Matthew D. Whiting’s research while affiliated with Washington State University and other places

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Publications (138)


Figure 2: Recent Advancements in Aerial Robotic Pollination (2015-2023). This timeline depicts significant advancements in two key categories over the last decade: Insect scale Aerial Robots and Unmanned Aerial Vehicles (UAVs). The upper section highlights Insect scale aerial robots such as (a) Flapping Wing MAV -Mimics Bee's Hovering and Agility for ; (b) Robotic Bee: 20mm Top, 15mm Damper 76 ;(c) Robotic insect CAD model with five parts; flapping-wing prototype alongside rule 109 ;(d) Robobee developed by Wyss Institute in Harvard 116 ;(e) flapping-wing mechanism using scotch-yoke device 115 ; (f) Robobee as developed at the Harvard microrobotics lab 115 ;(g) NUS-Roboticbird 201 ;(h)Flapping two wing robot 52 ;(i) Untethered f light capable four-wing flapping wing Robot developed by Wyss Institute at Harvard 100 ;(j) Four wing flapping wing robot developed by University of Washington 96 ;(k) A flying wireless flapping wing robot 73 ;(l)Split dual actuator bee 129 ;(m) Robofly 55,97 ;(n) Redesigned Robofly 202 ; (o)upscaled robobee 108 ;(p) Untether flapping robot 203 ;(q) B++ prototype 101 ;(r) flapping winged flying robot with extension springs 114 and the bottom section of the figure highlights Unmanned Aerial vehicles such as (a) Bee droid, a flying pollinator 117 ; (b) CrazyFlie 2.0 103 ; (c) Ionic Liquid Gels (ILG) based aerial solution 3 ; (d) tiny UAV drone pollinator 102 ; (e) Soap bubble releasing drone 90 ; (f) UAV for tomato pollination trial indoor 79 ; (g) Pollen dispersion semi-autonomous operation 88 ; (h) Walnut pollinator drone 87 ; (i) Autonomous pollination developed at Warshaw University 204 ; (j) Spray and pollination drone for date palm 106 ; (k)Tiny drone being developed to pollinate sunflower 205 ; (l) AI controlled drone based pollination for indoor tomato 105
Figure 3: (a) Configuration of a pollination robot for tomato plant pollination in greenhouse 172 ; (b) A precision pollination robot, BrambleBee 177 ; (c) Kiwi Pollen Quad Duster developed in New Zealand to pollinate Kiwifruit in orchards ; (d) Autonomous pollination of individual kiwifruit flowers: Toward a robotic kiwifruit pollinator 163 ; (e) Forsythia Flowers in Controlled Environment using a ground robot 166 ; (f) Kiwifruit pollination robot with air-liquid spray nozzle system 165 ; (g) Prototype for Kiwifruit pollination developed by Northwest A&F University 164 ; (h) Robotic prototype for king-flower pollination developed at Washington State University 167
This table systematically contrasts Insect scale Aerial Robots and Unmanned Aerial Vehicles (UAVs), detailing their characteristics and advancements in the field of robotic pollination.
Robotics for crop pollination: recent advances and future direction
  • Preprint
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October 2024

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84 Reads

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Matthew D Whiting

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There is great interest in alternative pollination strategies for crop production in the face of climate change and perennial threats to the traditional pollination mechanisms. This review explores the potential for robotic pollination in response to these challenges to crop fertilization and global food production. Herein we describe the viability of novel robotic systems equipped with artificial intelligence and machine vision, as alternatives to traditional insect pollination. We examine the technological progress and challenges for both aerial and ground-based robotic artificial pollination systems and emphasize the need for continued research and development in this area to ensure sustainable agricultural productivity. This paper highlights the importance of robotic pollination as a practical and environmentally sustainable approach in modern agriculture, amidst burgeoning ecological threats and a dwindling agricultural workforce. Keywords: Robotic Pollination, Artificial Pollination, Automated Pollination, Pollination, Robotics, Agriculture

