Malte Siegle’s research while affiliated with Technical University of Munich and other places

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Publications (15)


Bewegungszeit, Belastungsintensität und Bewegungsumfang im Sportunterricht. Schwerpunkt: Fußball (Movement time, intensity and range of movement in physical education classes. Focus: soccer)
  • Article
  • Full-text available

July 2021

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900 Reads

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5 Citations

German Journal of Exercise and Sport Research

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David Jaitner

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Zusammenfassung: Untersuchungen zu Bewegungsanteilen im Sportunterricht unter Verwendung objektiver Verfahren sind in Deutschland selten. Sie sind jedoch sowohl aus gesundheits- und trainingswissenschaftlicher als auch aus sportpädagogischer Perspektive von Interesse, um Schulsportwirklichkeit systematisch analysieren zu können. Der vorliegende Beitrag untersucht Bewegungszeit (Minuten), Belastungsintensität (Herzschläge pro Minute) und Bewegungsumfang (Meter pro Minute) im Sportunterricht am Beispiel des Unterrichtsinhalts Fußball. Im Zentrum steht die Frage, ob sich Unterschiede für die Unterrichtsdauer (Einzelstunde/Doppelstunde), das Setting (indoor/outdoor) und das Geschlecht zeigen. Insgesamt nahmen 356 Schüler*innen (247 männlich, 109 weiblich) von der fünften bis zur zehnten Jahrgangsstufe ( M Alter = 12,4 Jahre) eines Gymnasiums in Bayern an der Untersuchung teil. Zum Einsatz kamen standardisierte Beobachtungsprotokolle, Herzfrequenzmesser und ein Trackingsystem (Local Position Measurement System [LPM-System]). Die Ergebnisse zeigten, dass die relative Bewegungszeit, die Belastungsintensität und der Bewegungsumfang in Einzelstunden am höchsten waren. Die relative Bewegungszeit war outdoor etwas höher als indoor. Die durchschnittliche Herzfrequenz unterschied sich nicht nach Setting und Geschlecht. Jungen erzielten einen höheren durchschnittlichen Bewegungsumfang im Vergleich zu Mädchen. Insgesamt deuten die Ergebnisse darauf hin, dass der Sportunterricht mit dem Inhalt Fußball einen substanziellen Beitrag zum täglichen Gesundheits- und Bewegungsverhalten leisten kann.

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Rate of additional time too short, too long or correct
Overview of the ANOVA of the referees
Overview of the analysis of some referees
Additional Time in Soccer – Influence of League and Referee

August 2015

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308 Reads

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11 Citations

The objectives of the present study were to analyse a possible influence of the playing country and the referee on the additional time added up at the end of a soccer match. Therefore, 699 matches of the second leg season 2012/2013 of Premier League (England), Serie A (Italy), Primera Division (Spain) and Bundesliga (Germany) were analysed in detail. Results showed significant differences between the four leagues (F3,263 = 16.943, p < .001) with a small effect size (η² = 0.068). The highest difference between duration of relevant game stoppages and additional time was observed for the German Bundesliga (- 47.6s), thus resulting in the highest rate of additional time set too low (57.3%). Moreover, results of ANOVA concerning the referees revealed a non-significant difference between the referees within each league (pPremier League = .409, pBundesliga = .780, pPrimera Division = .379, pSerie A = .580). As a consequence of these results all referees need to be trained very well and continuously. Furthermore, FIFAs law of the game is to general and needs to be adapted to the problem. A more detailed definition of the additional time and the situations, which have an influence to it, have to be introduced.


Rate of additional time too short, too long or correct
Overview of the ANOVA of the referees
Overview of the analysis of some referees
Additional time in soccer

December 2013

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597 Reads

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11 Citations

This study analysed additional time in soccer referees added on at the end of a match, during the 2012 European Championship. An observational system was used to analyse duration and number of occurrences of relevant game interruptions, indicated additional time and actual additional time. All 31 matches of the tournament were analysed, resulting in a total number of 196 relevant interruptions with a mean duration of 261.3 ± 86.5 s per match; average additional time per match was 218.1 ± 50.0 s. Maximum difference between relevant interruptions and additional time was 211 s. For 51% of all matches, additional time was too short. Results of ANOVA revealed that score has no significant influence on this phenomenon. This study showed that additional time in soccer is too low. Therefore, referees would benefit from improving their methods to calculate the appropriate amount of additional time at the end of a soccer match.


