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				<title level="a" type="main">Considerations for a Multi-purpose Agrobot Design Toward Automating Skillful Viticultural Tasks: A Study in Northern Greece Vineyards</title>
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							<persName><forename type="first">Eleni</forename><surname>Vrochidou</surname></persName>
							<email>evrochid@cs.ihu.gr</email>
							<affiliation key="aff0">
								<orgName type="department">Department of Computer Science</orgName>
								<orgName type="laboratory">Human-Machines Interaction (HUMAIN) Lab</orgName>
								<orgName type="institution">International Hellenic University (IHU)</orgName>
								<address>
									<postCode>65404</postCode>
									<settlement>Kavala</settlement>
									<country key="GR">Greece</country>
								</address>
							</affiliation>
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							<persName><forename type="first">Christos</forename><surname>Bazinas</surname></persName>
							<affiliation key="aff0">
								<orgName type="department">Department of Computer Science</orgName>
								<orgName type="laboratory">Human-Machines Interaction (HUMAIN) Lab</orgName>
								<orgName type="institution">International Hellenic University (IHU)</orgName>
								<address>
									<postCode>65404</postCode>
									<settlement>Kavala</settlement>
									<country key="GR">Greece</country>
								</address>
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							<persName><forename type="first">Efthimia</forename><surname>Mavridou</surname></persName>
							<email>emavridou@teiemt.gr</email>
							<affiliation key="aff0">
								<orgName type="department">Department of Computer Science</orgName>
								<orgName type="laboratory">Human-Machines Interaction (HUMAIN) Lab</orgName>
								<orgName type="institution">International Hellenic University (IHU)</orgName>
								<address>
									<postCode>65404</postCode>
									<settlement>Kavala</settlement>
									<country key="GR">Greece</country>
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							<persName><forename type="first">Theodore</forename><surname>Pachidis</surname></persName>
							<affiliation key="aff0">
								<orgName type="department">Department of Computer Science</orgName>
								<orgName type="laboratory">Human-Machines Interaction (HUMAIN) Lab</orgName>
								<orgName type="institution">International Hellenic University (IHU)</orgName>
								<address>
									<postCode>65404</postCode>
									<settlement>Kavala</settlement>
									<country key="GR">Greece</country>
								</address>
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							<persName><forename type="first">Spyridon</forename><surname>Mamalis</surname></persName>
							<email>mamalis@teiemt.gr</email>
							<affiliation key="aff1">
								<orgName type="department" key="dep1">Department of Management Science and Technology</orgName>
								<orgName type="department" key="dep2">School of Economics and Business Administration</orgName>
								<orgName type="institution">International Hellenic University (IHU)</orgName>
								<address>
									<postCode>65404</postCode>
									<settlement>Kavala</settlement>
									<country key="GR">Greece</country>
								</address>
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						<author>
							<persName><forename type="first">Stefanos</forename><surname>Koundouras</surname></persName>
							<affiliation key="aff2">
								<orgName type="department" key="dep1">Faculty of Agriculture, Forestry and Natural Environment</orgName>
								<orgName type="department" key="dep2">School of Agriculture</orgName>
								<orgName type="laboratory">Laboratory of Viticulture</orgName>
								<orgName type="institution">Aristotle University of Thessaloniki (AUTh)</orgName>
								<address>
									<postCode>54124</postCode>
									<settlement>Thessaloniki</settlement>
									<country key="GR">Greece</country>
								</address>
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							<persName><forename type="first">Theodoros</forename><surname>Gkrimpizis</surname></persName>
							<email>gkrimpiz@agro.auth.gr</email>
							<affiliation key="aff2">
								<orgName type="department" key="dep1">Faculty of Agriculture, Forestry and Natural Environment</orgName>
								<orgName type="department" key="dep2">School of Agriculture</orgName>
								<orgName type="laboratory">Laboratory of Viticulture</orgName>
								<orgName type="institution">Aristotle University of Thessaloniki (AUTh)</orgName>