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Figure 7: Laboratory evaluation of robotic pollination system. Manipulator in action during the experiment [Left], Mask-RCNN results in segmenting artificial flowers [Center], and collected water sensitive papers after the experiments [Right].
Figure 10: Harvest-ready Honeycrisp apples pollinated via robotic pollination with 1 gm/l pollen concentration [Left], Harvested Fuji apples pollinated via robotic pollination with 2 gm/l pollen concentration during the fruit quality evaluation [Right]
Figure 12: Physiological disorder in Honeycrisp and Fuji apples. Shape and size disorder in Honeycrisp observed in robotic pollination experiment with 2 gm/l pollen concentration [Upper Left], Bitterpit disorder in Honeycrisp [Upper Right], Watercore disorder in Fuji [Lower Left], physiological disorder in Fuji [Lower Right]
Fruit set comparison of robotic vs natural Pollination for Honeycrisp and Fuji apple varieties at a flower and cluster level
Fruit quality comparison of robotic vs natural pollination
A Robotic System for Precision Pollination in Apples: Design, Development and Field Evaluation

September 2024

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115 Reads

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Global food production depends upon successful pollination, a process that relies on natural and managed pollinators. However, natural pollinators are declining due to different factors, including climate change, habitat loss, and pesticide use. Thus, developing alternative pollination methods is essential for sustainable crop production. This paper introduces a robotic system for precision pollination in apples, which are not self-pollinating and require precise delivery of pollen to the stigmatic surfaces of the flowers. The proposed robotic system consists of a machine vision system to identify target flowers and a mechatronic system with a 6-DOF UR5e robotic manipulator and an electrostatic sprayer. Field trials of this system in 'Honeycrisp' and 'Fuji' apple orchards have shown promising results, with the ability to pollinate flower clusters at an average spray cycle time of 6.5 seconds. The robotic pollination system has achieved encouraging fruit set and quality, comparable to naturally pollinated fruits in terms of color, weight, diameter, firmness, soluble solids, and starch content. However, the results for fruit set and quality varied between different apple cultivars and pollen concentrations. This study demonstrates the potential for a robotic artificial pollination system to be an efficient and sustainable method for commercial apple production. Further research is needed to refine the system and assess its suitability across diverse orchard environments and apple cultivars.


Nanotechnology-based approaches for promoting horticulture crop growth, antioxidant response and abiotic stresses tolerance

March 2024

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732 Reads

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7 Citations

Plant Stress

Nanotechnology offers promising applications in agriculture and horticulture. Specifically, nanofertilizers (NFs) have been investigated for enhancing growth, antioxidant defense, and productivity in fruit-bearing plants. These crops are vital for supplying essential nutrients and minerals to humans. However, their production and quality often face challenges from various stresses. Using nanoparticles (NPs) can potentially mitigate these challenges, thereby improving the productivity and quality of horticulture crops. NPs possess unique chemical and physical properties that benefit plant growth, development, and stress tolerance, making them valuable for fruit crop enhancement. This review highlights recent advancements in employing nanoparticles to bolster fruit crop growth. Various nanoparticle types, such as metal oxide, metallic, carbon-based, and organic NPs have been demonstrated positive effects on plant abiotic stress tolerance growth and fruit quality. They have been found to boost nutrient absorption, neutralize free radicals, and activate plant stress response pathways, leading to enhanced quality and yield of fruit. This review aims to elucidate significant insights into the utilization of nanoparticles as a promising strategy for bolstering the resilience of horticultural plants and safeguarding food security in the face of environmental alterations. Notwithstanding the favorable outcomes observed in ameliorating plant performance under abiotic stresses, the molecular mechanisms underlying the beneficial effects of NPs remain a subject of ongoing investigation. Further research is imperative to delve into the enduring implications , safety considerations, and optimal techniques for the application of NPs in horticultural plants.



