Chad W. Higgins’s research while affiliated with Oregon State University and other places

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Publications (45)


Correction: Agroforestry versus agrivoltaic: spectral composition of transmitted radiation and implications for understory crops
  • Article
  • Publisher preview available

November 2024

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20 Reads

Agroforestry Systems

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Azad Dazaea

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Chad W. Higgins
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Herbage and sheep production from simple, diverse, and legume pastures established in an agrivoltaic production system

February 2024

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157 Reads

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5 Citations

Grass and Forage Science

Agrivoltaic systems combine solar energy and agriculture, promoting dual land use. Although grazing sheep in these systems is common, research on intentionally designed pastures to increase production is lacking. This study seeks to compare the herbage growth and lamb production in simple, diverse, and legume pastures in an agrivoltaic system over 2 years in Oregon. Annual herbage production in diverse pastures (4583 kg DM ha ⁻¹ ) was comparable to simple pastures (4457 kg DM ha ⁻¹ ), but higher than legume pastures ( p < .05; 4023 kg DM ha ⁻¹ ) for the 2020/2021 growing season. In the 2021/2022 growing season, diverse pastures had a higher yield (4660 kg DM ha ⁻¹ , p < .05) than simple pastures (4052 kg DM ha ⁻¹ ), which were similar to legume pastures (3955 kg DM ha ⁻¹ ). Liveweight gain (LWG; g head ⁻¹ d ⁻¹ ) tended ( p = .06) to be higher from lambs in diverse and legume pastures compared to simple pastures in spring 2021. Liveweight production (LWP; kg ha ⁻¹ d ⁻¹ ) of legume pasture were greater ( P < 0.05) than other pasture types, while simple pastures had the lowest LWP during this period. In summer 2021, LWG tended to be greater in lambs grazing diverse versus simple pastures. No difference was detected (all p > .05) in LWG or LWP at any grazing period in 2022. Overall, efficiency of pasture production was greatly reduced by lower light availability in all pasture types. Diversification of pastures using forbs in agrivoltaics was a good strategy for greater herbage production, while the legume pastures had poor persistence.


Conductivity of the Hemp Stems Under Water Stress

December 2023

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79 Reads

The hydraulic conductivity of hemp stems under water-stress conditions was investigated to assess the impact on water transport from the root to the leaves. Water-stress conditions induce embolism (cavitation) in xylem channels, thereby affecting water flow. The percentage loss of water transfer ability within the xylem channels can be represented by a 19 'vulnerability curve' (VC). This study utilized an air injection technique to induce embolisms in the stem and measured the subsequent changes in hydraulic conductivity using a specialized measurement apparatus. The results revealed that the shape of the vulnerability curve for hemp was influenced by the xylem area, which is an atypical finding with no prior evidence in other plant species. The statistical analysis confirmed the significance of this effect (p-value=0.003 at 95% confidence intervals). Consequently, a non-traditional mathematical equation (simple power law) was developed to describe the relationship between pressure and xylem area. Furthermore, our findings demonstrated that hemp stems are more responsive to water stress compared to other plant species documented in previous literature. The minimum pressure (0.15 MPa) at which initial cavitation is observed and the maximum pressure (~2.4 MPa) at which all stem conductance is lost were among the lowest reported values, indicating that hemp growth may be significantly affected by deficit irrigation strategies. Thus, careful monitoring of the irrigation schedule is crucial, particularly for younger stems with smaller xylem cross-sectional areas. These insights into the hydraulic behavior of hemp can contribute to the development of improved irrigation strategies in agriculture, ultimately enhancing water-use efficiency and optimizing crop production.


Aerial view of the photovoltaic site (left), and of the willow site (right), with indication of the measurement sites
Transect under photovoltaic panels. The figure shows the 28 measuring points along the transect, between two rows of photovoltaic panels. The points were marked on the ground, to allow measuring exactly in the same place at every measuring time
Top: Photosynthetic (400–700 nm) and total (380–780 nm) photon flux densities (PPFD and PFD, respectively). Bottom: photon flux densities of the different spectra (violet, 380–400 nm; blue, 400–500 nm; green, 500–600 nm; red, 600–700; far-red, 700–780). Points in the graph, starting from left to right, are individual measurements at different positions along the transect, starting from under the panel row (position 1 in Fig. 2), and up to 25 cm before the same position under the next row (position 28 in Fig. 2), and starting from under the east row of trees, up to 50 cm before the west row. The individual points at the center of the graphs, between the two transects, are for the radiation incident above the panels and trees (full-sun control) and are the average of three measurements, taken before, after and between the two transect measurements)
Percentage of total radiation for the five different spectra. Points are individual measurements as in Fig. 1
Red far-red ratio (R:FR). Points are individual measurements as in Fig. 1

