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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Smart carving of hard-shell fruit with CO2 Laser</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Bernardo Farrero</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Pedro Babo</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Luis Frölén Ribeiro</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Landratech</institution>
          ,
          <addr-line>Barcelos</addr-line>
          ,
          <country country="PT">Portugal</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Sustainable Construction Research Group (GICoS), Instituto Politécnico de Bragança</institution>
          ,
          <addr-line>Campus de Santa Apolónia, 5300-253 Bragança</addr-line>
          ,
          <country country="PT">Portugal</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Universidad Politécnica de Madrid, ETSI Industriales, José Gutierrez Abascal</institution>
          ,
          <addr-line>2, 28006 Madrid</addr-line>
          ,
          <country country="ES">Spain</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The application of CO₂ laser technology in food processing has gained significant attention due to its precision and adaptability. This study presents an intelligent system for carving hard-shell fruits, specifically acorns, to facilitate their shelling process. The proposed approach integrates real-time control and monitoring technologies to enhance precision and efficiency. A key challenge in acorn processing is the size and shell thickness variability, which complicates mechanical carving. The developed system employs a CO₂ laser to create precise incisions, ensuring optimal shell cracking during dehydration while preventing kernel damage. Experimental tests conducted at the Polytechnic Institute of Bragança identified optimal parameters-6 seconds of laser exposure at 40 power-for consistent and controlled carving. A thoughtful analysis system was implemented to assess pre- and post-carving conditions, enabling real-time adjustments to laser settings. This self-optimizing process improves the efficiency of the shell carving while reducing waste. The results demonstrate the feasibility of automated acorn carving using CO₂ laser technology, offering a scalable solution for industrial food processing with continuous control of the shell incision. Future research could explore advanced automation techniques to enhance system robustness and adaptability to different fruit types.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;CO2 laser</kwd>
        <kwd>Food processing</kwd>
        <kwd>Smart carving</kwd>
        <kwd>Acorn shelling</kwd>
        <kwd>Automation</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>The use of CO2 lasers for processing nuts and other foods continues to evolve. Recent research has
explored new optical configurations and control strategies to improve the precision and efficiency of
cuts, as well as the integration of artificial intelligence systems for the automatic optimisation of the
process. These innovations aim to expand the applicability of laser technology in the food industry,
offering advanced solutions for carving and processing hard-shelled foods. Given this context, the
present study aims to analyse and develop advanced strategies for the intelligent carving of hard-shelled fruits
using CO2 lasers, integrating real-time control and monitoring technologies to enhance the precision
and efficiency of the process. The goal of carving the acorn shell is to facilitate its shelling during the
subsequent dehydration process, where it will be exposed to a temperature differential that creates
mechanical stresses in the shell. This carving will help concentrate these stresses, leading to the natural
cracking of the shell. Using CO2 laser technology as a carving mechanism will address one of the
main challenges in acorn shelling: the lack of size homogeneity between different species and fruits.
Such heterogeneity hinders the possibility of developing a mechanical carving machine due to the
difficulty of calibration from acorn to acorn. This issue is resolved with CO2 laser carving and its
innovative system, which analyses each acorn before and after carving, collecting parameters to adjust the
laser settings instantly. The laser carving test conducted at the Polytechnic Institute of Bragança
resulted in the best configuration for carving an acorn: 6 seconds and 40 of power exposure.
2nd International Conference on Smart Automation &amp; Robotics for Future Industry, April 03-05, 2025, Lviv, Ukraine
∗Corresponding author.