Figure 2: Example apple bud images showing the variability accounted for during image acquisition; (a) Image quality; (b) Background complexity; (c) Weather conditions; and (d) Illumination effect.
Figure 3: Yolov8 Architecture used to identify the apple buds in commercial orchard environment.
Slicing-Aided Hyper Inference for Enhanced Fruit Bud Detection and Counting in Apple Orchards during Dormant Season

In order to meet the global food demand amidst the growing population, there’s a critical need to augment productivity in the specialty crop industry. However, workforce shortage in agriculture presents a significant challenge to increasing agricultural productivity, emphasizing the need for. automating various farm operations such as harvesting, canopy management, and crop-load management practices. A critical aspect of crop-load management is determining existing crop-load along with target yield, which is foundational for practices such as pruning and thinning. Buds, the initial phase of the flowering and fruiting process, are critical for early crop-load estimation(number of fruiting sites per branch or tree) and can facilitate informed pruning decisions to achieve the desired crop-load. Yet, the detection of these buds poses a huge challenge due to their miniature size and variable environmental conditions (including lighting) of commercial orchards. This research explores the performances of a Convolutional Neural Network (CNN) model and a VisionTransformer (ViT) model in detecting flower buds in apple orchards, using standard inference and a hyper inferencing technique. Additionally, the system quantifies buds and employs an association algorithm to correlate each bud to its respective branch, facilitating the estimation of the number of buds per branch. Despite the challenges due to the size of buds and environmental complexity, the proposed system demonstrated precision of 80.2%, recall of 80.1%, and f1-score of 80.2% in detecting flower buds, using a YOLOv8 model. Additionally, the system quantifies buds in a frame for the most salient branch using the branch-bud association with an accuracy of 73%. This study demonstrated a promising workflow in detecting and counting flower buds in a dynamic orchard environment to facilitate current manual pruning operation as well as future studies on automating pruning.


Robotic Pollination of Apples in Commercial Orchards

December 2023

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140 Reads

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4 Citations

Qeios

This research presents a novel, robotic pollination system designed for targeted pollination of apple flowers in modern fruiting wall orchards. Developed in response to the challenges of global colony collapse disorder, climate change, and the need for sustainable alternatives to traditional pollinators, the system utilizes a commercial manipulator, a vision system, and a spray nozzle for pollen application. Initial tests in April 2022 pollinated 56% of the target flower clusters with at least one fruit with a cycle time of 6.5 s. Significant improvements were made in 2023, with the system accurately detecting 91% of available flowers and pollinating 84% of target flowers with a reduced cycle time of 4.8 s. This system showed potential for precision artificial pollination that can also minimize the need for labor-intensive field operations such as flower and fruitlet thinning.


Semiautonomous Precision Pruning of Upright Fruiting Offshoot Orchard Systems: An Integrated Approach

December 2023

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99 Reads

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14 Citations

IEEE Robotics & Automation Magazine

Dormant pruning is an important orchard activity for maintaining tree health and producing high-quality fruit. Due to decreasing worker availability, pruning is a prime candidate for robotics. However, pruning also represents a uniquely difficult problem, requiring robust systems for perception, pruning point determination, and manipulation that must operate under variable lighting conditions and in complex, highly unstructured environments. In this article, we introduce a system for pruning modern planar orchard architectures with simple pruning rules that combines various subsystems from our previous work on perception and manipulation. The integrated system demonstrates the ability to autonomously detect and cut pruning targets with minimal control of the environment, laying the groundwork for a fully autonomous system in the future. We validate the performance of our system through field trials in a sweet cherry orchard, ultimately achieving a cutting success rate of 58% across 10 trees. Though not fully robust and requiring improvements in throughput, our system is the first to operate on fruit trees and represents a useful base platform to be improved in the future.