Figure 1 Longitudinal team centers and relative phase for Italy and France during the first half of the final 2006
Figure 2 Lateral team centers and relative phase for Italy and France during the first time of the final 2006
Modeling soccer by means of relative phase

February 2013

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180 Reads

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32 Citations

Journal of Systems Science and Complexity

Soccer is a complex system. Therefore, appropriate (nontrivial) models have to be applied to be able to analyze the behavior of the teams on the pitch. This study analyzed the World Cup Final 2006 between France and Italy by means of relative phase. Mean longitudinal and lateral positions of all 20 outfield players were used to calculate relative phase by Hilbert transformation. Whole team-, group-, and attacker-fullbacks couplings showed that soccer is clearly an in-phase game. Perturbations of the relative phase structure helped to identify scoring opportunities of the attacking team. Moreover, analyses of the relative phase structure can help to understand the complexity of soccer.


Figure 1. Test overview.
Design of an accuracy study for position detection in football

September 2012

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696 Reads

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75 Citations

Abstract Only a few studies have analysed the accuracy of position detection systems. All of them analysed distances and velocities, which are the outcome of calculations based on x,y positions. The objective of this study was to analyse the accuracy of dynamic x,y position measurement of a radar- and an image-based system in football. One and two runners performed five different runs on four different locations on a football pitch. X,y positions recorded by the radar-based and the image-based system were compared to x,y positions measured by a Laveg laser device. Accuracies were analysed by means of root mean square error (RMSE). Results showed that the radar-based system detects positions more accurately than the image-based system (P = 0.000). Mean RMSE of the radar-based system was 0.24 m, RMSE of the image-based system was 0.73 m. The image-based system was significantly influenced by the location of the run, whereas the radar-based system was not. Based on the results of this study, we conclude that the radar-based system is more valid in detecting x,y positions than the image-based system. Future studies should take advantage of the new test design which allows more precise statements on the accuracy of a position detection system.


Figure 1: Location of game stoppage. 
Game stoppages overview. Goal Kick Kick off Substitution Corner Kick Throw in Penalty Free Kick Referee ball Injury Total
Influence of mode, sex and mode*sex on mean number of stoppages per match.
Influence of location on mean duration of stoppage per match.
Influence of score on mean duration of stoppage per match. * =significant difference to Trailing; # =significant difference to Drawing; Δ =significant difference to Leading.
Influences on frequency and duration of game stoppages during soccer

April 2012

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425 Reads

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13 Citations

The aim of the present study was to analyse game stoppages in male and female league and knock-out matches in order to gain information about possible influences on the frequency and duration of stoppages during football matches. The sample consisted of 48 matches, resulting in 5860 analysed stoppages. For each stoppage, duration, type (e.g. free kick, goal kick, etc.), mode (Knock Out vs. Round Robin), sex, and location were registered. Per match 108.06 ± 13.02, 122.50 ± 13.86, 132.38 ± 10.76, and 139.00 ± 9.94 stoppages were registered on average for male league, male World Cup, female World Cup, and female league matches, respectively. ANOVAs were calculated to analyse possible influences of the different variables. Results showed that the duration of a stoppage is significantly influenced by all four variables (p Keywords: GAME STOPPAGES; INTERMITTENT NATURE; SOCCER Document Type: Research Article Publication date: April 1, 2012 More about this publication? Editorial Board Information for Authors Subscribe to this Title Terms & Conditions ingentaconnect is not responsible for the content or availability of external websites (document).ready(function() { var shortdescription = (".originaldescription").text().replace(/\\&/g, '&').replace(/\\, '<').replace(/\\>/g, '>').replace(/\\t/g, ' ').replace(/\\n/g, ''); if (shortdescription.length > 350){ shortdescription = "" + shortdescription.substring(0,250) + "... more"; } (".descriptionitem").prepend(shortdescription);(".descriptionitem").prepend(shortdescription); (".shortdescription a").click(function() { (".shortdescription").hide();(".shortdescription").hide(); (".originaldescription").slideDown(); return false; }); }); Related content In this: publication By this: publisher In this Subject: Internal Medicine By this author: Siegle, Malte ; Lames, Martin GA_googleFillSlot("Horizontal_banner_bottom");


