Out? (2015) · cites this paper as [61]
Cites
Walkley, A., & Black, I. A. (1934) · Soil Science · doi:10.1097/00010694-193401000-00003 · Cited by 23,522 · see citing works
Soil Carbon Sequestration Impacts on Global Climate Change and Food Security
Lal, R. (2004) · Science · doi:10.1126/science.1097396 · Cited by 8,376 · see citing works
Land Clearing and the Biofuel Carbon Debt
Fargione, J., Hill, J., Tilman, D., Polasky, S., & Hawthorne, P. (2008) · Science · doi:10.1126/science.1152747 · Cited by 3,902 · see citing works
A global analysis of root distributions for terrestrial biomes
Jackson, R. B., Canadell, J., Ehleringer, J. R., Mooney, H. A., Sala, O. E., & Schulze, E. D. (1996) · Oecologia · doi:10.1007/bf00333714 · Cited by 3,071 · see citing works
How Plants Cope with Water Stress in the Field? Photosynthesis and Growth
Chaves, M. M. (2002) · Annals of Botany · doi:10.1093/aob/mcf105 · Cited by 2,029 · see citing works
Soil Nutrient Bioavailability—A Mechanistic Approach
Kamprath, E. J. (1985) · Soil Science · doi:10.1097/00010694-198508000-00012 · Cited by 1,579 · see citing works
Soil Nutrient Bioavailability: A Mechanistic Approach
Barber, S. A. (1984) · Andalas University Repository (Andalas University) · Cited by 1,560 · see citing works
Lewandowski, I., Scurlock, J. M. O., Lindvall, E., & Christou, M. (2003) · Biomass and Bioenergy · doi:10.1016/s0961-9534(03)00030-8 · Cited by 1,360 · see citing works
Carbon sequestration in tropical agroforestry systems
Albrecht, A., & Kandji, S. (2003) · Agriculture Ecosystems & Environment · doi:10.1016/s0167-8809(03)00138-5 · Cited by 1,079 · see citing works
Intrinsic and environmental response pathways that regulate root system architecture
Malamy, J. E. (2005) · Plant Cell & Environment · doi:10.1111/j.1365-3040.2005.01306.x · Cited by 1,025 · see citing works
Soil processes and the carbon cycle
(1998) · Choice Reviews Online · doi:10.5860/choice.35-5645 · Cited by 979 · see citing works
Topsoil foraging – an architectural adaptation of plants to low phosphorus availability
Lynch, J. P., & Brown, K. M. (2001) · Plant and Soil · doi:10.1023/a:1013324727040 · Cited by 871 · see citing works
Soil Processes and the Carbon Cycle
Golchin, A., Baldock, J., & Oades, J. (2018) · CRC Press eBooks · doi:10.1201/9780203739273 · Cited by 657 · see citing works
Vertical root distributions of northern tree species in relation to successional status
Gale, M. R., & Grigal, D. F. (1987) · Canadian Journal of Forest Research · doi:10.1139/x87-131 · Cited by 606 · see citing works
On the maximum extent of tree roots
Stone, E. L., & Kalisz, P. J. (1991) · Forest Ecology and Management · doi:10.1016/0378-1127(91)90245-q · Cited by 525 · see citing works
A coherent set of future land use change scenarios for Europe
Rounsevell, M., Reginster, I., Araújo, M. B., Carter, T. R., Dendoncker, N., Ewert, F. A., House, J. I., Kankaanpää, S., Leemans, R., Metzger, M. J., et al. (2006) · Agriculture Ecosystems & Environment · doi:10.1016/j.agee.2005.11.027 · Cited by 517 · see citing works
Passioura, J. B. (1983) · Agricultural Water Management · doi:10.1016/0378-3774(83)90089-6 · Cited by 509 · see citing works
Mineral composition and ash content of six major energy crops
Monti, A., Virgilio, N. D., & Venturi, G. (2007) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2007.09.012 · Cited by 445 · see citing works
Self-citationSwitchgrass as a sustainable bioenergy crop
Sanderson, M. A., Reed, R. L., McLaughlin, S. B., Wullschleger, S. D., Conger, B. V., Parrish, D. J., Wolf, D. D., Taliaferro, C., Hopkins, A. A., Ocumpaugh, W. R., et al. (1996) · Bioresource Technology · doi:10.1016/0960-8524(95)00176-x · Cited by 426 · see citing works
Conservation tillage for carbon sequestration
Lal, R., & Kimble, J. M. (1997) · Nutrient Cycling in Agroecosystems · doi:10.1023/a:1009794514742 · Cited by 410 · see citing works
An Empirical Mathematical Model to Describe Plant Root Systems
Gerwitz, A., & Page, E. R. (1974) · Journal of Applied Ecology · doi:10.2307/2402227 · Cited by 325 · see citing works
Water relations of winter wheat: 1. Growth of the root system
Gregory, P. J., McGowan, M., Biscoe, P. V., & Hunter, B. (1978) · The Journal of Agricultural Science · doi:10.1017/s0021859600056653 · Cited by 307 · see citing works
Future carbon sequestration in Europe—Effects of land use change
Schulp, C. J. E., Nabuurs, G. J., & Verburg, P. H. (2008) · Agriculture Ecosystems & Environment · doi:10.1016/j.agee.2008.04.010 · Cited by 272 · see citing works
Root Growth and Water Uptake by Maize Plants in Drying Soil