Fruit crop abiotic stress management: a comprehensive review of plant hormones mediated responses

October 2023

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314 Reads

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11 Citations

Fruit Research

Horticultural crop production is severely threatened by the changing global climate, as plants are vulnerable to a range of abiotic and biotic stresses. Abiotic stressors, such as floods, UV radiation, heat, drought, salt, and cold, often lead to crop damage and loss. However, plants have evolved sophisticated mechanisms enabling them to respond effectively to stressful conditions, thereby enhancing their ability to overcome challenges. They have evolved complex systems that detect stress signals and enable optimum growth responses, thus enabling them to survive in harsh environments. Due to their potential to mitigate the adverse impacts of abiotic stress, phytohormones have garnered significant research attention in recent years. Current findings have highlighted the crucial role that diverse phytohormones play in strengthening horticulture plants resistant to abiotic stress. Furthermore, plant growth regulators that function similarly to phytohormones, such as melatonin, have also been proven to be effective methods for mitigating the adverse impacts of both biotic and abiotic stress on fruit crops. A comprehensive understanding of the complex hormonal interactions that occur in a range of horticultural crops when exposed to biotic stress is a crucial summary of the function of phytohormones like plant growth regulators in decreasing abiotic stress and their associated crosstalk in the growth and development of plants under repeated stressful situations. The primary objective of this investigation is to focus on the fundamental advancements in the abiotic stress tolerance of fruit crops through the utilization of a diverse array of hormones including gibberellin (GA), brassinosteroids (BRs), abscisic acid (ABA), salicylic acid (SA), strigolactones (SLs), jasmonates (JAs), and melatonin (MEL). The insights gained from this study have the potential to facilitate sustainable plant growth, as hormones play a critical role in enhancing the abiotic stress resilience of horticultural crops.


Citations (66)


... In recent years, the decline in wh eat yiel ds i n Kazakhstan has be en attributed to the adverse effects of drought resulting from climate change, as indicated by numerous research findings (Zargar et al., 2011;Pavlova et al., 2014;Karatayev et al., 2022). Drought stress significantly impacts the key physiological aspects, such as relative water content (RWC), biochemical factors like proline content and molecular characteristics of wheat plants throughout their growth stages, from germination to maturity (Mondal and Bose, 2019;Burlutskiy et al., 2020;Singhal et al., 2021;Nile et al., 2022;Manzoor et al., 2024). Seed coating improves the antioxidant capacity in drought conditions by boosting enzyme activity and reducing oxidative stress (Ahmed et al., 2015). ...

Reference:

Enhancing drought resistance in early-stage development of spring soft wheat (Triticum aestivum L.) using trace elements in a dry steppe zone
Nanotechnology-based approaches for promoting horticulture crop growth, antioxidant response and abiotic stresses tolerance
  • Citing Article
  • March 2024

Plant Stress

... Nanotechnology has emerged as a promising tool in agriculture, offering innovative solutions such as nano fertilizers that enhance nutrient use efficiency (Usman et al., 2020;Singh et al., 2023;Singh Visen et al., 2024). Nano fertilizers, used as foliar sprays, offer significant advantages due to their small size and quick transport within plant tissues under irrigation stress conditions (Dilnawaz et al., 2023;Manzoor et al., 2023;Saha and Bharadwaj, 2023), nano engineered particles have shown to have had induced drought tolerance in millets specially in pear millet (Mohan et al., 2023), their nanoscale dimensions allow for greater biological activity, improved absorption, and efficient utilization by the plants, leading to faster and more effective responses to nutrient deficiencies (Channab et al., 2024;Faizan et al., 2024). Nano fertilizers ensure that micronutrients like zinc are delivered directly to the sites of action, thereby enhancing photosynthetic efficiency and stress tolerance more effectively than conventional fertilizers. ...

Nanotechnology-based approaches for promoting horticulture crop growth, antioxidant response and abiotic stresses tolerance
  • Citing Article
  • January 2024

... Additionally, the accurate detection of tree components during this season is crucial for collision-free robotic operations in precision pollination. With the increasing focus on robotic pollination, as highlighted in studies like [66], [67], ensuring that robots can navigate and operate without collision during this delicate phase is essential. This not only enhances pollination effectiveness but also minimizes potential damage to the trees and blossoms, thereby supporting advanced agricultural practices through the integration of robust image processing technologies. ...

Robotic Pollination of Apples in Commercial Orchards

... Notably, treatment with an optimal melatonin concentration (300 mmol/L) substantially improved germination rate, vigor index, and morphological parameters while reducing seedling mortality. These results highlight melatonin's potential role in enhancing plant survival under stress conditions (Arnao and Hernańdez-Ruiz, 2020;Manzoor et al., 2023;Zhang et al., 2014). These findings have important ecological implications since Reaumuria trigyna is a key ultra-xerophyte for ecological restoration in arid regions. ...