†These authors contributed equally.</p>
      <p>bernardo.farrero@ipb.pt (B. Farrero); pbabo@landratech.com (P. Babo); frolen@ipb.pt (L. Frölén Ribeiro)
0009-0000-1666-2154 (B. Farrero); 0000-0003-4347-599X (P. Babo); 0000-0003-4336-6216 (L. Frölén Ribeiro)</p>
      <p>© 2025 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).</p>
    </sec>
    <sec id="sec-2">
      <title>2. Objectives</title>
      <p>This article refers to one of the main objectives of the Medacornet PRIMA/0005/2022 project: to develop a
continuous acorn industrial processing line. This article will describe the development of intelligent
equipment for carving the acorn fruit shell. The acorn shell and core have economic value. A precise
carving avoids damage to both. An intelligent system was implemented to calibrate each acorn’s most
adequate carving parameters through a self-taught process. The CO2 laser carving technique was
investigated and evaluated to automate the carving of acorn shells in the food industry, selecting and
experimenting with different laser parameters.</p>
      <p>The specific objectives included designing and developing a feeding and positioning system that
guarantees the product’s entry into the carving line process, positioning and moving the acorn, certifying the
correct longitudinal positioning of the acorns during the carving process, figure 1.</p>
      <p>Determining the optimal carving parameters was the secondary objective. The goal enticed evaluating laser
parameter settings to achieve a precise carving without damaging the kernel of the acorns, i.e.
avoiding complete cutting of the shell and nipping the fruit’s core, also avoiding excessive burning of the
shell during carving. These parameters were tested in practical tests that verified feasibility and
accuracy, encountered the proper parameters, and specified how the modification of these parameters
influences the milling.</p>
    </sec>
    <sec id="sec-3">
      <title>3. State of art</title>
      <p>
        Laser technology in food processing has emerged as an innovative alternative to improve efficiency and
productivity in various industrial applications. In particular, the carbon dioxide (CO2) laser has been
proven to be a versatile tool due to its high power generation efficiency and wavelength in the infrared
spectrum, which is strongly absorbed by water, the main component of food [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. The characteristic of
CO2 lasers is that they emit radiation in the infrared spectrum, specifically around 10.6 . They excite a
gaseous mixture of carbon dioxide, nitrogen, and helium, generating a continuous or pulsed
highpower laser emission [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ].
      </p>
      <p>
        Patel developed the first CO2 laser in the 1960s to find more efficient lasers using the
vibrationalrotational transitions of gaseous molecules [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. This technology has been applied to various food
processing areas, including marking, micro-perforation to improve mass transfer operations, cutting and
shelling, selective cooking, and microbial surface decontamination [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. Among these applications,
removing nutshells using lasers has attracted particular interest due to the need to reduce costs and
improve the quality of the finalproduct.
      </p>
      <p>
        One of the most significant advances in this field was the invention and patenting of a method for
removing nutshells using a CO2 laser beam, developed by Chandra K. N. Patel in 1982 [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. This method
involved rotating the nut within the path of the laser beam to achieve a precise cut along a closed path,
separating the shell into segments without damaging the internal seed. A second low-power laser beam
with a specific wavelength was incorporated to optimise process efficiency, allowing differentiation
between the shell and the seed through variations in their reflectivity. In this way, the system could
automatically detect when the cut was complete and stop the application of the high-power laser. An
inert gas jet also dissipated combustion residues, minimising beam attenuation and ensuring precise and
rapid cuts [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
      </p>
      <p>Due to their precision and quality, CO₂ lasers are vital in industrial manufacturing for cutting and
drilling various materials, including metals and plastics. They facilitate high-quality welding of metals
through localized fusion, ensuring minimal deformation. Additionally, CO₂ lasers are used for thermal
treatments like surface hardening, enhancing material properties without altering their structure. Their
precision also makes them perfect for marking and engraving, aiding in product customization and
traceability in industries like automotive and electronics.</p>
      <p>
        In addition to traditional industrial applications, CO2 lasers have found innovative uses in the food
sector [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]:
Cooking and Browning: Techniques using CO2 lasers for precise cooking and browning of food have
been explored, improving efficiency and controlling the organoleptic characteristics of products.
Selective Laser Sintering: This technique enables the creation of complex structures from food
powders, opening up possibilities for producing customised foods with novel textures.
Carving and Micro-Perforation: CO2 lasers are used for marking food products and creating
microperforations that enhance subsequent processes such as infusion, marination, or drying, optimis- ing
product quality and safety.