Sharp, R. E., & Davies, W. J. (1985) · Journal of Experimental Botany · doi:10.1093/jxb/36.9.1441 · Cited by 271 · see citing works
Modelling Cereal Root Systems for Water and Nitrogen Capture: Towards an Economic Optimum
King, J. R. (2003) · Annals of Botany · doi:10.1093/aob/mcg033 · Cited by 251 · see citing works
Biomass and Carbon Partitioning in Switchgrass
Frank, A. B., Berdahl, J. D., Hanson, J. D., Liebig, M. A., & Johnson, H. A. (2004) · Crop Science · doi:10.2135/cropsci2004.1391 · Cited by 243 · see citing works
Himmelbauer, M. L., Loiskandl, ¡. ¿., & Kastanek, ¡. ¿. (2004) · Plant and Soil · doi:10.1023/b:plso.0000030171.28821.55 · Cited by 239 · see citing works
Cannell, M. G. R. (2002) · Biomass and Bioenergy · doi:10.1016/s0961-9534(02)00103-4 · Cited by 227 · see citing works
Plant roots : growth, activity and interaction with soils
Gregory, P. J. (2006) · Medical Entomology and Zoology · Cited by 224 · see citing works
Carbon sequestration in perennial bioenergy, annual corn and uncultivated systems in southern Quebec
Zan, C. S., Fyles, J. W., Girouard, P., & Samson, R. A. (2001) · Agriculture, Ecosystems & Environment · doi:10.1016/s0167-8809(00)00273-5 · Cited by 218 · see citing works
BIOMASS FOR ENERGY AND INDUSTRY
Aa, B., Lammers, G. C., & Beenackers, A. (1998) · Cited by 217 · see citing works
Soil Carbon Storage by Switchgrass Grown for Bioenergy
Liebig, M. A., Schmer, M. R., Vogel, K. P., & Mitchell, R. B. (2008) · BioEnergy Research · doi:10.1007/s12155-008-9019-5 · Cited by 203 · see citing works
Somma, F., Hopmans, J. W., & Clausnitzer, V. (1998) · Plant and Soil · doi:10.1023/a:1004378602378 · Cited by 199 · see citing works
Carbon sequestration in soil beneath long-term Miscanthus plantations as determined by abundance
Hansen, E. M., Christensen, B. T., Jensen, L. S., & Kristensen, K. (2004) · Biomass and Bioenergy · doi:10.1016/s0961-9534(03)00102-8 · Cited by 197 · see citing works
Biomass for energy and industry
Coombs, J. (1995) · Biomass and Bioenergy · doi:10.1016/0961-9534(95)90016-0 · Cited by 187 · see citing works
Lee, D. K., Owens, V. N., & Doolittle, J. J. (2007) · Agronomy Journal · doi:10.2134/agronj2006.0152 · Cited by 181 · see citing works
Soil management impacts on soil carbon sequestration by switchgrass
Ma, Z., Wood, C. W., & Bransby, D. I. (2000) · Biomass and Bioenergy · doi:10.1016/s0961-9534(00)00013-1 · Cited by 166 · see citing works
Soil Carbon Dynamics beneath Switchgrass as Indicated by Stable Isotope Analysis
Garten, C. T., & Wullschleger, S. D. (2000) · Journal of Environmental Quality · doi:10.2134/jeq2000.00472425002900020036x · Cited by 154 · see citing works
Impacts of soil management on root characteristics of switchgrass
Ma, Z., Wood, C. W., & Bransby, D. I. (2000) · Biomass and Bioenergy · doi:10.1016/s0961-9534(99)00076-8 · Cited by 145 · see citing works
Root water uptake and profile soil water as affected by vertical root distribution
Yu, G., Zhuang, J., Nakayama, K., & Jin, Y. (2006) · Plant Ecology · doi:10.1007/s11258-006-9163-y · Cited by 139 · see citing works
The Comparative Drought Resistance of Landraces of Sorghum and Millet From Dry and Humid Regions
Blum, A., & Sullivan, C. Y. (1986) · Annals of Botany · doi:10.1093/oxfordjournals.aob.a087168 · Cited by 137 · see citing works
A review of carbon and nitrogen balances in switchgrass grown for energy
Bransby, D. I., McLaughlin, S. B., & Parrish, D. J. (1998) · Biomass and Bioenergy · doi:10.1016/s0961-9534(97)10074-5 · Cited by 136 · see citing works
An empirical model for root water uptake
Dardanelli, J. L., Ritchie, J. T., Calmon, M., Andriani, J. M., & Collino, D. J. (2003) · Field Crops Research · doi:10.1016/j.fcr.2003.09.008 · Cited by 135 · see citing works
Modelling the interactions between water and nutrient uptake and root growth
Dunbabin, V. M., Diggle, A. J., Rengel, Z., & van Hugten, R. (2002) · Plant and Soil · doi:10.1023/a:1014939512104 · Cited by 128 · see citing works
Lee, T. D., Tjoelker, M. G., Ellsworth, D. S., & Reich, P. B. (2001) · New Phytologist · doi:10.1046/j.1469-8137.2001.00095.x · Cited by 127 · see citing works
Evaluation of Fine Root Length and Diameter Measurements Obtained Using RHIZO Image Analysis
Bauhus, J., & Messier, C. (1999) · Agronomy Journal · doi:10.2134/agronj1999.00021962009100010022x · Cited by 123 · see citing works
Stroup, J. (2002) · Bioresource Technology · doi:10.1016/s0960-8524(02)00102-5 · Cited by 121 · see citing works
Doussan, C., Pagès, L., & Pierret, A. (2003) · Agronomie · doi:10.1051/agro:2003027 · Cited by 114 · see citing works
Plant roots. Growth, activity and interaction with soils
