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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Design and Manufacturing of a 3D-Printed Underwater Robot through parameters CAD/CFD and Stress Analysis for Optimization and Performance*</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Erick Fernando Hernández-Solórzano</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Silvio Javier Lázaro-Cárdenas</string-name>
          <email>silviolazaro@unitec.edu</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>José Luis Ordóñez-Ávila</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Faculty of Engineering, Universidad Tecnológica Centroamericana (Unitec)</institution>
          ,
          <addr-line>San Pedro Sula 21102</addr-line>
          ,
          <country country="HN">Honduras</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>IVUS2024: Information Society and University Studies 2024</institution>
        </aff>
      </contrib-group>
      <abstract>
        <p>This project focuses on the design and development of an open-structure ROV (Remotely Operated Vehicle) using 3D printing technology. The implementation of this technology as a cost-effective and pioneering alternative in submarine construction was explored, contrasting with traditional methods that often use conventional metals or plastics. CAD/CFD analyses were conducted to optimize the design, eliminating vortices and turbulent flow, and stress tests were performed to ensure proper distribution of the structure. Additive manufacturing allowed for the creation of 25 PLA parts for the ROV assembly, facilitating an intuitive and practical process. The resulting ROV demonstrated three degrees of freedom and successfully passed submersion and buoyancy tests, showing navigational capability both at the bottom of the pool and on the water surface. This project not only expands knowledge about open-structure submarines but also opens new possibilities for the application of 3D printing technologies in underwater engineering.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;ROV</kwd>
        <kwd>3D Printing</kwd>
        <kwd>Open-Structure</kwd>
        <kwd>CAD</kwd>
        <kwd>CFD</kwd>
        <kwd>Stress Analysis</kwd>
        <kwd>buoyancy</kwd>
        <kwd>underwater</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        In recent years, there have been advances in the designs of unmanned underwater vehicles, primarily
reflecting remotely operated vehicles (ROVs) and autonomous underwater vehicles (AUVs) [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
Specifically, the ROV is an unmanned underwater robot capable of maneuvering in the water and is
controlled by an operator on the water's surface. ROVs are rapidly evolving alongside science and
technology, allowing for the possibility of building ROVs of different innovative designs and sizes [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ].
      </p>
      <p>
        The oceans cover just over 70% of the Earth's surface, containing abundant biological and mineral
resources [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. However, exploration, maintenance, and inspection are limited by confined spaces and
uncomfortable areas inaccessible to humans. In response to this challenge, various submarines have
been developed and researched to meet established needs. Yet, the high cost of a watertight metal
structure and a lack of structural analysis limit the development of further prototypes.
      </p>
      <p>
        Some research has faced certain limitations, including focusing only on analyzing the direct or
linear movement of the underwater robot, neglecting the rotational aspect [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. Additionally, a
simplistic design can lead to unsmooth movement and vortex formation. Affecting the stability of an
ROV and thereby restricting its ability to submerge and maneuver underwater.
      </p>
      <p>This work is undertaken to design, manufacture, and optimize an open-structure underwater
robot, manufactured through 3D printing, with an efficient hydrodynamic design for navigation in
water, integrating electronic systems for precise control of the thrusters. The choice of an open
structure optimizes navigation efficiency, while 3D printing, being less dense than metals, reduces
material consumption, resulting in an economical approach. The combination of innovative design
and sustainable technology enhances the robot's performance, allowing for its navigation and control
in water.</p>
      <p>The document will include a comprehensive literature review on underwater robots, providing a
detailed context on their evolution, applications, and relevant technologies. The method to be
implemented for the submarine's development will be outlined, from the initial design to
manufacturing and subsequent testing. The research results will be presented comprehensively,
covering both achieved progress and areas identified for future improvements. The data collected
during the development process will be analyzed, highlighting the submarine's strengths as well as
any limitations or challenges encountered. Finally, a robust conclusion summarizing the main
findings of the research will be provided.</p>
    </sec>
    <sec id="sec-2">
      <title>2. State of Art</title>
      <p>
        Industrial activity generates waste that, when combined with sediment in rivers and lakes, affects
water quality and causes massive fish and other organism deaths, disrupting the ecological balance
[
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. The increase in aquatic accidents has driven the development of underwater robots, not only for
rescue purposes but also for applications in fishing, archaeology, cleaning, defense, and oil and gas
exploration [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. This has led researchers, scientists, and engineers to work on the development of
underwater robots to address these challenges.