								<address>
									<postCode>54124</postCode>
									<settlement>Thessaloniki</settlement>
									<country key="GR">Greece</country>
								</address>
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							<persName><forename type="first">Vassilis</forename><forename type="middle">G</forename><surname>Kaburlasos</surname></persName>
							<affiliation key="aff0">
								<orgName type="department">Department of Computer Science</orgName>
								<orgName type="laboratory">Human-Machines Interaction (HUMAIN) Lab</orgName>
								<orgName type="institution">International Hellenic University (IHU)</orgName>
								<address>
									<postCode>65404</postCode>
									<settlement>Kavala</settlement>
									<country key="GR">Greece</country>
								</address>
							</affiliation>
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						<title level="a" type="main">Considerations for a Multi-purpose Agrobot Design Toward Automating Skillful Viticultural Tasks: A Study in Northern Greece Vineyards</title>
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					<term>Precision agriculture</term>
					<term>agricultural robot</term>
					<term>viticultural practices</term>
					<term>vineyard</term>
					<term>automation</term>
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<div xmlns="http://www.tei-c.org/ns/1.0"><p>Seasonal labor shortages in agriculture are experienced throughout Europe and beyond especially, but not only, during the harvest time when the demand for hands is high as well as urgent. Agrobots have been established as a sustainable solution to support these growing demands due to their capacity to work incessantly, fast as well as with skillful precision. In the aforementioned context, this work investigates the design of a single multi-purpose robotic system towards automation of a number of skillful viticultural practices. Best practices are recorded thoroughly according to the needs of local northern Greek wineries through interviews with experts. Possibilities and limitations for robotic implementation are discussed and appropriate end-effectors are outlined.</p></div>
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<div xmlns="http://www.tei-c.org/ns/1.0"><head n="1.">Introduction</head><p>The quality of grapes and produced wine is directly affected by the terroir of wine and both growing and winemaking practices <ref type="bibr" target="#b0">[1,</ref><ref type="bibr" target="#b1">2]</ref>. Canopy manipulation practices are traditionally performed by experienced workers. However, the vast cultivation areas due to production growing demands in conjunction to the lack of seasonal labor yell for robotic interventions to automize viticultural seasonal practices in a dexterous and consistent way.</p><p>Agricultural robots, namely Agrobots <ref type="bibr" target="#b2">[3]</ref>, have been sparingly used in viticultural automation <ref type="bibr" target="#b3">[4]</ref>; for harvesting <ref type="bibr" target="#b4">[5]</ref>, spraying <ref type="bibr" target="#b5">[6]</ref>, berry thinning <ref type="bibr" target="#b6">[7]</ref>, pruning <ref type="bibr" target="#b7">[8]</ref>, monitoring <ref type="bibr" target="#b8">[9]</ref>. However, certain highly skillful tasks, such as shoot thinning or tying, have not yet been automated. Less detailed tasks, such as top/lateral removal, have been automated with appropriate tools mounted on tractors, yet, not altogether by a single muti-purpose agrobot. The challenge is for an agrobot or group of robots <ref type="bibr" target="#b9">[10]</ref>, to automate a multitude of viticultural practices with minimal adaptations of suitable tools/end-effectors.</p><p>Towards this end, this work investigates the design of a multi-purpose robotic system for the automated vineyard management practices of harvest, cluster thinning, leaf removal, pruning, shoot thinning, top (topping) and lateral removal, weed removal, spraying, and tying. The focus is on optimal requirements of practices as delineated by expert oenologists and agronomist based on the needs and characteristics of Northern Greek vineyards. For each of the practices, appropriate end-effectors are proposed. The scope is to investigate possibilities and limitations of robotic implementation of a set of basic viticultural practices which in their entirety have never been automated yet by a single robotic system.</p><p>The remainder of the paper is as follows: optimal viticultural practices are described in Section 2; requirements for appropriate end-effectors and challenges are included; Section 3 concludes the paper.