SMITH, F. A. (2007) · Annals of Botany · doi:10.1093/aob/mcm099 · Cited by 112 · see citing works
Rooting, Water Uptake, and Xylem Structure Adaptation to Drought of Two Sorghum Cultivars
Salih, A. A., Ali, I., Lux, A., Luxová, M., Cohen, Y., Sugimoto, Y., & Inanaga, S. (1999) · Crop Science · doi:10.2135/cropsci1999.0011183x003900010027x · Cited by 110 · see citing works
Soil Carbon Dynamics in Canadian Agroecosystems
Janzen, H. H., Campbell, C. A., Gregorich, E. G., & Ellert, B. H. (2018) · CRC Press eBooks · doi:10.1201/9780203739273-5 · Cited by 104 · see citing works
Soil Moisture Effect on Potassium Uptake by Corn1
Mackay, A. D., & Barber, S. A. (1985) · Agronomy Journal · doi:10.2134/agronj1985.00021962007700040005x · Cited by 103 · see citing works
Spatial Distribution of Roots and Water Uptake of Maize (Zea mays L.) as Affected by Soil Structure
Amato, M., & Ritchie, J. T. (2002) · Crop Science · doi:10.2135/cropsci2002.7730 · Cited by 93 · see citing works
The potential for short-rotation woody crops to reduce U.S. CO2 emissions
Graham, R. L., Wright, L. L., & Turhollow, A. (1992) · Climatic Change · doi:10.1007/bf00143029 · Cited by 92 · see citing works
Soil Moisture Effects on Root Growth and Phosphorus Uptake by Corn1
Mackay, A. D., & Barber, S. A. (1985) · Agronomy Journal · doi:10.2134/agronj1985.00021962007700040004xa · Cited by 92 · see citing works
Water relations of winter wheat
Gregory, P. J., McGowan, M., Biscoe, P. V., & Hunter, B. (1979) · The Journal of Agricultural Science · doi:10.1017/s0021859600038223 · Cited by 91 · see citing works
Pedospheric Processes and the Carbon Cycle
Lal, R., Kimble, J. M., & Follett, R. F. (2018) · CRC Press eBooks · doi:10.1201/9780203739273-1 · Cited by 89 · see citing works
A comparison of root characteristics in relation to nutrient and water stress in two maize hybrids
Vamerali, T., Saccomani, M., Bona, S. D., Mosca, G., Guarise, M., & Ganis, A. (2003) · Springer eBooks · doi:10.1007/978-94-017-2923-9_15 · Cited by 85 · see citing works
A comparison of root characteristics in relation to nutrient and water stress in two maize hybrids
Vamerali, T., Saccomani, M., Bona, S. D., Mosca, G., Guarise, M., & Ganis, A. (2003) · Plant and Soil · doi:10.1023/a:1026123129575 · Cited by 66 · see citing works
Emissions of C02 from energy crop production
Turhollow, A., & Perlack, R. D. (1991) · Biomass and Bioenergy · doi:10.1016/0961-9534(91)90021-4 · Cited by 62 · see citing works
Schmidt, L., Warnstorff, K., Dörfel, H., Leinweber, P., Lange, H., & Merbach, W. (2000) · Journal of Plant Nutrition and Soil Science · doi:10.1002/1522-2624(200012)163:6 · Cited by 55 · see citing works
Simulation of faba bean (Vicia faba L.) root system development under Mediterranean conditions
Manschadi, A. M., Sauerborn, J., Stützel, H., Göbel, W., & Saxena, M. C. (1998) · European Journal of Agronomy · doi:10.1016/s1161-0301(98)00044-6 · Cited by 51 · see citing works
Groves, S. J., & Rose, S. C. (2004) · Soil Use and Management · doi:10.1111/j.1475-2743.2004.tb00343.x · Cited by 37 · see citing works
Water balance of three irrigated crops on fine-textured soils of the Riverine Plain
Mason, W., Meyer, W., Smith, R., & Barrs, H. (1983) · Australian Journal of Agricultural Research · doi:10.1071/ar9830183 · Cited by 36 · see citing works
Spatial Distribution of Roots and Water Uptake of Maize ( L.) as Affected by Soil Structure
Amato, M., & Ritchie, J. T. (2002) · Crop Science · doi:10.2135/cropsci2002.0773 · Cited by 35 · see citing works
Vamerali, T., Guarise, M., Ganis, A., Bona, S. D., & Mosca, G. (2003) · Springer eBooks · doi:10.1007/978-94-017-2923-9_37 · Cited by 34 · see citing works
Vamerali, T., Guarise, M., Ganis, A., Bona, S. D., & Mosca, G. (2003) · Plant and Soil · doi:10.1023/a:1026147607879 · Cited by 32 · see citing works
Petrie, C., & Hall, A. (1992) · Australian Journal of Plant Physiology · doi:10.1071/pp9920591 · Cited by 28 · see citing works
Groves, S. J., & Rose, S. C. (2004) · Soil Use and Management · doi:10.1079/sum2003229 · Cited by 28 · see citing works
Comparison of water extraction models for grain sorghum under continuous soil drying
Robertson, M. J., & Fukai, S. (1994) · Field Crops Research · doi:10.1016/0378-4290(94)90063-9 · Cited by 22 · see citing works
Effect of yearly oscillating water table on soil moisture retention curves
Cavazza, L., Patruno, A., & Cirillo, E. (2007) · Biosystems Engineering · doi:10.1016/j.biosystemseng.2007.06.010 · Cited by 7 · see citing works
Flagged first, then by citations
1 of the 72 references couldn’t be matched to a known paper.