Figure 1. Pitch segmentation.
Game interruptions in elite soccer

March 2012

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11,478 Reads

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105 Citations

The objectives of the study were to analyse game interruptions of league soccer in detail and the tactical use of game interruptions. Sixteen matches of a German first league soccer team were observed. An observational system was designed to assess interruption types, score, duration of interruption, location of interruption, time of interruption and number of occurrences. Results showed that there is an average of 108 interruptions per match. Throw-ins (40) and free kicks (33) were most frequent. Goal kicks (17), corner kicks (10), substitutions (4), and kick offs (3) occurred less often. Drop balls, penalties, and injuries occurred least often. For 38% of the total match time observed, matches were halted. The mean duration of running and interrupted match parts were 32.1 s and 18.7 s, respectively. The analysis showed significant differences concerning the influence of the location of interruption, score, and time of interruption on the duration of different interruption types (P < 0.05). The results of the study showed the tactical use of game interruptions during league soccer matches, e.g. goal kicks of the leading team take longer towards the end of the match. Examining game interruptions has turned out to be a valuable source of information adding to our knowledge of soccer. We have shown evidence that the durations of many interruptions serve tactical purposes, a well-known hypothesis in practice.


Validity of Work-Rate Data in Soccer

January 2012

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55 Reads

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2 Citations

Deutsche Zeitschrift für Sportmedizin/German Journal of Sports Medicine

Problem: There was a rapid development of position detection systems in soccer during the last 10 years. These systems provide large data sets concerning the total running distances and running distances in specific speed intervals of soccer players, so called work-rate data. Based on these data, many studies have investigated the phenomenon of fatigue during a soccer match. The common procedure is to analyse the reduction of work rate data, as an indicator of fatigue. This study wanted to analyse if this method is a valid procedure to gain information about the development of fatigue during a soccer match. Method: 14 matches and 103 players of the 1. Fußball Bundesliga from the season 2009/2010 were analysed. Work-rate data was provided by a position detection system. Concerning the influence on work-rate data, variables of interest were playing position, quality of opponent, and score. Results: There was a significant influence (p<0.01) of playing position and score on the work- rate during a soccer match. For quality of opponent, a non-significant trend (p=0.067) was observed. Discussion: The results showed that there are many variables influencing the work-rate of soccer player during a match. Consequently, the analysis of the development of fatigue during a soccer match by means of the analysis of work-rate data seems to be a limited procedure. Future studies in the field of modelling fatigue should take influencing variables into account.



Figure 1: Individual speed thresholds of player 10.
Individual velocity intervals.
The relation between movement velocity and movement pattern in elite soccer

December 2010

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78 Reads

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9 Citations

The aim of the study was to analyse the inter-individual differences concerning the velocities at which changes in movement pattern occurred. During the FIFA World Cup Final in 2006 20 players were observed. For every player the individual velocity boarders were obtained for the movement patterns walking, jogging, cruising and sprinting. Comparisons were done between common velocity boarders and the individualized thresholds. Significant differences (p < .001) were found for all three movement patterns. Therefore analysis based on generalized and fixed transition velocities should be reconsidered.


Citations (10)


... The evaluation of various studies shows that under expert guidance, training measures to promote strength and balance in physical education classes can prove to be effective (ibid.). With the help of standardised survey methods and using the example of football in physical education, Breithecker et al. (2021) examine whether and to what extent significant differences in pupils in grades five to ten at a Bavarian grammar school can be verified in terms of the setting, the duration of the lessons and gender in relation to movement time, the intensity of the exercise and range of motion. Overall, the authors conclude that football as part of physical education classes can make an effective contribution to the physical activity and health behaviour of adolescents, with boys differing from girls with an average greater range of motion (ibid.). ...

Reference:

Physical education and physical education research. An overview of German language publications 2020-2021
Bewegungszeit, Belastungsintensität und Bewegungsumfang im Sportunterricht. Schwerpunkt: Fußball (Movement time, intensity and range of movement in physical education classes. Focus: soccer)

German Journal of Exercise and Sport Research

... Position data provide a particularly useful insight into the interactions between players in game sports. Indeed studies of the movement of players both in the context of within-group player dyads (Bourbousson, Seve, & McGarry, 2010a;Lames, 2006), and of group dynamics within and between teams (Bourbousson, Seve, & McGarry, 2010b;Cordes, Siegle, Stöckl, & Lames, 2010) have been especially insightful. These papers have highlighted the co-dependence of movement within and between groups, and begun to shed light on the so-called "control parameters" that are of significance in dynamical systems approaches (see McGarry, Anderson, Wallace, Hughes, & Franks, 2002). ...