      </p>
      <p>
        Unmanned Underwater Vehicles (UUVs) such as Autonomous Underwater Vehicles (AUVs) and
Remotely Operated Vehicles (ROVs) are used in oceanic exploration [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. AUVs are crucial for marine
exploration, featuring rounded or symmetrical designs that include bow, midsection, and stern [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
ROVs have open or closed frame structures: open-frame ones are stable and can carry more weight,
but they struggle with complex movements; closed-frame ones are more mobile but less stable,
primarily used for specific tasks[
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. Creating ROVs and AUVs presents challenges; ROVs are more
adaptable and, requiring human interaction, which makes them more cost-effective than AUVs.
      </p>
      <p>
        Submarine observation entails risks such as inaccessible areas and contaminated waters,
necessitating robots capable of operating in these environments. Cooperative control combines
automation and human manual control, offering a promising option for man-machine systems [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. An
article proposes a methodology for researching and designing underwater robots, focusing on
mechanical design, stress testing, fluid dynamics, and dynamic modeling [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. With this methodology,
underwater robots with an ideal structure can be developed, allowing for agile and fluid movements
within the water.
      </p>
      <p>
        Advancements in 3D printing have streamlined the creation of underwater robots with intricate
geometries through CAD designs, reducing design complexity and costs [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. Hydrodynamic
performance is crucial for the stability and speed of an energy-constrained underwater vehicle, with
Computational Fluid Dynamics (CFD) being key to optimizing its shape; although modeling
hydrodynamic features is challenging, the CFD method provides precise analysis [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]. CFD is crucial
for underwater stability; adjusting key parameters and achieving the ideal shape can be laborious,
requiring repetition of the modeling, meshing, and calculation process [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. The application of CAD
and CFD tests allows direct interaction with the model, benefiting developers in terms of costs and
time.
      </p>
      <p>
        Calculating hydrodynamic coefficients is essential for the stability of underwater vehicles,
reflecting changes in force and torque with linear and angular velocities; Computational Fluid
Dynamics (CFD) is effective in simulating fluid flow over the vehicle in a numerical environment to
determine hydrodynamic forces and torques [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. This method is primarily implemented in
SolidWorks software, which enables the extraction of different parameters and coefficients used to
optimize and improve the model.
      </p>
      <p>
        The development of an underwater robot system requires meticulous consideration of various
factors to ensure its functionality and efficiency in the underwater environment, where operators
need advanced skills [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. In the complex seabed environment, the maneuverability and agility of
underwater vehicles are crucial indicators of their performance underwater; agility refers to the
efficiency and speed in changing speed, direction, and location, while maneuverability includes the
ability to change these aspects while maintaining stability [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. The performance of an underwater
robot in water is quite challenging, so a body inspired by aquatic animals has always been a reliable
and efficient solution.
      </p>
      <p>
        The design of an underwater robot involves compromises between mobility, stability,
maintenance, performance, and budget, seeking a long metacentric height to counteract abrupt
attitude changes due to external forces such as waves [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. In robotic systems, obstacle avoidance is
crucial, where fixed bases prevent collisions and objects within their workspace, while floating bases
such as USR or ships focus on avoiding static and dynamic obstacles [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ]. The hydrodynamic
properties of marine organisms, such as speed, resistance, maneuverability, and dynamic stability,
impact the design of underwater robots, with features such as long dorsal fins for stability and a
flexible tail that keeps the fluid flow attached, enhancing hydrodynamic efficiency [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. Despite the
complexities in water currents, the design of an underwater robot benefits from inspiration from
marine organisms to improve its hydrodynamic performance.
      </p>
      <p>
        3D printing has emerged as a manufacturing method that offers greater freedom in designing
complex geometries compared to other methods, with soft robots typically composed of easily
deformable materials such as fluids, gels, and reactive polymers [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. There are robots that have used a
hull structure, with these robots increasing flexibility and stability [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Regarding 3D printing, its
emphasis on using 100% infill to prevent leaks and breaks based on stress testing shows practical
consideration for material integrity in underwater environments [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. 3D printing technology allows
the creation of three-dimensional objects based on digital models, ideal for manufacturing a
submarine robot model.