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Sorted by citations
Don, A., Osborne, B., Hastings, A., Skiba, U., Carter, M. S., Drewer, J., Flessa, H., Freibauer, A., Hyvönen, N., Jones, M. B., et al. (2012) · GCB Bioenergy · doi:10.1111/j.1757-1707.2011.01116.x · Cited by 363 · see citing works
Self-citationSoil Constraints in an Arid Environment—Challenges, Prospects, and Implications
Naorem, A., Jayaraman, S., Dang, Y. P., Dalal, R. C., Sinha, N. K., Rao, C. S., & Patra, A. K. (2023) · Agronomy · doi:10.3390/agronomy13010220 · Cited by 333 · see citing works
Alwis, L. S. M., Sun, T. S., & Grattan, K. T. V. (2013) · Measurement · doi:10.1016/j.measurement.2013.07.030 · Cited by 278 · see citing works
Heaton, E. A., Dohleman, F. G., Miguez, A. F., Juvik, J. A., Lozovaya, V., Widholm, J., Zabotina, O. A., McIsaac, G. F., David, M. B., Voigt, T. B., et al. (2010) · Advances in Botanical Research · doi:10.1016/b978-0-12-381518-7.00003-0 · Cited by 258 · see citing works
Helder, M., Strik, D. P. B. T. B., Hamelers, H. V. M., Kuhn, A. J., Blok, C., & Buisman, C. J. N. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2009.12.124 · Cited by 242 · see citing works
Nutrient requirements of Miscanthus x giganteus: Conclusions from a review of published studies
Cadoux, S., Riche, A. B., Yates, N. E., & Machet, J.-M. (2012) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2011.01.015 · Cited by 225 · see citing works
Life cycle assessment of different bioenergy production systems including perennial and annual crops
Fazio, S., & Monti, A. (2011) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2011.10.014 · Cited by 185 · see citing works
Self-citationNsanganwimana, F., Pourrut, B., Mench, M., & Douay, F. (2014) · Journal of Environmental Management · doi:10.1016/j.jenvman.2014.04.027 · Cited by 184 · see citing works
Dohleman, F. G., Heaton, E. A., Arundale, R. A., & Long, S. P. (2012) · GCB Bioenergy · doi:10.1111/j.1757-1707.2011.01153.x · Cited by 175 · see citing works
Altered Belowground Carbon Cycling Following Land-Use Change to Perennial Bioenergy Crops
Anderson-Teixeira, K. J., Masters, M. D., Black, C. K., Zeri, M., Hussain, M. Z., Bernacchi, C. J., & DeLucia, E. H. (2013) · Ecosystems · doi:10.1007/s10021-012-9628-x · Cited by 175 · see citing works
Carbon Sequestration by Perennial Energy Crops: Is the Jury Still Out?
Agostini, F., Gregory, A. S., & Richter, G. M. (2015) · BioEnergy Research · doi:10.1007/s12155-014-9571-0 · Cited by 155 · see citing works
Prasad, V., Govindaraj, M., Djanaguiraman, M., Djalović, I. G., Shailani, A., Rawat, N., Singla-Pareek, S. L., Pareek, A., & Prasad, P. V. V. (2021) · International Journal of Molecular Sciences · doi:10.3390/ijms22189826 · Cited by 152 · see citing works
Le, P. V. V., Kumar, P., & Drewry, D. T. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1107177108 · Cited by 146 · see citing works
Life History Variation as a Model for Understanding Trade-Offs in Plant–Environment Interactions
Lundgren, M. R., & Marais, D. L. D. (2020) · Current Biology · doi:10.1016/j.cub.2020.01.003 · Cited by 141 · see citing works
Comparison of Drought Tolerance of Maize, Sweet Sorghum and Sorghum‐Sudangrass Hybrids
Schittenhelm, S., & Schroetter, S. (2013) · Journal of Agronomy and Crop Science · doi:10.1111/jac.12039 · Cited by 130 · see citing works
Chimento, C., Almagro, M., & Amaducci, S. (2016) · GCB Bioenergy · doi:10.1111/gcbb.12232 · Cited by 123 · see citing works
DuPont, S. T., Beniston, J. W., Glover, J. D., Hodson, A. K., Culman, S. W., Lal, R., & Ferris, H. A. (2014) · Plant and Soil · doi:10.1007/s11104-014-2145-2 · Cited by 127 · see citing works
Tripathy, A., Pramanik, S., Cho, J., Santhosh, J., & Osman, N. A. A. (2014) · Sensors · doi:10.3390/s140916343 · Cited by 120 · see citing works
The contribution of switchgrass in reducing<scp>GHG</scp>emissions
Monti, A., Barbanti, L., Zatta, A., & Zegada‐Lizarazu, W. (2012) · GCB Bioenergy · doi:10.1111/j.1757-1707.2011.01142.x · Cited by 119 · see citing works