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Agroforestry versus agrivoltaic: spectral composition of transmitted radiation and implications for understory crops

October 2023

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208 Reads

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5 Citations

Agroforestry Systems

In both agroforestry and agrivoltaics, crops are cultivated under the shade of a top story layer of trees and photovoltaic (PV) panels, respectively. However, the quality (i.e. spectral composition) of the transmitted radiation might differ between the two systems. Tree canopies are green and absorb different spectra selectively, while panels are black and thus should not alter the spectral composition of transmitted radiation. Consequently, plant growth and yield may differ depending on the spectral composition of light. In this study, the spectral composition of transmitted radiation (at ground level) was measured with a spectrometer along transects between adjacent rows of trees and PV panels. The transects crossed both sunlit and shaded areas. The radiation transmitted in sunlit areas was nearly identical, qualitatively and quantitatively, to the incident radiation above both systems. In the shaded areas, transmission was strongly reduced, as expected, and the spectral composition changed. Under tree canopies the percentage of green (G) and red (R) radiation decreased, while the percentage of blue (B) and violet (V) remained similar to the sunlit areas, and far-red (FR) increased sharply. Under the PV panels, both R and FR decreased, G remained similar, while B and V increased gradually from the edge of the shade towards the center of the shaded area. This changed the ratios between different spectra. For instance, the R:FR ratio under the panels varied with the position but remained close to the incoming radiation value (1.35), while under the trees it decreased to 0.35. The R:FR ratio decreased in close correlation (R² = 0.98) with the fraction of transmitted radiation, under the trees, but not under the panels. The B:R ratio increased in the shade in both systems, but more so in the panel system. G:R and B:G ratios also changed between and within systems, but less dramatically, while the B:FR ratio decreased at decreasing transmittance under the trees, but increased under the panels. The results indicate that even when transmitted radiation quantity is similar, radiation quality in the shaded areas may differ substantially between agroforestry and agrivoltaic systems. The higher R:FR and B fraction under PV panels shade may fail to induce shade adaptation responses in plants, unless low radiation level signals prevail over radiation quality signals in inducing such response.


Hydraulic Conductivity of The Hemp Stems Under Water Stress

June 2023

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58 Reads

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1 Citation

The hydraulic conductivity of hemp stems under water-stress conditions was investigated to assess the impact on water transport from the root to the leaves. Water-stress conditions induce embolism (cavitation) in xylem channels, thereby affecting water flow. The percentage loss of water transfer ability within the xylem channels can be represented by a ‘vulnerability curve’ (VC). This study utilized an air injection technique to induce embolisms in the stem and measured the subsequent changes in hydraulic conductivity using a specialized measurement apparatus. The results revealed that the shape of the vulnerability curve for hemp was influenced by the xylem area, which is an atypical finding with no prior evidence in other plant species. The statistical analysis confirmed the significance of this effect (p-value=0.003 at 95% confidence intervals). Consequently, a non-traditional mathematical equation (simple power law) was developed to describe the relationship between pressure and xylem area. Furthermore, our findings demonstrated that hemp stems are more responsive to water stress compared to other plant species documented in previous literature. The minimum pressure (0.15 MPa) at which initial cavitation is observed and the maximum pressure (∼2.4 MPa) at which all stem conductance is lost were among the lowest reported values, indicating that hemp growth may be significantly affected by deficit irrigation strategies. Thus, careful monitoring of the irrigation schedule is crucial, particularly for younger stems with smaller xylem cross-sectional areas. These insights into the hydraulic behavior of hemp can contribute to the development of improved irrigation strategies in agriculture, ultimately enhancing water-use efficiency and optimizing crop production. Highlight The hydraulic conductivity of hemp stems under water-stress conditions was investigated to assess the impact on water transport from the root to the leaves. The results revealed that the shape of the vulnerability curve for hemp was influenced by the xylem area, which is an atypical finding with no prior evidence in other plant species. Our findings demonstrated that hemp stems are more responsive to water stress compared to other plant species documented in previous literature. The minimum pressure (0.15 MPa) at which initial cavitation is observed and the maximum pressure (∼2.4 MPa) at which all stem conductance is lost were among the lowest reported values, indicating that hemp growth may be significantly affected by deficit irrigation strategies. Thus, careful monitoring of the irrigation schedule is crucial, particularly for younger stems with smaller xylem cross-sectional areas. These insights into the hydraulic behavior of hemp can contribute to the development of improved irrigation strategies in agriculture, ultimately enhancing water-use efficiency and optimizing crop production.