      </p>
      <p>
        Submarine detection technologies are essential in marine engineering and resource exploration,
addressing aspects such as environmental perception, autonomous navigation, and object detection;
these technologies include acoustic, light, electromagnetic signals, and bionic sensors, constantly
evolving in underwater robots. Communication systems are essential for underwater vehicles, but the
complexity of these systems affects their development due to challenges of illumination and
alterations at sea [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. Submarine autonomous navigation is challenging due to properties of the
aquatic environment: attenuation of electromagnetic waves and limited visibility restrict wireless
communication and light-based perception, while sonar, although useful, provides noisy and less
descriptive acoustic images, complicating navigation [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ]. Additionally, the arrangement of cameras
in waterproof housings with glass interfaces is crucial to ensure accuracy in 3D coordinates in
underwater environments [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ]. Various technologies applicable to underwater robots require efficient
waterproof systems, and signals are often affected by water currents.
      </p>
      <p>
        The teleoperation method for surface movement, UART communication emerged as a simple way
to teleoperate and tests were successful in operator and submarine communication [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. Bearing this in
mind, a submarine robot was designed and manufactured with a 3D printer, equipped with eight
piezoelectric sensors on its side to detect water pressure; the direction of the pressure source is
calculated using feedback data from these sensors [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ]. Like the design of this submarine, several
researchers have developed different models based on all the research conducted.
      </p>
      <p>
        A mechanism of concentric shaft transmission was proposed to overcome interior space
limitations; navigation and maneuverability tests demonstrated satisfactory performance of the
flapping and propeller system, allowing the vehicle to navigate in diverse environments [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ]. We also
have the design of an underwater robot for cleaning large ships, where the robot design must be
hydrodynamic for proper assessment and cleaning of the ship's bottom [19]. The design of a Mini ROV
integrates various design processes, including software, mechanical and electronic planning, and
construction [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. Different articles have shown their point of interest when designing and
manufacturing underwater robots, focusing on mechanics, hydrodynamics, or the technology to be
implemented. Mechanics is crucial for ensuring the structural integrity, hydrodynamics plays a role in
optimizing the robot’s performance underwater and the technologies is essential for the
communication underwater.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Method and data</title>
      <p>The main objective is to design, manufacture, and optimize an open-structure underwater robot
using 3D printing technology. The focus is on developing an efficient hydrodynamic design that
ensures smooth and agile navigation in challenging aquatic environments. Special attention is given
to the integration of advanced electronic systems for precise control of the turbines, which will allow
optimal manipulation of the underwater robot's movement and speed. This comprehensive approach
aims not only to improve the robot's performance in terms of speed and maneuverability but also to
ensure its durability and reliability in extreme underwater conditions.
3.1.</p>
      <sec id="sec-3-1">
        <title>CAD/CFD for mechanical modeling and Flow Simulation</title>
        <p>
          The method outlines the process for developing an open-structure underwater robot made from
3D printing, utilizing CAD/CFD parameters to accurately analyze both the construction and behavior
of the submarine. One methodology suggests employing CAD/CFD using high-level engineering
software such as SolidWorks, to reduce costs and estimate enhancements in the robot [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ]. These
parameters enable a more precise study of how the structure would behave in water, besides, 3D
printing manufacturing allows for precise customization of the structure, facilitating optimization for
hydrodynamic efficiency and buoyancy.
        </p>
        <p>Stress tests simulate the physical conditions of the environment to which the robot will be
subjected, showing potential points of deformation. These tests include mechanical displacement, von
Mises stresses, and safety factor calculations. If the design exhibits weak points or fails to withstand
the intended pressure, the CAD design must be modified to enhance its performance. One of the most
important parameters to consider is the fluid pressure exerted on the structure. Pressure simulations
can be conducted in SolidWorks to determine the effectiveness of the ROV's mechanical design under
specific conditions[20]. Stress tests may unveil areas where additional reinforcement is needed to
ensure the structural integrity of the ROV during operations in harsh environments, thus informing
targeted design enhancements for optimal performance.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Development and Results</title>
      <p>4.1.</p>
      <sec id="sec-4-1">
        <title>CAD Design</title>
        <p>The first step in development is the CAD parameter, where a prototype of the final product is
designed. This design then undergoes various simulations and tests to determine how optimal and
hydrodynamic it is for navigating through water. To reach the result, several prototypes were
designed, which did not meet the requirements and needed significant improvements, until obtaining
the final prototype that met all the navigation and hydrodynamic movement requirements.</p>
        <p>Proposed CAD Design</p>
        <p>Figure 2 shows the evolution of the design throughout the research. Starting with a design without
wings and a square style, resulting in instability and the creation of vortices. The next image we have
a design where the square is eliminated, but the side walls are kept creating wings for greater stability;
however, vortices were still created that would affect the submarine's operation. Finally, we have the
proposed CAD design for this project, where a piece is created at the front to displace water and
eliminate vortices, resulting in a hydrodynamically capable submarine to navigate in water.