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.">Optimal Viticultural Practices</head><p>Optimal viticultural practices are extracted through interviews with expert agronomists and oenologists of three wineries of Kavala and Drama, in Northern Greece, under the ongoing project SVtech <ref type="bibr" target="#b10">[11]</ref>. Interviews took place in August 2021 and were conducted by teams of engineers and computer scientists who will consequently design the final robotic system. In what follows, all tasks are determined. Suggested end-effectors and challenges towards robotic automation are included in Table <ref type="table" target="#tab_0">1</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1.">Cutting Tasks</head><p>The following subsections describe an array of cutting tasks including harvest and cluster thinning, leaf removal, pruning, shoot thinning, top and lateral shoot removal, and weed removal.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1.1.">Harvest and Cluster Thinning</head><p>Harvest is the collection of all fully and equally ripened grape clusters. The process includes cutting grape bunches off the vine and collecting them into harvest crates <ref type="bibr" target="#b11">[12]</ref>. Cluster thinning is employed to improve foliage-yield relationship by selecting and removing bunches that are not uniformly ripened, of smaller size, defected or belong on the outer edge of the vine <ref type="bibr" target="#b12">[13]</ref>.</p><p>In both tasks bunches are cut-off from the stem, therefore, they can be automated with the same endeffector. In manual harvest, the harvester grasps the cluster with the non-dominant hand and cuts it free with the dominant hand by using a grape picking scissors. Thus, the automated system needs endeffector(s) able cut the grape cluster from the stem and hold it.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1.2.">Leaf Removal</head><p>Leaf removal refers to the modification of the microclimate of foliage, by removing leaves from the base of the shoots in the cluster zone, towards a better exposure to the sun <ref type="bibr" target="#b13">[14]</ref>. Leaf removal varies depending on the grape variety; less leaves in white and more in red varieties are removed. Regardless the variety, leaf removal is traditionally performed manually. Leaves are removed easily with a sharp motion pulling the leaf downwards with the hand. Therefore, leaves removal can be automated by using an appropriate end-effector that could grasp and remove leaves.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1.3.">Pruning</head><p>Winter pruning is one of the most important viticultural practices due to its physiological and productive effect on plants <ref type="bibr" target="#b14">[15]</ref>. There are several ways to prune a vine depending on the variety. Thus, a basic and generic automated approach is extracted; the canes for renewal are selected and cut back to two canes each; the rest of the wood is cut off and removed; manual trimming can be performed afterwards whenever highly specialized pruning techniques are needed.</p><p>Manual pruning is still prevalent and performed by experienced workers using secateurs with a parrot beak; the worker holds the cane with the non-dominant hand and cuts it with the dominant hand; the cut wood is removed with the non-dominant hand. Thus, the automated system needs to hold the cane, cut it and remove it, by using an electric cutting pruning tool and a holding tool.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1.4.">Shoot Thinning</head><p>In shoot thinning, it is decided how many buds the whole vine can carry; buds are counted and adjusted according to desired fruit load <ref type="bibr" target="#b15">[16]</ref>. Less shoots result in fewer grape clusters with concentrated flavors. This practice requires delicate handling since shoots are very tender and easily cut. Traditionally shoots are manually removed by experienced workers. Therefore, a shoot thinning tool needs to be able to replace a human dexterous hand.