Coupling of players and teams in soccer analyzed by Relative Phase
  • Citing Book
  • January 2010

... 18 In Appendix A ( Figure A1), we also provide the distribution of coach dismissals per match day and per ranking. Although coach turnovers seem to be uniformly distributed across match days, teams with a worse league position rather tend to change their coach, which is increase their running performance in order to win (Siegle et al., 2012). Moreover, when a match is already decided, both teams reduce their running distance (Schneemann & Deutscher, 2017). ...

Validity of Work-Rate Data in Soccer

Deutsche Zeitschrift für Sportmedizin/German Journal of Sports Medicine

... This argumentation must be taken into consideration since although VAR events contributed only 6% to interruption time on average (not considering set pieces without any of our interruption types involved), it is a result of low occurring frequency, and the duration tends to be long when it happens (high Standard Deviation). Regarding the discrepancy between CAT and AAT, the findings align with previous studies (Prüßner and Siegle 2015;Siegle and Prüßner 2013), suggesting that referees tend to give less additional time than indicated by the interruption time. Consequently, one could argue that the Bundesliga should use CAT as it did during the FIFA World Cup in 2022. ...

Additional Time in Soccer – Influence of League and Referee

... Even though this is evident, no studies have dealt with Calculated Additional Time and Additional Time Error so far. Existing research on game interruptions explored the prevalence of interruption caused by set pieces, injuries and set pieces (Siegle and Lames 2012). Results showed that interruptions are used as a tactical means of time-wasting and that allocated additional time often falls short, prompting calls for more precise guidelines for referees (Augste and Cordes 2016;Morgulev and Galily 2019). ...

Influences on frequency and duration of game stoppages during soccer

... FIFA World Cup Qatar 2022 spectators could notice a notable change -an extraordinarily long additional time. Historically, additional time averaged 2-5 min each half (Siegle and Prüßner 2013), but in Qatar, this time was often extended beyond 7 min, with instances surpassing 10 min. According to the competition information provider OPTA, five halves had already broken records for the most extended additional times since 1966 within the tournament's initial two days (OPTA 2022). ...

Additional time in soccer

... 37 Previous evidence revealed interteams' synchrony in relation to the dispersion and position of the teams. 5,9,16,38,39 For instance, Bartlett et al. 5 revealed that teams moved synchronously along and across the field. Those evidence support the findings of this study which revealed an inter-team synchrony, illustrated in Figures 5 and 6. ...

Modeling soccer by means of relative phase

Journal of Systems Science and Complexity

... Such terms help to provide relevant information about the competitive level of study participants, however, populations such as youth athletes are not easy to classify given their relative lack of experience and variation between countries and sports. This may also be applicable at the so-called "elite" level as professional status can relate to having competed in any one of several different tiers of varying playing standard [53]. In an effort to improve the standardization of athletes' competitive levels, we recommend that researchers follow the Participant Classification Framework [33] which categorizes players based on their level of practice, volume of training and ranking. ...

The relation between movement velocity and movement pattern in elite soccer

... As a result, systemic issues with GPS technology may persist despite the model's application. Widely used in sports, GPS technology is influenced by environmental factors such as stadium architecture, weather conditions, and the presence of spectators, which can negatively affect signal precision and reliability [45,46]. Future research to evaluate the robustness of the correction model under diverse practical constraints, such as environmental variability and device positioning, is necessary. ...

Design of an accuracy study for position detection in football

... Set pieces, along with attacking, defending, and the two transition phases (offensive and defensive), represent one of the five key moments of the game [1,2]. Game interruptions account for a substantial portion of match time, with research indicating that they comprise approximately 38% of elite domestic and international competitions [3], and can be an opportunity for planning and strategic organization for both playing teams [3]. A set piece in football may include a free kick, corner kick, throw-in, penalty, goal kick, or kick-off [4]. ...

Game interruptions in elite soccer