      </p>
      <p>
        Some of the fundamental parameters in CO2 laser carving [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] are:
Laser Speed Parameter: Describes the movement of the laser head. Fast speeds lead to short exposure times,
while slow speeds result in long ones. For highly detailed photo engravings on wood, the
speed should not exceed 10%. This setting also affects the quality of the laser cut. Note that
cutting and engraving speeds are not comparable. Essentially, cutting is slower than engraving. A
”high” cutting speed is 10%.
      </p>
      <p>Percentage of Power Used: High power is generally required for dark wood or stamp engravings,
whereas low values are used for materials such as paper.</p>
      <p>Power Used: The power parameter describes the output power of the laser, with 100% being the
maximum power.</p>
      <p>Pulses per Inch (PPI): The PPI parameter determines how many laser pulses per inch are used for
engraving. A higher PPI means the laser performs more pulses per inch, resulting in smoother
and more precise edges. However, it can also generate more heat, which may cause burns on
sensitive materials.</p>
    </sec>
    <sec id="sec-4">
      <title>Methodology</title>
      <p>The process explores the internal stress of the acorn shell, which contracts during the drying stage
due to water loss. Due to the longitudinal cut performed only in the shell, its contraction during the
drying stage enables the fruit’s core to be easily exposed, allowing a clean separation of shell and core,
figure 2. Both will have different uses down the line. The benefits of a laser cut, or incision, solely of
the shell are in the process’s velocity, maintenance, and cleanliness. Alternative and commonly used
mechanical cuts tend to present uneven results, producing unwanted cumulative dust in the equipment and
increasing maintenance and cleaning factory downtime.</p>
      <p>A plan divided into two main stages was developed for an automated system of longitudinal carving
with a CO2 laser on acorns to favour their shelling, figure 3: The design of a positioning and feed
system to place the acorn along the carving line; and the experimental analysis of the CO2 laser carving
parameters. The schematic representation in Figure 3 shows the processing expected by the Acorn
Carving Machine, where the acorns continue to move (1) towards the CO2 laser (2), generating the
surface carving (3), which will then carve, separating shell and core in the dehydration process (4).</p>
      <sec id="sec-4-1">
        <title>4.1. Supply and positioning system design</title>
        <p>An automated system was designed, including a vibrating table for the uniform and controlled feeding of
the acorns, a conveyor belt with an appropriate profile to align the acorns longitudinally, and one
strategically placed CO2 laser tube.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.2. Determination of Carving Parameters</title>
        <p>As mentioned in Section 3, the experimentation was based on varying one of these variables while
keeping the others constant:
— The laser speed parameter
— Percentage of power used</p>
      </sec>
      <sec id="sec-4-3">
        <title>4.3. Laser carving tests</title>
        <p>The tests were conducted in the FabLab laboratory at the Polytechnic Institute of Bragança (IPB), which houses
a CNC machine, the Portlaser X252, equipped with an 80 W CO2 laser.</p>
        <p>Acorns collected from the Santa Apolónia Campus (IPB) were used for the carving tests. The
experiment proceeded by varying the operational parameters, such as the laser exposure time and the
percentage of the power used, until the precise carving was achieved. The objective was to avoid
completely cutting the acorn shell and prevent burning the area surrounding the carved section.</p>
        <p>The output of this experiment is the optimal configuration that would ensure carving without burning the
shell, confirmingthe use of lasers for this type of process.</p>
        <p>Modifying the laser exposure time on the shell (laser translation speed) will make it possible to
prevent the burning of the shell and core. The slower the speed, the longer the laser acts on the same
shell area, increasing the likelihood of burning.</p>
        <p>The carving depth can be controlled by adjusting the laser power. Excessive power would completely cut
through the shell, potentially damaging the acorn’s core, Figure 4.</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Results</title>
      <p>The C02 laser acorn carving line developed in this article is represented in the block diagram, figure 5.</p>
      <sec id="sec-5-1">
        <title>5.1. Supply and positioning system design</title>
        <p>The feeding of the production line will include a mechanical pre-selection of the acorns, preventing
those too large for the laser’s power to carve and avoiding the introduction of unwanted materials
such as stones and branches, as well as undesired organic material from the forests. This mechanical
pre-selection was done by using a vibrating sieve with calibrated holes.</p>
        <p>Once pre-selection is complete, the acorns dropped by gravity onto a conveyor belt. This belt must
have a suitable profile to accommodate the acorns and position them to be ready for laser carving.</p>
      </sec>
      <sec id="sec-5-2">
        <title>5.2. Determination of carving parameters</title>
        <p>During the tests, the parameters were adjusted until an ideal result was obtained, which was achieved with
an exposure of 6 seconds and 50% of the laser power (40), figure 6, table 1.</p>
      </sec>
      <sec id="sec-5-3">
        <title>5.3. Pre and post-carving analysis</title>
        <p>The intelligent analysis system collects relevant information before carving, including dimensions and
modelled shell thickness. Once the longitudinal incision is made with the laser, the system evaluates
the quality of the carving and the ease of shell opening, providing feedback that allows the database to be
optimised and the laser parameters adjusted for future iterations, figure 7.</p>
        <p>The adaptive control of laser power (), scanning speed (/), and carving pattern helps minimise thermal
damage to the kernel, reduce energy consumption, and improve the uniformity of the opening.