Once we have the parameters, we can develop the equations and obtain the buoyancy and weight:
Buoyancy Equation : f b= ρgV</p>
        <p>Buoyany f b=130.3 N
Weight Equation : W =mg</p>
        <p>Weight W =133.416 N
(1)
(2)
4.2.</p>
      </sec>
      <sec id="sec-4-2">
        <title>Stress Test</title>
        <p>The stress analysis proposes testing the structure of the submarine at different depths and
therefore at different pressures. Submarines must have the ability to operate at various depths so that
they can perform tasks that a person could not. In this test, the structure was tested at 3 different
depths: 10, 25, and 50 meters, with pressures of 29.39, 51.43, and 88.17 psi respectively.</p>
        <p>TABLE 3: Depth Parameters</p>
        <sec id="sec-4-2-1">
          <title>DEPTH 10 meters 25 meters 50 meters</title>
        </sec>
        <sec id="sec-4-2-2">
          <title>PRESSURE 29.39 psi 51.43 psi 88.17 psi</title>
        </sec>
        <sec id="sec-4-2-3">
          <title>DEFORMATION 0.0024 mm 0.0042 mm 0.0072 mm</title>
          <p>TABLE 3 indicates the parameters considered to test the pressure resistance of the structure. Three
main depths were taken as reference, as the depth increased, the pressure increased; however, the
deformation remained minimal. This result shows that the structure is designed correctly, and there
are no critical points at these depths.</p>
          <p>Figure 3 shows the results of the stress test at 50 meters depth, indicating that the integrity of the
structure remains unaffected, with only a minimal deformation of 0.0072 mm observed at the front of
the wing.
4.3.</p>
        </sec>
      </sec>
      <sec id="sec-4-3">
        <title>Flow Simulation (CFD)</title>
        <p>The CFD flow analysis helps us determine how an object would behave when in contact with a
fluid. In this case, the submarine was tested at different fluid velocities ranging from 0.5 m/s to 2.5 m/s.
With this CFD study, we can determine if the object has a hydrodynamic design for navigation.</p>
        <p>The performance of the robot when moving linearly or rotationally along a specific axis can be
assessed through simulations at various velocities. Throughout these simulations, data of the force
and torque experienced by the robot at each velocity along the axis are collected. Velocities ranging
from 0.5 m/s to 2.5 m/s were tested.</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Discussion</title>
      <p>This research aims to significantly contribute to the field of underwater robotics through an
innovative design and development of an open-structure submarine, a less explored area compared to
closed-structure submarines. For example, in the case of closed-structure ROV research named “The
preliminary of Design and Movement of Remotely Operated Vehicle (ROV)”, stability in water was
compromised due to the geometry of its body. This investigation also adopts an approach that focuses
on implementing 3D printing for submarine construction. This decision not only represents a more
cost-effective alternative but also introduces a pioneering perspective in research, as most research on
open-structure submarines is typically fabricated using conventional metals or plastics such as PVC.
My contribution to science will not only expand the knowledge of open-structure submarines but also
open possibilities for the application of 3D printing technologies in underwater engineering.</p>
    </sec>
    <sec id="sec-6">
      <title>6. Conclusions</title>
      <p>Submarine robots have emerged as an essential tool in maritime exploration, deployed to carry out
various tasks across multiple industry sectors. The application of CAD/CFD parameters has
demonstrated significant improvements in design, eliminating critical points identified during
simulations. Furthermore, stress analysis has confirmed a submarine design capable of withstanding
various pressures, making it ideal for subsequent testing in physical environments.</p>
      <p>These results enabled the utilization of additive manufacturing for the creation of the submarine.
