Effects of the range and frequency of vibrations on the momentary riding comfort evaluation of a railway vehicle

Size: px
Start display at page:

Download "Effects of the range and frequency of vibrations on the momentary riding comfort evaluation of a railway vehicle"

Transcription

1 Japanese Psychological Research 1998, Volume 40, No. 3, Effects of the range and frequency of vibrations on the momentary riding comfort evaluation of a railway vehicle HIROAKI SUZUKI Ergonomics Laboratory, Fundamental Research Division, Railway Technical Research Institute, Hikari-cho, Kokubunji, Tokyo , Japan Abstract: When trains pass level-crossings, turnouts, and rail joints, they are momentarily subjected to extreme vibrations. In railway engineering, evaluation of the riding comfort under such occasional vibrations is called the momentary riding comfort evaluation, as distinct from the long-term evaluation, which addresses the riding comfort of passengers for certain lengths of train operation. In order to identify the effective vibrational characteristics of the momentary evaluation, an experiment was performed with a riding comfort simulator. Ten adult subjects for each condition, 80 in total, participated in the experiment. The effects of differences in the range of stimuli, frequency of each stimulus, and scores on a rating scale of discomfort were studied. Differences in the range and frequency affected the evaluation such that subjects tended to make a relative judgment on discomfort. They made almost an absolute judgment when the rating scale was well defined, with a small number of categories. Key words: vibration, riding comfort, perceptual judgment, psychophysics, range-frequency effect. The riding comfort of railway vehicles is determined by vibration, noise, temperature, humidity, seat design and structure, and other factors, of which vibration has most extensively been studied in quantitative form. In railway engineering, riding comfort generally means feeling or evaluation related to vibration and acceleration that occur when trains run (Suzuki, 1998). In the research on riding comfort evaluation, one of the objectives is to clarify the correspondence between vibration (physical quantity) and human response. Therefore, a psychophysical approach is applicable. In contrast to the objects of classic psychophysics the vibration of railway vehicles, a complicated physical quantity, calls for clarification of how to express its characteristics. Different countries and regions have different gauges, ratios of curves and gradients and speed restrictions, and have to deal with different weights of passengers. As it is extremely difficult for this reason to establish a universally applicable international standard for the riding comfort of railway vehicles, different countries have different standards, to reflect their own conditions (Japanese Industrial Standards Committee, 1990). For example, in Japan, where the railway is responsible for a large share of passenger transport, 1 trains in urban zones are so crowded that many passengers are obliged to stand, and accordingly it is common practice in setting the allowable limits of vibration, 1 For example, in 1993, railways shared 35% of the total passenger transport in Japan in terms of distance traveled, while the corresponding figure was 6 8% in west European countries and about 1% in the US (Ministry of Transport, 1996) Japanese Psychological Association. Published by Blackwell Publishers Ltd, 108 Cowley Road, Oxford OX4 1JF, UK and 350 Main Street, Malden, MA 02148, USA.

2 Factors affecting vibrational discomfort 157 Figure 1. An example of a vibration in a railway vehicle. This is a waveform of lateral vibrational acceleration measured at the floor surface of the car body. deceleration under braking, or excessive centrifugal acceleration to refer not to the seating posture but to a more stringent standing posture (Suzuki, 1997a). Vibrations of railway vehicles are a composite of various vibrations of different types, such as permanent vibrations (e.g., those caused by track irregularities), temporary vibrations (e.g., those caused by air-conditioning units), and occasional vibrations (e.g., those caused by level-crossings and turnouts). All these aspects should be considered in formulating a method of evaluating riding comfort. The present study, through basic experiments, examined the factors determining momentary discomfort under occasional vibrations. Riding comfort as a perceptual judgment Expression of vibration Acceleration is generally adopted as a preferred measure of quantifying the severity of human vibration exposures (International Organization for Standardization; ISO, 1997). Figure 1 shows an example of a waveform of vibrational acceleration in the lateral direction measured on a running train, with the horizontal and vertical axes representing the time and the lateral vibrational acceleration, respectively. The vertical arrow indicates a point where an extreme vibration is observed at a levelcrossing or a turnout. ISO/DIS10056 describes the features of railway vehicle vibrations as follows: Railway vibration signals are of a random nature, may include periodic features and cover a wide range of frequencies but energy level inside the vehicle is relatively low, [and railway vibration signals are] not stationary but may be considered as partially stationary (ISO, 1996, p. 5). If the waveform is a simple sinusoidal vibration, it can univocally be expressed in terms of amplitude, frequency and phase. A number of psychophysical studies have been performed on simple sinusoidal vibrations for ease of control in experiments (e.g., see Suzuki, 1998). In the case of vibrations in Figure 1, however, how to describe their characteristics is one of the study items. An index widely used in engineering is the root mean square (r.m.s.), here the root mean square of a particular variable related to acceleration over a specified time. When the mean value of amplitudes is zero, the r.m.s. value is equivalent to the standard deviation. We observe a difference between the maximum amplitude in one direction and one in the opposite direction in each period during a specified time and repeat this observation for the entire section concerned. The maximum value of the differences thus observed is called a peak-to-peak value. The maximum amplitude on one side of the reference axis is called a peak value. Peak-to-peak value (or peak value) is not an ideal index from a statistical viewpoint, because an exceptional amplitude, if any, may be taken as representing the vibrational characteristics of the entire section. In railway engineering, however, the r.m.s. value and peak value are used in parallel.