Preliminary results indicate that the system can self-adjust in real time, improving carving efficiency with
each production cycle.</p>
        <p>Figure 7 presents a sketch of the different decision-making of the Smart System, where after analysing the
acorn, it can detect two possible problems; an incomplete carving, figure7A and 7B, or a burnt shell,
figure7C and figure7D.</p>
        <p>After the prototype phase, the entire system for acorn carving using CO₂ laser technology is being
designed and prepared for industrial implementation. This system aims to automate the carving process of
acorn shells with precision and efficiency, ensuring minimal damage to the kernel. Integrating
advanced sensors and an intelligent control system will optimise the process, adapting to each acorn’s
varying sizes and characteristics. The design phase includes the application of standard current
ofthe-shelf CO₂ lasers tailored for this application. Furthermore, the system is designed to seamlessly
integrate into existing food industry production lines, providing a scalable solution for large-scale
operations. By focusing on automation and precision, the system will not only improve the efficiency
of acorn shelling but also enhance the consistency and quality of the final product, making it a viable
solution for the food industry.</p>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>6. Conclusions</title>
      <p>This research demonstrates the successful application of CO2 laser technology in automating the
carving of acorn shells. By integrating intelligent systems into the process, the research addresses key
challenges, such as the lack of size uniformity in acorns and the need for precise carving to avoid kernel
damage. The proposed approach optimises laser parameters, including exposure time and power, to
achieve efficient and controlled carving, enhancing shell removal during subsequent processing.</p>
      <p>One of the strengths of this work lies in the design of an automated system incorporating a vibrating
table for pre-selection, a conveyor belt for proper alignment, and adaptive control mechanisms for
real-time parameter adjustment. This setup ensures uniformity in the carving process while minimising
thermal damage to the kernel and reducing energy consumption.</p>
      <p>The experimental results validate the effectiveness of the optimised parameters—6 seconds of exposure time
and 40 W laser power—in achieving precise longitudinal incisions without excessive burning or shell
breakage. Furthermore, incorporating an intelligent analysis system enables pre- and post-carving
evaluations, facilitating a self-optimising process that improves with each production cycle.</p>
      <p>This research exemplifies the potential of CO2 laser technology in the food industry and demonstrates the
feasibility of automating complex processes. However, there is room for future exploration, such
as implementing mechanisms to automatically discard unsuitable acorns due to size or shell burning,
further enhancing the system’s efficiency and robustness.</p>
    </sec>
    <sec id="sec-7">
      <title>Aknowledgments</title>
      <p>The authors thank Fundação para a Ciência e Tecnologia - FCT - I.P. through PRIMA/0005/2022, within
the scope of the project MEDACORNET - Rescuing acorns as a Mediterranean traditional superfood.</p>
    </sec>
    <sec id="sec-8">
      <title>Declaration on generative AI</title>
      <p>In the process of preparing this paper, the authors utilized ChatGPT and Grammarly to identify and
correct grammatical errors, typographical errors, and spelling problems. After using these tools, the
authors have carefully reviewed and edited the content as needed and take full responsibility for the
final publication.</p>
    </sec>
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