3D printing arises as a response to this need, capable of creating different custom designs of complex
geometry. To increase its hardness and impermeability, epoxy resin was used, applied across the
entire surface of the submarine. Continuous studies and proper manufacturing allowed for the
creation of a submarine capable of navigating in water smoothly and consistently.
[19] “JMSE | Free Full-Text | A Review of Subsea AUV Technology”. Consultado: el 15 de marzo de
2024. [En línea]. Disponible en: https://www.mdpi.com/2077-1312/11/6/1119
[20] M. Paredes-Sanchez, D. Jimenez Nixon, y J. L. Ordóñez Ávila, Underwater Robot Design Proposed
Method Based on CAD and CFD. 2022, p. 6. doi: 10.1109/CONESCAPAN56456.2022.9959715.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>N.</given-names>
            <surname>Cortés-Pérez</surname>
          </string-name>
          y
          <string-name>
            <given-names>L. A.</given-names>
            <surname>Torres-Méndez</surname>
          </string-name>
          ,
          <article-title>“A Mirror-Based Active Vision System for Underwater Robots: From the Design to Active Object Tracking Application”</article-title>
          ,
          <source>Front. Robot. AI</source>
          , vol.
          <volume>8</volume>
          ,
          <issue>2021</issue>
          , Consultado: el 18 de enero de
          <year>2024</year>
          . [En línea]. Disponible en: https://www.frontiersin.org/articles/10.3389/frobt.
          <year>2021</year>
          .542717
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>S.</given-names>
            <surname>Manullang</surname>
          </string-name>
          ,
          <string-name>
            <surname>A</surname>
          </string-name>
          . Pusaka, y A. Setiawan, “
          <article-title>The preliminary of Design and Movement of Remotely Operated Vehicle (ROV)”</article-title>
          ,
          <source>IOP Conf. Ser. Earth Environ. Sci.</source>
          , vol.
          <volume>557</volume>
          ,
          <issue>núm</issue>
          . 1, p.
          <volume>012006</volume>
          ,
          <issue>ago</issue>
          .
          <year>2020</year>
          , doi: 10.1088/
          <fpage>1755</fpage>
          -1315/557/1/012006.
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>J.</given-names>
            <surname>Wang</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Z.</given-names>
            <surname>Wu</surname>
          </string-name>
          ,
          <string-name>
            <given-names>H.</given-names>
            <surname>Dong</surname>
          </string-name>
          , M. Tan,
          <string-name>
            <given-names>y J.</given-names>
            <surname>Yu</surname>
          </string-name>
          , “
          <article-title>Development and Control of Underwater Gliding Robots: A Review”</article-title>
          ,
          <string-name>
            <given-names>IEEECAA J.</given-names>
            <surname>Autom</surname>
          </string-name>
          . Sin., vol.
          <volume>9</volume>
          ,
          <issue>núm</issue>
          . 9, pp.
          <fpage>1543</fpage>
          -
          <lpage>1560</lpage>
          ,
          <year>2022</year>
          , doi: 10.1109/JAS.
          <year>2022</year>
          .
          <volume>105671</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>T.</given-names>
            <surname>Sun</surname>
          </string-name>
          et al.,
          <article-title>“Design and optimization of a bio-inspired hull shape for AUV by surrogate model technology”</article-title>
          ,
          <source>Eng. Appl. Comput. Fluid Mech.</source>
          , vol.
          <volume>15</volume>
          ,
          <issue>núm</issue>
          . 1, pp.
          <fpage>1057</fpage>
          -
          <lpage>1074</lpage>
          , ene.
          <year>2021</year>
          , doi: 10.1080/19942060.
          <year>2021</year>
          .
          <volume>1940287</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>T.</given-names>
            <surname>Wang</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Z.</given-names>
            <surname>Wang</surname>
          </string-name>
          , y
          <string-name>
            <given-names>B.</given-names>
            <surname>Zhang</surname>
          </string-name>
          , “
          <article-title>Mechanism Design and Experiment of a Bionic Turtle Dredging Robot”</article-title>
          ,
          <source>Machines</source>
          , vol.
          <volume>9</volume>
          ,
          <issue>núm</issue>
          . 5, Art. núm. 5, may
          <year>2021</year>
          , doi: 10.3390/machines9050086.
