<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <issn pub-type="ppub">0306-4379</issn>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.1109/GCIS.2010.139</article-id>
      <title-group>
        <article-title>Ball Touching Net Detection Using Piezoelectric Element in Table Tennis</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Ruisheng Xu</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ami Tanaka</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Xiangbo Kong</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Hiroyuki Tomiyama</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Ritsumeikan University</institution>
          ,
          <addr-line>1-1-1 Noji-Higashi, Kusatsu City, Shiga</addr-line>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Toyama Prefectural University</institution>
          ,
          <addr-line>5180 Kurokawa, Imizu City, Toyama</addr-line>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2010</year>
      </pub-date>
      <volume>18</volume>
      <issue>12</issue>
      <fpage>170</fpage>
      <lpage>174</lpage>
      <abstract>
        <p>The study aims to develop a small and low-power sensor for judging whether a table tennis ball touches the top of a table tennis net or not in service during a table tennis match. A flexible piezoelectric element was attached to the center of a table tennis net. When the ball touches the net, the net deforms, and the piezoelectric element fixed on it also deforms, and the larger the deformation, the higher the voltage generated. In addition, the trajectory of the ball was captured by two high-speed cameras to calculate the spin rate, the speed of the ball, and the length overlapping part of the ball and the net for the evaluation of the factors affecting the output voltage of the piezoelectric element when the ball touches the net. The results showed that the values of the correlation coefficient of the number of revolutions, the speed of the ball, the length of overlapping part of the ball and the net are 0.48, 0.60, and 0.59, respectively. For each factor, 30 trials were used to minimize the error. As the result of the evaluation, the speed of the ball and the length of overlapping part are more strongly affect the output peak voltage of the piezoelectric element attached to the net when the ball touches the net in service. Analyze which factors affect the voltage generated by the piezoelectric element when the ball touches the net and use the data to design touch detection sensors that are difficult to detect with the human eye.</p>
      </abstract>
      <kwd-group>
        <kwd>1 Table tennis</kwd>
        <kwd>piezoelectric element</kwd>
        <kwd>ball touching net detection</kwd>
        <kwd>low power sensor</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>In recent years, table tennis has become one of the most popular sports in the world with a fan base
of approximately 850 million people [1]. The International Table Tennis Federation (ITTF) achieved a
full house of 226 National Association in 2017 [2]. This means that table tennis is played in many parts
of the world. In addition, ITTF has started the new series of international competition which is called
WTT (World Table Tennis) Series in 2021. WTT aims to engage fans and players with digital
transformation [3]. Using multimedia technology, interactive data collection techniques, and intelligent
analytics in sports have been developed to analyze game tactics [4][5][6]. Furthermore, systems that
assist referees using high-frame rate camera have also developed and used in a wide variety of sports
such as ice hockey [7], tennis, football, and baseball [8]. For example, Hawk-Eye’s tracking system
determines whether the tennis ball crosses the line of the tennis court or not when player serves using
between 8 and 12 cameras. In table tennis, if the ball touches the net assembly in service, the result is
not scored. However, sometimes to judge whether the ball touches the net or not is difficult for umpires
[9]. T. LEAGUE was launched for domestic table tennis league in Japan in 2018 and decided to adopt
instant replay system with high-frame rate cameras. On the other hand, it is difficult to adopt the system
in amateur tournaments due to space constraints and the high-power consumption of cameras and video
analysis systems because a lot of matches were played at the same time. To address this issue, the
method for judging whether the ball touches the top of the net or not using a flexible piezoelectric
element was proposed and the evaluation of the factors affecting the output voltage of the piezoelectric
element when the ball touches the net in this study.</p>
      <p>This paper consists of chapters 1 to 5. As an overview of the structure of this paper: Chapter 1 gives
the purpose and a brief overview of this study. Chapter 2 describes the proposed method of judging
whether the table tennis ball touches the table tennis net. Chapter 3 describes experimental method for
the evaluation of the factors affecting the output voltage of the piezoelectric element, Chapter 4 shows
the experimental result, and Chapter 5 summarizes this paper and discuss future tasks based on the
experimental results.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Proposed method of judging whether ball touches net</title>
      <p>By attaching a piezoelectric element to the center of a table tennis net, whether a table tennis ball touches
the net or not is detected by the power generated by the piezoelectric element. Figure 1 shows an
example of when the ball passes over the net without touching the net. In this case, the measured output
voltage of the piezoelectric element keeps the noise level while the ball is passing over the net. However,
when the ball touches the net, the measured output voltage become much higher than the noise level
(Fig.2).</p>
      <p>(a) Trajectory of ball</p>
      <p>(b) Photograph of ball passing over net
(c) Measured output waveform of piezoelectric element
Figure 1: Example of when ball passes over net
(a) Trajectory of ball</p>
      <p>(b) Photograph of ball touching net
(c) Measured output waveform of piezoelectric element
Figure 2: Example of when ball touches net</p>
    </sec>
    <sec id="sec-3">
      <title>3. Experimental method</title>
    </sec>
    <sec id="sec-4">
      <title>3.1 Overview</title>
      <p>(a) Piezoelectric element (b) Experimental setup (c)Set of piezoelectric element
Figure 3: Photograph of experimental setup for the evaluation of the factors affecting the output voltage
of the piezoelectric element.