The effect of establishment method and shade zone within solar arrays on pasture production in an agrivoltaic production system

December 2022

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50 Reads

AIP Conference Proceedings

Animal grazing to control understory herbage growth in photovoltaics sites presents a substantial opportunity for animal and energy production within the same site. However, there is a paucity of information on the effect of field preparation method within solar arrays on the establishment and productivity of pastures. Thus, the current study investigated the effects of field preparation and shade within solar arrays on plant germination and subsequent herbage yield in an agrivoltaic system. The treatments were (i) tillage and plastic cover (TP), (ii) plastic cover only (P), and (iii) herbicide application prior to sowing (H). A diverse pasture mixture, comprised of perennial ryegrass (Lolium perenne L.), orchardgrass (Dactylis glomerata L.), white clover (Trifolium repens L.), birdsfoot trefoil (Lotus corniculatus L.), chicory (Cichorium intybus L.), and plantain (Plantago lanceolata L.) was direct drilled within solar arrays in spring 2020. The experiment layout was a completely randomized plot design with three replicates. The pastures were harvested in fully shaded, partially shaded and non-shaded zones within solar arrays in each plot in July and October 2020. The average across the treatments herbage dry matter (DM) yield was 1127 kg DM ha⁻¹ and 1305 kg DM ha⁻¹ in July and October 2020, respectively. While the effect of establishment method was significant with plastic cover and tillage application resulting in the highest DM yield of 1547 kg DM ha⁻¹, the herbage yield in three shade zones within the solar arrays did not differ in July 2020. The herbicide application alone had the lowest DM yield at the establishment stage in summer. The effect of establishment method on forage DM yield was not significant in October 2020. However, a treatment×shade zone interaction was detected as the non-shaded, middle zone in herbicide only treatment had substantially lower DM yield than other two shade zones.


Agrivoltaics: Modeling the relative importance of longwave radiation from solar panels

October 2022

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239 Reads

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9 Citations

Agrivoltaics, which integrate photovoltaic power production with agriculture in the same plot of land, have the potential to reduce land competition, reduce crop irrigation, and increase solar panel efficiency. To optimize agrivoltaic systems for crop growth, energy pathways must be characterized. While the solar panels shade the crops, they also emit longwave radiation and partially block the ground from downwelling longwave radiation. A deeper understanding of the spatial variation in incoming energy would enable controlled allocation of energy in the design of agrivoltaic systems. The model also demonstrates that longwave energy should not be neglected when considering a full energy balance on the soil under solar panels.


Economic Viability of Ultrasonic Sensor Actuated Nozzle Height Control in Center Pivot Irrigation Systems

April 2022

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153 Reads

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3 Citations

The coverage of center pivot irrigation systems used around the world has increased. One potential factor driving their adoption is improved water application efficiency relative to some other sprinkler or surface irrigation approaches. Center pivot irrigation systems may be further improved by dynamic elevation spray application (DESA). DESA systems adjust the nozzle height in response to plant growth and canopy heterogeneities. The DESA approach is relatively new and there is uncertainty in its economic viability and worthiness of further investigation. Thus, an economic scenario analysis was performed to explore the potential economic benefits of DESA based on permutations of irrigation pivot efficiency without DESA, water-saving potential of DESA, and water cost. The weighted costs and benefits of the height-adjusted approach for a set of water cost savings scenarios showed the net return price with the water cost savings per season. We show that DESA could have economic viability at current component costs and is worthy of further investigation and refinement.


Citations (35)


... Additionally, AVS offers broader environmental benefits compared with conventional standalone agriculture, demonstrating co-benefits in 15 out of 16 impact categories [161]. These findings suggest that facilitating the deployment AVS can contribute to climate change mitigation and align with the climate targets set by the Paris Agreement [189,190]. Pandey et al (2025) A systematic review of agrivoltaics on productivity profitability and environmental co-benefits. Sustainable Production and Consumption. ...

Reference:

A systematic review of agrivoltaics: productivity, profitability, and environmental co-benefits
Agrivoltaics: Synergies and trade-offs in achieving the sustainable development goals at the global and local scale
  • Citing Article
  • May 2024

Applied Energy

... This dual-use approach leverages sheep as natural vegetation managers, reducing fire risk, and ensuring that photovoltaic (PV) systems remain efficient by preventing panel shading (Andrew et al., 2021). Despite its promise, several challenges remain underexplored, including the long-term impacts on native plant communities, optimal sheep stocking densities, and managing sheep health under varying climatic conditions (Kampherbeek et al., 2023;Andrew et al., 2024). Furthermore, the declining U.S. sheep population presents a challenge to the immediate scalability of solar grazing to meet the demands of the growing solar industry (USDA NASS, 2024). ...