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>C.</given-names>
            <surname>Ye</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Y.</given-names>
            <surname>Su</surname>
          </string-name>
          , S. Yu, y
          <string-name>
            <given-names>Y.</given-names>
            <surname>Wang</surname>
          </string-name>
          , “
          <article-title>Development of a Deformable Water-Mobile Robot”</article-title>
          ,
          <source>Actuators</source>
          , vol.
          <volume>12</volume>
          ,
          <issue>núm</issue>
          . 5, Art. núm. 5, may
          <year>2023</year>
          , doi: 10.3390/act12050202.
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>M. H.</given-names>
            <surname>Lee</surname>
          </string-name>
          et al., “
          <article-title>Hydrodynamic design of an underwater hull cleaning robot and its evaluation”,</article-title>
          <string-name>
            <given-names>Int. J. Nav. Archit. Ocean</given-names>
            <surname>Eng</surname>
          </string-name>
          ., vol.
          <volume>4</volume>
          ,
          <issue>núm</issue>
          . 4, pp.
          <fpage>335</fpage>
          -
          <lpage>352</lpage>
          , dic.
          <year>2012</year>
          , doi: 10.2478/IJNAOE-2013- 0101.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>E.</given-names>
            <surname>Sato</surname>
          </string-name>
          ,
          <string-name>
            <given-names>H.</given-names>
            <surname>Liu</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Y.</given-names>
            <surname>Orita</surname>
          </string-name>
          , N. Sakagami, y T. Wada, “
          <article-title>Cooperative path-following control of a remotely operated underwater vehicle for human visual inspection task”, Front</article-title>
          . Control Eng., vol.
          <volume>3</volume>
          ,
          <issue>2022</issue>
          , Consultado: el 18 de enero de
          <year>2024</year>
          . [En línea]. Disponible en: https://www.frontiersin.org/articles/10.3389/fcteg.
          <year>2022</year>
          .1056937
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>J. L. Ordóñez</given-names>
            <surname>Ávila</surname>
          </string-name>
          , M. Avila, y M.
          <article-title>Perdomo Perdomo, Design of an Underwater Robot for Coral Reef Monitoring in Honduras</article-title>
          .
          <year>2021</year>
          , p.
          <fpage>90</fpage>
          . doi:
          <volume>10</volume>
          .1109/ICCRE51898.
          <year>2021</year>
          .
          <volume>9435710</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <given-names>J. L. Ordóñez</given-names>
            <surname>Ávila</surname>
          </string-name>
          , S. Lazaro, y R.
          <article-title>Espinal, 3D Printed Structures for Under Water Robots Design</article-title>
          .
          <year>2023</year>
          . doi:
          <volume>10</volume>
          .11159/icmie23.
          <fpage>137</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <given-names>F.</given-names>
            <surname>Min</surname>
          </string-name>
          , G. Pan, y X. Xu, “
          <article-title>Modeling of Autonomous Underwater Vehicles with Multi-Propellers Based on Maximum Likelihood Method”</article-title>
          ,
          <source>J. Mar. Sci. Eng</source>
          ., vol.
          <volume>8</volume>
          ,
          <issue>núm</issue>
          . 6, Art. núm. 6, jun.
          <year>2020</year>
          , doi: 10.3390/jmse8060407.
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <given-names>A.</given-names>
            <surname>Honaryar y M. Ghiasi</surname>
          </string-name>
          , “
          <article-title>Design of a Bio-inspired Hull Shape for an AUV from Hydrodynamic Stability Point of View through Experiment and Numerical Analysis”</article-title>
          ,
          <string-name>
            <given-names>J. Bionic</given-names>
            <surname>Eng</surname>
          </string-name>
          ., vol.
          <volume>15</volume>
          ,
          <issue>núm</issue>
          . 6, pp.
          <fpage>950</fpage>
          -
          <lpage>959</lpage>
          , nov.
          <year>2018</year>
          , doi: 10.1007/s42235-018-0083-z.
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <given-names>S. K.</given-names>
            <surname>Rajendran</surname>
          </string-name>
          y
          <string-name>
            <given-names>F.</given-names>
            <surname>Zhang</surname>
          </string-name>
          , “Design, Modeling, and
          <article-title>Visual Learning-Based Control of Soft Robotic Fish Driven by Super-Coiled Polymers”</article-title>
          ,
          <source>Front. Robot. AI</source>
          , vol.