Self-citationNasso, N. N. O. D., Roncucci, N., & Bonari, E. (2013) · BioEnergy Research · doi:10.1007/s12155-012-9289-9 · Cited by 114 · see citing works
Predicting soil bulk density for incomplete databases
Sequeira, C. H., Wills, S., Seybold, C. A., & West, L. T. (2013) · Geoderma · doi:10.1016/j.geoderma.2013.07.013 · Cited by 113 · see citing works
Amougou, N., Bertrand, I., Machet, J.-M., & Recous, S. (2011) · Plant and Soil · doi:10.1007/s11104-010-0443-x · Cited by 111 · see citing works
Cosentino, S. L., Scordia, D., Sanzone, E., Testa, G., & Copani, V. (2014) · European Journal of Agronomy · doi:10.1016/j.eja.2014.07.003 · Cited by 105 · see citing works
Zatta, A., Clifton‐Brown, J., Robson, P., Hastings, A., & Monti, A. (2014) · GCB Bioenergy · doi:10.1111/gcbb.12054 · Cited by 104 · see citing works
Self-citationFagnano, M., Impagliazzo, A., Mori, M., & Fiorentino, N. (2014) · BioEnergy Research · doi:10.1007/s12155-014-9532-7 · Cited by 99 · see citing works
Amaducci, S., Facciotto, G., Bergante, S., Perego, A., Serra, P., Ferrarini, A., & Chimento, C. (2016) · GCB Bioenergy · doi:10.1111/gcbb.12341 · Cited by 98 · see citing works
Fulton‐Smith, S., & Cotrufo, M. F. (2019) · GCB Bioenergy · doi:10.1111/gcbb.12598 · Cited by 93 · see citing works
Fernando, A. L. A. D. C., Costa, J., Barbosa, B., Monti, A., & Rettenmaier, N. (2017) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2017.04.005 · Cited by 97 · see citing works
Self-citationPerennial Energy Grasses: Resilient Crops in a Changing European Agriculture
Scordia, D., & Cosentino, S. L. (2019) · Agriculture · doi:10.3390/agriculture9080169 · Cited by 87 · see citing works
McGowan, A. R., Nicoloso, R. D. S., Diop, H. E., Roozeboom, K. L., & Rice, C. W. (2018) · Agronomy Journal · doi:10.2134/agronj2018.04.0284 · Cited by 81 · see citing works
Miscanthus in the European bio-economy: A network analysis
Fradj, N. B., Rozakis, S., Borzęcka, M., & Matyka, M. (2020) · Industrial Crops and Products · doi:10.1016/j.indcrop.2020.112281 · Cited by 81 · see citing works
Optical Fiber Gratings for Humidity Measurements: A Review
Presti, D. L., Massaroni, C., & Schena, E. (2018) · IEEE Sensors Journal · doi:10.1109/jsen.2018.2870585 · Cited by 80 · see citing works
Soil depth and crop determinants of bacterial communities under ten biofuel cropping systems
Zhang, B., Penton, C. R., Xue, C., Quensen, J. F., Roley, S. S., Guo, J., Garoutte, A., Zheng, T., & Tiedje, J. M. (2017) · Soil Biology and Biochemistry · doi:10.1016/j.soilbio.2017.04.019 · Cited by 76 · see citing works
Effects of no-till on root architecture and root-soil interactions in a three-year crop rotation
Fiorini, A., Boselli, R., Amaducci, S., & Tabaglio, V. (2018) · European Journal of Agronomy · doi:10.1016/j.eja.2018.07.009 · Cited by 75 · see citing works
Zang, H., Blagodatskaya, E., Wen, Y., Xu, X., Dyckmans, J., & Kuzyakov, Y. (2018) · GCB Bioenergy · doi:10.1111/gcbb.12485 · Cited by 73 · see citing works
Feng, Q., Chaubey, I., Engel, B. A., Cibin, R., Sudheer, K. P., & Volenec, J. J. (2017) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2017.03.027 · Cited by 70 · see citing works
Nitrogen Fertilization Effects on Biomass Production and Yield Components of Miscanthus ×giganteus
Lee, M.-S., Wycislo, A., Guo, J. X., Lee, D., & Voigt, T. B. (2017) · Frontiers in Plant Science · doi:10.3389/fpls.2017.00544 · Cited by 68 · see citing works
Nsanganwimana, F., Marchand, L., Douay, F., & Mench, M. J. (2013) · International Journal of Phytoremediation · doi:10.1080/15226514.2013.810580 · Cited by 67 · see citing works
Ojeda, J. J., Volenec, J. J., Brouder, S. M., Caviglia, O. P., & Agnusdei, M. G. (2016) · GCB Bioenergy · doi:10.1111/gcbb.12384 · Cited by 65 · see citing works
<i>Miscanthus × giganteus</i> leaf senescence, decomposition and C and N inputs to soil
Amougou, N., Bertrand, I., Cadoux, S., & Recous, S. (2012) · GCB Bioenergy · doi:10.1111/j.1757-1707.2012.01192.x · Cited by 64 · see citing works