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1.5.">Top and Lateral Shoot Removal</head><p>Cutting off the shoots that have grown at the sides and above the higher wire at flowering, results in more carbohydrates and nutrient to the grape clusters <ref type="bibr" target="#b16">[17]</ref>. Topping is usually done manually with a folding secateur. In commercial vineyards, which are vast and linearly structured, topping is performed mechanically with a tool with cutting bars adapted to a tractor (topping machine). Along with the tops, cutting of the sides is done at the same The automated system needs a cutting tool for both top and lateral shoots (Figure <ref type="figure" target="#fig_0">1</ref>). </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1.6.">Weed Removal</head><p>Removing the weed is to limit its competition for water and nutrients with the vine, maintain a good microclimate and soil fertility <ref type="bibr" target="#b17">[18]</ref>. In commercial vineyards, weed removal is done mechanically with a weeding machine adjusted to tractors. For the automation of weed removal, a commercial under-row weeding machine can be adjusted to a ground robot.  </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.2.">Spraying</head><p>For the treatment of diseases and insects of the vine, preventive spraying is performed. Ideally, spraying should be performed in the underside of each leaf first, and then from the top of the vine down to the bottom <ref type="bibr" target="#b18">[19]</ref>. Traditionally, vineyards are sprayed with large spray tanks towed by tractors, manual sprayers, or by air. </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.3.">Tying</head><p>After pruning, the two new canes are laid and tied down on the trellis wire, one in each direction <ref type="bibr" target="#b19">[20]</ref>. Optimal execution of tying requires skillful handling so as not to injure the canes. Therefore, automation of this practice requires a holding tool to bend and hold the cane close the wire and an electric tying tool to tie them together.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.">Conclusions</head><p>This work investigates the design of a multi-purpose robotic system towards automation of a set of basic viticultural practices. The aim of this work is to focus on the possibilities regarding these robotic automations, which in their entirety have never been employed to a single robotic system, by proposing end-effector tools for each one of them. Future work will include the overall system structure, in terms of software and hardware technologies.</p></div><figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_0"><head>Figure 1 :</head><label>1</label><figDesc>Automation of top and lateral shoots removal with (a) a folding secateur tool, (b) a trimming tool and (c) a customized topping machine.</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_1"><head>Figure 2 :</head><label>2</label><figDesc>Automation of spraying with (a) a moving spraying tube, (b) a moving multiple spray nozzle and (c) a customized spraying machine.</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_0"><head>Table 1</head><label>1</label><figDesc>Potential end-effectors, requirements, and limitations for the automation of each viticultural practice by autonomous agrobot/s</figDesc><table><row><cell>Viticultural task</cell><cell cols="2">End-effector tool (robotic system)</cell><cell></cell><cell>Requirements</cell><cell></cell><cell>Challenges and limitations</cell></row><row><cell>Harvest and Cluster thinning</cell><cell cols="2">• Simultaneous cutting-and-holding tool (one arm-one robot) • Cutting tool and holding tool (two arms-two robots or two arms-one robot)</cell><cell cols="3">Cutting tool: sharp, durable, light, with commercial picking scissors blades. Holding tool: able to hold from large to small objects with adjustable power (e.g., commercial gripper or a 5-finger robotic hand simulating the non-dominant hand of a human harvester).</cell><cell>• Degree of maturity determination • Determination of bunches to remove • Stem/bunch detection with environmental noise • Cutting and holding without injuring grapes</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>• Grasping of</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>brunches/wires</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>• Applied torque</cell></row><row><cell>Leaf removal</cell><cell cols="2">• Grasping tool (one arm-one robot) • 5-finger robotic hand (one arm-one robot)</cell><cell cols="3">Grasping tool: light, durable, adequate opening.</cell><cell>• Removing leaves without injuring grapes • Determine percentage of removed leaves based on variety</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>• Uniform leaf removal</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>• Foliage detection and</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>density determination</cell></row><row><cell>Pruning</cell><cell cols="2">• Cutting tool and holding tool (two arms-one robot or two arms-two robots)</cell><cell cols="3">Electric pruning cutting tool: same as in harvest but with secateurs blades. Holding tool: same as in harvest.