Melatonin: A multi-functional regulator of fruit crop development and abiotic stress response
  • Citing Article
  • November 2023

Scientia Horticulturae

... (b) Pistachio leaves used for field experiments; (c) Magnolia leaves used for lab experiments. [3], seeding and planting [4], weed detection and removal [5], precision irrigation and fertilization [6], [7], phenotyping [8], and pruning [9], [10]. Innovation of new agricultural robots is critical globally, particularly in countries facing severe labor shortages. ...

Semiautonomous Precision Pruning of Upright Fruiting Offshoot Orchard Systems: An Integrated Approach

IEEE Robotics & Automation Magazine

... Plant growth and development, particularly the transition to flowering, are influenced by various factors (Kaur et al. 2021;Manzoor et al. 2023;Maple et al. 2024;Fan et al. 2024). NF-Ys play a crucial role in plant development (Mu et al. 2013;Bai et al. 2016), with a key impact on flowering regulation (Laloum et al. 2013). ...

Fruit crop abiotic stress management: a comprehensive review of plant hormones mediated responses

Fruit Research

... Other economically important fruits, such as apples, bananas, peaches, oranges, cherries, pears and coconut, are often severely impacted by environmental stress, but most Ficus species display superior resilience to stress [24][25][26][27][28][29][30]. The Ficus species are drought tolerant. ...

Strigolactone and salicylic acid regulate the expression of multiple stress-related genes and enhance the drought resistance of cherry rootstocks
  • Citing Article
  • April 2023

Scientia Horticulturae

... Oregon State University (OSU), USA has been studying robotic pruning for the past several years, including foreground/background segmentation (You et al., 2022a), semantic tree skeletonization (You et al., 2022b), and learning-based control using real-time RGB images (You et al., 2022c). During recent field trials in a commercial cherry orchard (Davidson et al. 2022), the implemented scanning protocol was a pre-planned naïve, lawnmower pattern wherein the robot moved along a vertical line at the approximated centre of the vertical leader. Since leaders are curved and not perfectly vertical, the naive approach resulted in missing segments of leaders that were outside the view of the camera (i.e. the robot scanned free space instead). ...

Recent work on robotic pruning of upright fruiting offshoot cherry systems
  • Citing Article
  • February 2023

Acta Horticulturae

... Deciduous fruit trees, such as sweet cherry (Prunus avium), are particularly sensitive to this risk when grown in regions with welldifferentiated seasonal climates and can experience significant crop losses caused by freezing events (Chmielewski et al. 2018;Salazar-Gutiérrez and Chaves-Cordoba 2020). Due to the potential impact of cold damage on commercial sweet cherry production, research has aimed to: improve our understanding of sweet cherry flower bud cold hardiness (e.g., Andrews and Proebsting 1986;Kappel 2010;Salazar-Gutiérrez et al. 2014;Kose and Kaya 2022); generate methods to model and estimate flower bud cold hardiness (e.g., ; Salazar-Gutiérrez and Chaves-Cordoba 2020; Houghton et al. 2023b); and evaluate potential ways to protect buds from freezing events (e.g., Arnoldussen et al. 2022). ...

Internal freezing and heat loss of apple (Malus domestica Borkh.) and sweet cherry (Prunus avium L.) reproductive buds are decreased with cellulose nanocrystal dispersions

... Market price of sweet cherry is heavily influenced by fruit diameter; even slight size changes contribute significantly to crop profitability (Whiting et al. 2006;Monney et al. 2009;Bondarenko 2018). Intra-canopy variability in fruit size is inherent to fruit crops even within the same branch, cluster, and light environment (Whiting and Sallato 2022). In the present study, the difference between the smallest and the largest fruit on the same tree was 12 mm. ...

Intra-canopy variability in apple fruit quality is great
  • Citing Article
  • September 2022

Acta Horticulturae