Herbage and sheep production from simple, diverse, and legume pastures established in an agrivoltaic production system
  • Citing Article
  • February 2024

Grass and Forage Science

... To do so, the walls of the plant vessels must be highly lignified in a way that avoids collapse or cavitation [69,73]. Under water stress, the volume of water in the soil is not enough, so the water potential of the absorbing root cells can extract it from the soil and raise this water to the conductive vessels, which reduces water uptake from the soil [74] as well as its transmission to the leaves, a process that is called hydraulic conductivity (Kp) [75][76][77]. An extracted relationship between water deficiency and tree physiology is based on hydraulic failure when the transpiration rate is higher than the root uptake, creating high tension in xylem vessels and leading to embolism and loss of conductivity of the tree transport system [78,79]. ...

Conductivity of the Hemp Stems Under Water Stress

Fortune Journal of Health Sciences

... A recent study on the qualitative assessment of spectral composition under panels reported altered radiation spectra, with increased in V and B and reductions in R and FR wavelengths [53]. Diffuse radiation represented almost the total amount in the inner air space of the AV, and it was particularly enriched in short-wavelength radiation due to the Rayleigh scattering effect [54]. ...

Agroforestry versus agrivoltaic: spectral composition of transmitted radiation and implications for understory crops

Agroforestry Systems

... In some studies, thermal modelling was performed to investigate changes in module and cell temperature without incorporating it in electrical yield calculations, using Computational Fluid Dynamics (CFD) [77,104], Finite Element Methods (FEM) [105], and analytical methods [106]. Further information can be found in Section 3.3.2. ...

Agrivoltaics: Modeling the relative importance of longwave radiation from solar panels

... Estimates for T UL were obtained using energy balance principles and an empirical model. Idso et al. [7] introduced the non-waterstressed baseline (NWSB), which shows that in well-watered crops, the difference between canopy temperature and air temperature, also known as leaf temperature depression (LTD), is linearly related to the vapor pressure deficit (VPD) for a variety of crops (Equation (2)). ...

Economic Viability of Ultrasonic Sensor Actuated Nozzle Height Control in Center Pivot Irrigation Systems

... Shade resilient crops in hot-arid climatic regions can increase their yield while alleviating the argumentative effects of excessive temperatures and solar radiations (Jain et al. 2015). The current enhancement of electric vehicles by utilizing AGV systems in wetland, forested land, and protected lands can improve rural charging stations which could support to decrease of carbon emissions due to electrical vehicle use (Steadman and Higgins 2022). Assessed the impacts of pasture based AGV system on environment and resulted that AGV system reduces emission of greenhouse gas (Pascaris et al. 2021a, Pascaris et al. 2021b. ...

Agrivoltaic systems have the potential to meet energy demands of electric vehicles in rural Oregon, US

... Droplet size is inversely correlated with evaporation losses; smaller droplets evaporate faster than larger ones [19]. Altitude and flight speed can extend the time droplets remain airborne, but they also increase their susceptibility to natural crosswinds and environmental weather conditions, which contribute to drift [20]. ...

Evaluation of novel ultrasonic sensor actuated nozzle in center pivot irrigation systems
  • Citing Article
  • March 2022

Agricultural Water Management

... This stability was due to localized warm air advection resulting from nonhomogenous surface heating within the near-surface boundary layer and the complex interaction of local thermally driven flows forced on different scales either basin-wide or from tributary canyons. Especially in complex terrain, thermally driven flows are influenced by both temperature differences and topography (Drake et al., 2021). Previous studies have suggested the impact of heterogenous surface heating on the exchange of turbulence within the boundary layer using large-eddy simulations (Wanner et al., 2022), and a similar hypothesis can be said about localized airflow caused by nonhomogenous surface heating in complex terrain. ...

Distinguishing Time Scales of Katabatic Flow in Complex Terrain

... This inexpensive technology can be implemented in many agricultural settings. The drip irrigation technique was chosen for its ability to enhance water efficiency significantly [13]. Compared to conventional irrigation methods, it can potentially reduce water usage by 30% to 60% [14]. ...

A Variable Rate Drip Irrigation Prototype for Precision Irrigation