</cell><cell>• Cane determination • Cutting without injuring the vine • Cutting and holding simultaneously • Removing wood</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>• Adjust the number of</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>buds to remove</cell></row><row><cell>Shoot thinning</cell><cell cols="2">• Shoot thinning tool (one arm-one robot)</cell><cell cols="3">Shoot thinning tool: a robotic 5-fingers hand.</cell><cell>• Remove bud without injuring the cane</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>• Bud number</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>determination</cell></row><row><cell></cell><cell cols="2">• Secateur tool (Figure</cell><cell></cell><cell></cell><cell></cell></row><row><cell></cell><cell>1(a))</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>Top and Lateral shoot removal</cell><cell cols="2">(one arm-one robot) • Trimming tool (Figure 1(b)) (one arm-one robot) • Topping machine</cell><cell cols="3">Topping tool: sharp rotatable blades, durable, light, easily adjustable to a ground robot and to the height of the vine.</cell><cell>• Adjust the tool to vine height • Remove shoots without injuring vine</cell></row><row><cell></cell><cell>(Figure 1(c))</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell></cell><cell>(one robot)</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>• Under-row weed control</cell></row><row><cell></cell><cell></cell><cell></cell><cell cols="3">Weed removal tool: cut the</cell><cell>• Cutting without injuring</cell></row><row><cell></cell><cell>• Under-row</cell><cell>weed</cell><cell>weed</cell><cell>underneath</cell><cell>vines,</cell><cell>trunks</cell></row><row><cell>Weed removal</cell><cell>control tool</cell><cell></cell><cell cols="3">sufficient working width, light,</cell><cell>• Adjust the tool to</cell></row><row><cell></cell><cell>(one robot)</cell><cell></cell><cell cols="3">height-adjustable, sharp and</cell><cell>desired height</cell></row><row><cell></cell><cell></cell><cell></cell><cell cols="2">durable blades.</cell><cell></cell><cell>• Trunk/structures</cell></row><row><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell><cell>detection and avoidance</cell></row></table></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_1"><head>Table 2 (cont.)</head><label>2</label><figDesc></figDesc><table><row><cell>Viticultural task</cell><cell>End-effector tool (robotic system)</cell><cell>Requirements</cell><cell>Challenges and limitations</cell></row><row><cell></cell><cell>• Moving spraying tube</cell><cell></cell><cell></cell></row><row><cell></cell><cell>tool (Figure 2(a))</cell><cell></cell><cell></cell></row><row><cell></cell><cell>(one robot)</cell><cell></cell><cell></cell></row><row><cell></cell><cell>• Moving multiple spray</cell><cell></cell><cell>• Adjust the tool to desired</cell></row><row><cell>Spraying</cell><cell>nozzle tool (Figure 2(b))</cell><cell>Spraying tool: targeted spraying.</cell><cell>direction/orientation/height • Restriction of pesticide</cell></row><row><cell></cell><cell>(one robot)</cell><cell></cell><cell>diffusion</cell></row><row><cell></cell><cell>• Customized spraying</cell><cell></cell><cell></cell></row><row><cell></cell><cell>machine (Figure 2(c))</cell><cell></cell><cell></cell></row><row><cell></cell><cell>(one robot)</cell><cell></cell><cell></cell></row><row><cell>Tying</cell><cell>• Tying tool and holding tool (two arms-one robot or two arms-two robots)</cell><cell>Electric tying tool: quick, light, adjustable tying options depending on thickness of canes. Holding tool: same as in harvest.</cell><cell>• Canes detection • Wires detection • Bend canes without breaking/ injuring • Tying the cane and the wire together</cell></row></table></figure>
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			<div type="acknowledgement">
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.">Acknowledgements</head><p>We acknowledge support of this work by the project "Technology for Skillful Viniculture (SVtech)" (MIS 5046047) which is implemented under the Action "Reinforcement of the Research and Innovation Infrastructure" funded by the Operational Program "Competitiveness, Entrepreneurship and Innovation" (NSRF 2014-2020) and co-financed by Greece and the European Union (European Regional Development Fund).</p></div>
			</div>

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