Tradeoffs between water requirements and yield stability in annual vs. perennial crops
Vico, G., & Brunsell, N. A. (2017) · Advances in Water Resources · doi:10.1016/j.advwatres.2017.12.014 · Cited by 64 · see citing works
Nasso, N. N. O. D., Roncucci, N., Triana, F., Tozzini, C., & Bonari, E. (2011) · Italian Journal of Agronomy · doi:10.4081/ija.2011.e24 · Cited by 63 · see citing works
Climate risk management for the U.S. cellulosic biofuels supply chain
Langholtz, M., Webb, E., Preston, B. L., Turhollow, A., Breuer, N., Eaton, L., King, A. W., Sokhansanj, S., Nair, S. S., & Downing, M. E. (2014) · Climate Risk Management · doi:10.1016/j.crm.2014.05.001 · Cited by 59 · see citing works
Soil water uptake and root distribution of different perennial and annual bioenergy crops
Ferchaud, F., Vitte, G., Bornet, F., Strullu, L., & Mary, B. (2014) · Plant and Soil · doi:10.1007/s11104-014-2335-y · Cited by 60 · see citing works
Chimento, C., & Amaducci, S. (2015) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2015.09.008 · Cited by 60 · see citing works
Ferrarini, A., Fornasier, F., Serra, P., Ferrari, F., Trevisan, M., & Amaducci, S. (2017) · GCB Bioenergy · doi:10.1111/gcbb.12340 · Cited by 60 · see citing works
Soil carbon saturation, productivity, and carbon and nitrogen cycling in crop-pasture rotations
Pravia, M. V., Kemanian, A. R., Terra, J. A., Shi, Y., Macedo, I., & Goslee, S. (2019) · Agricultural Systems · doi:10.1016/j.agsy.2018.11.001 · Cited by 60 · see citing works
Direct field method for root biomass quantification in agroecosystems
Frasier, I., Noellemeyer, E. J., Fernandez, R. D., & Quiroga, A. R. (2016) · MethodsX · doi:10.1016/j.mex.2016.08.002 · Cited by 58 · see citing works
Richter, G. M., Agostini, F., Redmile-Gordon, M., White, R., & Goulding, K. W. T. (2015) · Agriculture, Ecosystems & Environment · doi:10.1016/j.agee.2014.11.011 · Cited by 57 · see citing works
Mann, J. J., Barney, J. N., Kyser, G. B., & DiTomaso, J. M. (2012) · BioEnergy Research · doi:10.1007/s12155-012-9287-y · Cited by 57 · see citing works
Carrasco, L., Gattinger, A., Fließbach, A., Roldán, A., Schloter, M., & Caravaca, F. (2009) · Microbial Ecology · doi:10.1007/s00248-009-9619-4 · Cited by 55 · see citing works
Man, J., Shi, Y., Yu, Z., & Zhang, Y. (2016) · Plant Production Science · doi:10.1080/1343943x.2015.1128097 · Cited by 55 · see citing works
Sprunger, C. D., Oates, L. G., Jackson, R. D., & Robertson, G. P. (2017) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2017.07.007 · Cited by 53 · see citing works
Potential for soil organic carbon sequestration in grasslands in East African countries: A review
Tessema, B. G., Sommer, R., Piikki, K., Söderström, M., Namirembe, S., Notenbaert, A. M. O., Tamene, L. D., Nyawira, S. S., & Paul, B. K. (2020) · Grassland Science · doi:10.1111/grs.12267 · Cited by 57 · see citing works
Monti, A., & Zegada‐Lizarazu, W. (2015) · BioEnergy Research · doi:10.1007/s12155-015-9685-z · Cited by 53 · see citing works
Self-citationHaworth, M., Centritto, M., Giovannelli, A., Marino, G., Proietti, N., Capitani, D., Carlo, A. D., & Loreto, F. (2015) · GCB Bioenergy · doi:10.1111/gcbb.12322 · Cited by 52 · see citing works
Fernando, A. L. A. D. C., Barbosa, B., Costa, J. F. D., & Papazoglou, E. G. (2015) · Elsevier eBooks · doi:10.1016/b978-0-12-802830-8.00004-6 · Cited by 46 · see citing works
Effects of drought stress on root morphology and spatial distribution of soybean and adzuki bean
Chun, H. C., Sanghun, L. E. E., Choi, Y.-D., Gong, D. H., & Jung, K. Y. (2021) · Journal of Integrative Agriculture · doi:10.1016/s2095-3119(20)63560-2 · Cited by 46 · see citing works
Sure, A., & Dikshit, O. (2019) · Journal of Environmental Management · doi:10.1016/j.jenvman.2018.12.109 · Cited by 43 · see citing works
Martani, E., Ferrarini, A., Serra, P., Pilla, M., Marcone, A., & Amaducci, S. (2021) · GCB Bioenergy · doi:10.1111/gcbb.12785 · Cited by 43 · see citing works
“%) for 2 h, and then washed in a hydraulic sieving-centrifuge device (Monti & Zatta, 2009).”