(a) control box (b) front view of machine head (c) side view of machine head
Figure 4: photograph of parts of table tennis machine</p>
    </sec>
    <sec id="sec-5">
      <title>3.2 Method of calculating spin rate and speed of ball</title>
      <p>To make it easier to observe how the ball rotates and how many times it rotates, we put black and red
lines on the surface of the ball as markers (Fig.5). We find a way to calculate the spin rate and the speed
of a table tennis ball using a recorded video with camera1. Figure 6 shows the trajectory of the ball
from touching the table to touching the net.</p>
      <p>The number of revolutions of the ball can be calculated how many times the ball has rotated after
hitting the table and before hitting the net from the recorded video. The time can be calculated from the
number of frames and the playback speed of the recorded video. In this experiment, the playback speed
was set at 60 fps. It means the playback speed of the video is slowed down by 16 times of real speed.
The spin rate of the ball, RPMball, can be calculated according to equation (1).</p>
      <p>The trajectory of the ball from touching the table to touching the net is approximately a straight line,
we set the distance measured on the screen as D. To calculate the actual distance, the ration of the ball
size on the screen to the actual ball size was used. The speed of the ball can be obtained as shown in
the following equation (2).</p>
      <p>ℎ    (2)
 
= (</p>
    </sec>
    <sec id="sec-6">
      <title>3.3 Method of calculating length of overlapping part of ball and net</title>
      <p>The high-speed camera (camera2) took a frontal video of the ball hitting the net. To calculate the
length of overlapping part of the ball and the net, a frame just before the ball touches the net was selected
from the video. We proposed an algorithm based on MATLAB to calculate the length of overlapping
part of the ball and the net using the frame.</p>
      <p>Figure 7 shows parameters for calculating the length of overlapping part of the ball and the net.
Figure 8 shows the follow chart of the algorithm. First, the coordinates of the center O and radius r of
a circle can be found from the three points that are randomly selected on the circumference of the table
tennis ball. Furthermore, the circle equation can be obtained. Second, the equation of the straight line
can be set up with two points that are randomly selected on the top of the table tennis net. Next, the
coordinates of the intersection points A (x1, y1) and B (x2, y2) are calculated by solving the simultaneous
equations. Then, using the coordinates of these two points, the distance d between the two points is
obtained. M is the midpoint of d, the triangle OMA is a right-angled triangle, so the length of the side
of the triangle s can be calculated by the Pythagorean theorem. Finally, the length of overlapping part
of the ball and the net l can be calculated by subtracting the length of the side of the triangle s from the
radius r.</p>
      <p>Since this calculation is performed on an image clipped from a moving image taken with a camera,
the value of length l will change if the size of the image taken changes depending on the position of the
camera. The actual length l is given by equation (3).</p>
    </sec>
    <sec id="sec-7">
      <title>4. Experimental result</title>
      <p>First, since the spin rate and the speed of the ball that launched by the table tennis machine we used
cannot be set independently, we evaluated the relationship between these parameters (Fig. 9). The
calculated value of the correlation coefficient was 0.45.</p>
      <p>In this evaluation, we define the peak value at the first fluctuation of the waveforms of the output
voltage that were measured using an oscilloscope as peak voltage. From Figure 10 to Figure 12 show
the relationship between the peak voltage and the spin rate, the speed of the ball, the length of
overlapping part of the ball and the net, respectively. Table 1 shows the correlation coefficient between
the output peak voltage of the piezoelectric element and the factors. The values of the correlation
coefficient of the number of revolutions, the speed of the ball, the length of overlapping part of the ball
and the net are 0.48, 0.60, and 0.59, respectively. The result showed that the speed of the ball and the
length of overlapping part of the ball and the net are more strongly affect the output peak voltage of the
piezoelectric element attached to the net when the ball touches the net in service. It is worth mentioning
that in the above experiment, we detected the voltage when the ball touched the net in every 30 times
of the trials. Therefore, it can be proved that this experiment has a high possibility of being practical.</p>
    </sec>
    <sec id="sec-8">
      <title>5. Conclusion</title>
      <p>This work proposed the judging method of whether a table tennis ball touches the top of a table
tennis net or not by attaching a piezoelectric element to the center of the net. In this experiment, the
factors affecting the output voltage of the piezoelectric element when the ball touches the net were
evaluated. The result showed that the values of the correlation coefficient of the number of revolutions,
the speed of the ball, the length of overlapping part of the ball and the net are 0.48, 0.60, and 0.59,
respectively. The speed of the ball and the length of overlapping part of the ball and the net are more
strongly affect the output peak voltage of the piezoelectric element when the ball touches the net.
Adding the situation of left and right spin on the ball to confirm if there is an effect on the output voltage
will be for future work. In addition, the three conditions of the ball described above were used to obtain
the minimum peak voltage generated by the sensor after a ball touches net. In the future, it is expected
to design circuits that can detect its minimum peak voltage for whether the ball touches net. This will
replace conventional camera detection. This is because power consumption can be reduced and there is
no need to consider limitations in terms of camera placement, memory required for the camera, etc.
Expected to be used in amateur table tennis tournaments.</p>
    </sec>
    <sec id="sec-9">
      <title>6. Reference</title>
      <p>[1] Sport for Business, The World’s Most Watched Sports, 2017. URL:</p>
      <p>https://sportforbusiness.com/the-worlds-most-watched-sports/. (Last accessed on May 9, 2023)
[2] International Table Tennis Federation, Mission accomplished Guinea Bissau Completes Full
House, 2017. URL:
https://www.ittf.com/2017/05/11/mission-accomplished-guinea-bissaucompletes-full-house/. (Last accessed on May 9, 2023).
[3] International Table Tennis Federation, What is WTT? A New Entity, 2022. URL:
https://worldtabletennis.com/aboutus. (Last accessed on May 9, 2023)</p>
    </sec>
  </body>
  <back>
    <ref-list />
  </back>
</article>