          <volume>8</volume>
          ,
          <issue>2022</issue>
          , Consultado: el 18 de enero de
          <year>2024</year>
          . [En línea]. Disponible en: https://www.frontiersin.org/articles/10.3389/frobt.
          <year>2021</year>
          .809427
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <given-names>E.</given-names>
            <surname>Kelasidi</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Moe</surname>
          </string-name>
          , Kristin.
          <string-name>
            <given-names>Y.</given-names>
            <surname>Pettersen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. M.</given-names>
            <surname>Kohl</surname>
          </string-name>
          , P. Liljebäck, y J. T. Gravdahl, “Path Following,
          <article-title>Obstacle Detection and Obstacle Avoidance for Thrusted Underwater Snake Robots”</article-title>
          ,
          <source>Front. Robot. AI</source>
          , vol.
          <volume>6</volume>
          ,
          <issue>2019</issue>
          , Consultado: el 22 de diciembre de
          <year>2023</year>
          . [En línea]. Disponible en: https://www.frontiersin.org/articles/10.3389/frobt.
          <year>2019</year>
          .00057
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <given-names>M.</given-names>
            <surname>Machado Dos Santos</surname>
          </string-name>
          ,
          <string-name>
            <given-names>G. G.</given-names>
            <surname>De Giacomo</surname>
          </string-name>
          ,
          <string-name>
            <given-names>P. L. J.</given-names>
            <surname>Drews</surname>
          </string-name>
          , y S. S. C. Botelho, “
          <article-title>Matching Color Aerial Images and Underwater Sonar Images Using Deep Learning for Underwater Localization”</article-title>
          ,
          <source>IEEE Robot. Autom. Lett.</source>
          , vol.
          <volume>5</volume>
          ,
          <issue>núm</issue>
          . 4, pp.
          <fpage>6365</fpage>
          -
          <lpage>6370</lpage>
          , oct.
          <year>2020</year>
          , doi: 10.1109/LRA.
          <year>2020</year>
          .
          <volume>3013852</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <given-names>B. A.</given-names>
            <surname>Skorohod</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. V.</given-names>
            <surname>Statsenko</surname>
          </string-name>
          ,
          <string-name>
            <surname>S. I. Fateev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>y P. V.</given-names>
            <surname>Zhilyakov</surname>
          </string-name>
          , “
          <article-title>Accuracy analysis of 3D points reconstructed from workspace of underwater robot”</article-title>
          ,
          <source>J. Phys. Conf. Ser.</source>
          , vol.
          <volume>1661</volume>
          ,
          <issue>núm</issue>
          . 1, p.
          <volume>012124</volume>
          ,
          <issue>nov</issue>
          .
          <year>2020</year>
          , doi: 10.1088/
          <fpage>1742</fpage>
          -6596/1661/1/012124.
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <given-names>Z.</given-names>
            <surname>Tang</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Z.</given-names>
            <surname>Wang</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Lu</surname>
          </string-name>
          , G. Ma, y P. Zhang, “
          <article-title>Underwater Robot Detection System Based on Fish's Lateral Line”</article-title>
          ,
          <source>Electronics</source>
          , vol.
          <volume>8</volume>
          ,
          <issue>núm</issue>
          . 5, Art. núm. 5, may
          <year>2019</year>
          , doi: 10.3390/electronics8050566.
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [18]
          <string-name>
            <given-names>D.</given-names>
            <surname>Gao</surname>
          </string-name>
          ,
          <string-name>
            <given-names>T.</given-names>
            <surname>Wang</surname>
          </string-name>
          ,
          <string-name>
            <given-names>F.</given-names>
            <surname>Qin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Zhang</surname>
          </string-name>
          , J. Jing,
          <string-name>
            <given-names>y J</given-names>
            .
            <surname>Yang</surname>
          </string-name>
          , “
          <article-title>Design, fabrication, and testing of a maneuverable underwater vehicle with a hybrid propulsor”, Biomim</article-title>
          . Intell. Robot., vol.
          <volume>2</volume>
          ,
          <issue>núm</issue>
          . 4, p.
          <volume>100072</volume>
          ,
          <issue>dic</issue>
          .
          <year>2022</year>
          , doi: 10.1016/j.birob.
          <year>2022</year>
          .
          <volume>100072</volume>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>