BackgroundMethodZhu, X., Liang, C., Masters, M. D., Kantola, I. B., & DeLucia, E. H. (2018) · GCB Bioenergy · doi:10.1111/gcbb.12520 · Cited by 42 · see citing works
Soil net nitrogen mineralization and leaching under Miscanthus × giganteus and Zea mays
Studt, J. E., McDaniel, M. D., Tejera‐Nieves, M., VanLoocke, A. D., Howe, A., & Heaton, E. A. (2021) · GCB Bioenergy · doi:10.1111/gcbb.12875 · Cited by 45 · see citing works
Cattaneo, F., Barbanti, L., Gioacchini, P., Ciavatta, C., & Marzadori, C. (2014) · Biology and Fertility of Soils · doi:10.1007/s00374-014-0931-x · Cited by 40 · see citing works
Bosco, S., Nasso, N. N. O. D., Roncucci, N., Mazzoncini, M., & Bonari, E. (2016) · European Journal of Agronomy · doi:10.1016/j.eja.2016.04.006 · Cited by 40 · see citing works
Gao, X., Zhao, X., Brocca, L., Pan, D., & Wu, P. (2018) · Hydrological Processes · doi:10.1002/hyp.13344 · Cited by 39 · see citing works
Schoo, B., Wittich, K. ‐., Böttcher, U., Kage, H., & Schittenhelm, S. (2016) · Journal of Agronomy and Crop Science · doi:10.1111/jac.12173 · Cited by 38 · see citing works
Pulighe, G., Bonati, G., Fabiani, S., Barsali, T., Lupia, F., Vanino, S., Nino, P., Arca, P., & Roggero, P. P. (2016) · Energies · doi:10.3390/en9110895 · Cited by 37 · see citing works
Sustainability of Perennial Crops Production for Bioenergy and Bioproducts
Fernando, A. L. A. D. C., Rettenmaier, N., Soldatos, P. G., & Panoutsou, C. (2018) · Elsevier eBooks · doi:10.1016/b978-0-12-812900-5.00008-4 · Cited by 37 · see citing works
Socio-Economic Opportunities from Miscanthus Cultivation in Marginal Land for Bioenergy
Panoutsou, C., & Chiaramonti, D. (2020) · Energies · doi:10.3390/en13112741 · Cited by 36 · see citing works
Root Traits and Carbon Input in Field‐Grown Sweet Pearl Millet, Sweet Sorghum, and Grain Corn
Thivierge, M., Angers, D. A., Chantigny, M. H., Séguin, P., & Vanasse, A. (2015) · Agronomy Journal · doi:10.2134/agronj2015.0291 · Cited by 34 · see citing works
Liang, Z., Elsgaard, L., Nicolaisen, M. H., Lyhne-Kjærbye, A., & Olesen, J. E. (2018) · Plant and Soil · doi:10.1007/s11104-018-3826-z · Cited by 33 · see citing works
LCA of Arundo donax L. lignocellulosic feedstock production under Mediterranean conditions
Forte, A., Zucaro, A., Fagnano, M., Bastianoni, S., Basosi, R., & Fierro, A. (2014) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2014.12.005 · Cited by 33 · see citing works
Ojeda, J. J., Volenec, J. J., Brouder, S. M., Caviglia, O. P., & Agnusdei, M. G. (2017) · Agricultural Water Management · doi:10.1016/j.agwat.2017.10.010 · Cited by 33 · see citing works
Pidlisnyuk, V. V., Herts, А. І., Khomenchuk, V. O., Mamirova, A., Конончук, О. Б., & Usťak, S. (2021) · Agronomy · doi:10.3390/agronomy11040798 · Cited by 33 · see citing works
Threshold Dynamics in Soil Carbon Storage for Bioenergy Crops
Woo, D. K., Quijano, J. C., Kumar, P., Chaoka, S., & Bernacchi, C. J. (2014) · Environmental Science & Technology · doi:10.1021/es5023762 · Cited by 33 · see citing works
Schoo, B., Schroetter, S., Kage, H., & Schittenhelm, S. (2016) · Journal of Agronomy and Crop Science · doi:10.1111/jac.12194 · Cited by 32 · see citing works
Novel capacitive humidity sensing properties of cobalt chromite nanoparticles based thick film
Mahapatra, P. L., Mondal, P. P., Das, S., & Saha, D. (2019) · Microchemical Journal · doi:10.1016/j.microc.2019.104452 · Cited by 32 · see citing works
Life Cycle Assessment of Energy Systems and Sustainable Energy Technologies
Basosi, R., Cellura, M., Longo, S., & Parisi, M. L. (2018) · Green energy and technology · doi:10.1007/978-3-319-93740-3 · Cited by 32 · see citing works
Gregory, A. S., Dungait, J. A. J., Shield, I. F., Macalpine, W. J., Cunniff, J., Durenkamp, M., White, R. P., Joynes, A., & Richter, G. M. (2018) · BioEnergy Research · doi:10.1007/s12155-018-9903-6 · Cited by 31 · see citing works
Agronomic and Ecological Implications of Biofuels
Bonin, C. L., & Lal, R. (2012) · Advances in agronomy · doi:10.1016/b978-0-12-394278-4.00001-5 · Cited by 31 · see citing works
Microporous copper chromite thick film based novel and ultrasensitive capacitive humidity sensor
Mahapatra, P. L., Das, S., Mondal, P., Das, T., Saha, D., & Pal, M. (2020) · Journal of Alloys and Compounds · doi:10.1016/j.jallcom.2020.157778 · Cited by 30 · see citing works
Modelling forage yield and water productivity of continuous crop sequences in the Argentinian Pampas
Ojeda, J., Pembleton, K., Caviglia, O., Islam, M., Agnusdei, M., & Garcia, S. (2018) · European Journal of Agronomy · doi:10.1016/j.eja.2017.10.004 · Cited by 26 · see citing works
Wilson, D. M., Heaton, E. A., Moore, L. A. S., Gunther, T. P., Shea, M. E., Hall, R. B., Headlee, W. L., Moore, K. J., & Boersma, N. N. (2014) · BioEnergy Research · doi:10.1007/s12155-014-9409-9 · Cited by 29 · see citing works
Abraha, M., Chen, J., Hamilton, S. K., & Robertson, G. P. (2019) · Hydrological Processes · doi:10.1002/hyp.13630 · Cited by 29 · see citing works
Wang, J., Gao, X., Zhou, Y., Wu, P., & Zhao, X. (2020) · Soil and Tillage Research · doi:10.1016/j.still.2020.104619 · Cited by 29 · see citing works
Soil Water Dynamics and Evapotranspiration under Annual and Perennial Bioenergy Crops
Yimam, Y. T., Ochsner, T. E., Kakani, V. G., & Warren, J. G. (2014) · Soil Science Society of America Journal · doi:10.2136/sssaj2014.04.0165 · Cited by 29 · see citing works
Postic, F., Beauchêne, K., Gouache, D., & Doussan, C. (2019) · Agronomy · doi:10.3390/agronomy9060297 · Cited by 29 · see citing works
Black, C. K., Masters, M. D., LeBauer, D. S., Anderson‐Teixeira, K. J., & DeLucia, E. H. (2017) · Plant and Soil · doi:10.1007/s11104-017-3333-7 · Cited by 27 · see citing works
Sarkhot, D. V., Grunwald, S., Ge, Y., & Morgan, C. L. S. (2012) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2012.02.015 · Cited by 28 · see citing works
Giannini, V., Silvestri, N., Dragoni, F., Pistocchi, C., Sabbatini, T., & Bonari, E. (2015) · Ecological Engineering · doi:10.1016/j.ecoleng.2015.11.049 · Cited by 28 · see citing works
Gioacchini, P., Cattaneo, F., Barbanti, L., Montecchio, D., Ciavatta, C., & Marzadori, C. (2016) · Soil and Tillage Research · doi:10.1016/j.still.2016.06.009 · Cited by 28 · see citing works
(2012) · doi:10.1007/978-1-4471-2903-5_3 · Cited by 28 · see citing works
Self-citationLesur‐Dumoulin, C., Bazot, M., Bio-Beri, F., Mary, B., Jeuffroy, M., & Loyce, C. (2013) · GCB Bioenergy · doi:10.1111/gcbb.12066 · Cited by 27 · see citing works
Means, M., Crews, T. E., & Souza, L. (2022) · Renewable Agriculture and Food Systems · doi:10.1017/s1742170522000084 · Cited by 27 · see citing works
von Haden, A. C., Marín-Spiotta, E., Jackson, R. D., & Kucharik, C. J. (2019) · Agricultural and Forest Meteorology · doi:10.1016/j.agrformet.2019.107731 · Cited by 27 · see citing works
Gautam, S., Baral, N. R., Mishra, U., & Scown, C. D. (2023) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2312667120 · Cited by 27 · see citing works
Liu, W., Mi, J., Song, Z., Yan, J., Li, J., & Sang, T. (2014) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2014.01.018 · Cited by 26 · see citing works
Adapting perennial grain and oilseed crops for climate resiliency
Jungers, J. M., Runck, B. C., Ewing, P. M., Maaz, T. M., Carlson, C. H., Neyhart, J., Fumia, N., Bajgain, P., Subedi, S., Sharma, V., et al. (2023) · Crop Science · doi:10.1002/csc2.20972 · Cited by 23 · see citing works
Fulton‐Smith, S., Even, R., & Cotrufo, M. F. (2024) · Geoderma · doi:10.1016/j.geoderma.2024.117078 · Cited by 24 · see citing works
Wang, M., Wagner, M., Miguez‐Macho, G., Kamarianakis, Y., Mahalov, A., Moustaoui, M., Miller, J. N., VanLoocke, A. D., Bagley, J. E., Bernacchi, C. J., et al. (2016) · Journal of Climate · doi:10.1175/jcli-d-16-0610.1 · Cited by 24 · see citing works
- Authors
- Monti, A., & Zatta, A.
- Affiliations
- University of Bologna (IT)
- Corresponding author
- Monti, Andrea
- Venue
- Agriculture, Ecosystems & Environment
- Publisher
- Elsevier BV
- Published
- 2009-08
- Volume
- 132
- Issue
- 3-4
- Pages
- 252-259
- ISSN
- 0167-8809 (ISSN-L)
- OpenAlex
- W2044963229
- Cited by
- 213
- References
- 72
- Citations by year
- 2026: 8 · 2025: 8 · 2024: 10 · 2023: 11 · 2022: 15 · 2021: 12 · 2020: 16 · 2019: 16 · 2018: 14 · 2017: 20 · 2016: 16 · 2015: 11 · 2014: 19 · 2013: 16 · 2012: 8
- FWCI
- 14.84
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Agriculture Ecosystems & Environment (publishedVersion)
- Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna) (submittedVersion)
- Funders
- Regione Emilia-Romagna
- Topics
- Life Sciences › Agricultural and Biological Sciences › Agronomy and Crop Science › Bioenergy crop production and management
- Physical Sciences › Engineering › Civil and Structural Engineering › Soil and Unsaturated Flow
- Life Sciences › Agricultural and Biological Sciences › Soil Science › Soil Carbon and Nitrogen Dynamics
- Keywords
- root distribution, root biomass, soil moisture retrieval, energy crops, perennial crops, annual crops, switchgrass, Miscanthus × giganteus, Arundo donax, root length density, King model, soil carbon storage, Po Valley, drought risk, root depth distribution, beta model, root diameter, soil water uptake
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