3 158 H. Suzuki Railways are a fixed guideway system with vehicles running on dedicated tracks. Business entities normally own and maintain both tracks and vehicles. As trains run, the effects of train loads are accumulated on the track. To improve the riding comfort of railway vehicles, therefore, it is important to improve the control of tracks. A key issue in controlling tracks is to improve points where extreme vibrations take place. This is based on the idea that pointby-point elimination of vibration eventually leads to an improvement of riding comfort over the entire section. For this purpose, the peak value is an effective index, as it indicates points where extreme vibrations occur and which therefore require maintenance. The peak value divided by the r.m.s. value is called the crest factor and is used as an index to indicate the degree of vibrational shock. Momentary and long-term riding comfort In view of such specific features, it is necessary, in order to discuss the riding comfort of railway vehicles, to separate the momentary riding comfort at limited points from the long-term riding comfort over an entire section. Although the term riding comfort is normally associated with the long-term comfort, the momentary comfort is equally important in railway engineering. For the purpose of controlling track conditions, therefore, the peak value is used for the momentary evaluation and the r.m.s. value for the long-term evaluation. It is not clear, however, how the momentary riding comfort evaluation is governed by the absolute peak value alone. Suzuki (1996) proved that the anchoring effect on the evaluation of vibration intensity is just the same as in other perceptual phenomena. This implies that the evaluation of momentary extreme vibrations is affected by the frame of reference. Effect of the range and frequency of stimuli Until today, the riding comfort of passengers has generally been tested by having vibration intensity evaluated by them according to rating scales prepared by the experimenter. From a methodological viewpoint, this is a sort of perceptual judgment task. In relation to a number of perceptual phenomena, it is well known that what is perceived is dependent not only on the physical properties of the stimuli, but also on one s frame of reference. For example, Helson explained the problems of the frame of reference, including the anchoring effect, with the concept of adaptation level, and this influenced studies on perceptual judgment thereafter (e.g., Helson, 1964). According to his theory, perceptual judgment is determined by the pooling of all present and past stimuli, and the scale of judgment is set around a central adaptation level, as the average of all effects of stimuli. In constructing a more precise model of perceptual judgment, however, a number of questions arose about Helson s hypothesis, such as whether the reference point could be limited to the average alone, and whether only one adaptation level was enough as a reference point. According to adaptation theory, the judgment of the effects of different stimuli would not change as long as their geometric mean was the same, even though the stimuli followed different patterns of distribution. In response to this question, Parducci and his colleagues proposed a range-frequency model (R-F model), based on a series of experiments performed for more widely ranging stimuli and varied frequency conditions (Parducci, 1963; Parducci & Haugen, 1967; Parducci & Perret, 1971). This model assumes two principles to be followed by subjects in judging the categories. One is a range principle, in which the range of the stimuli is divided into several sub-ranges of a lower order, to which each category corresponds. The other is a frequency principle, in which different categories tend to be used at the same frequency. The model is based on the assumption that actual judgment is a compromise between these principles. The method of formulating the R-F model is briefly introduced below (Kakizaki, 1974; Parducci & Perret, 1971). 1. We denote the ith stimulus in a series of stimuli by S i, and define the range value R i for S i as the ratio of the distance between S i

4 Factors affecting vibrational discomfort 159 and the lowest point in the series to the length of the total range (i.e., the distance between the highest and the lowest points). 2. We define the frequency value F i for S i as the ratio of the sum of stimuli lower than S i to the sum of all stimuli in the series. 3. The judgment J i for the stimulus S i is given by relating R i and F i as J i = ωr i + (1 ω)f i. The coefficient of weight, ω, is set at 0.5 unless another particular value is required for evaluation. The value of C i for actual evaluation is given by a linear transformation, C i = bj i + a, where a is the value of the lowest category for evaluation and b is a value in the range of evaluation. Parducci proved that the R-F model is applicable to various perceptual judgments, such as the size of a square, number of dots, heaviness of a weight, by comparing experimental results obtained for different ranges and distributions of stimuli. He also proved that the contextual effects are conspicuous, even in experiments in which the range and frequency of stimuli are gradually changed. It is known that the contextual factors are influential in the riding comfort evaluation of railway vehicles (Suzuki, 1996, 1997a; Suzuki & Kobayashi, 1994). In this respect, the studies by Parducci and his colleagues are very interesting. Range and frequency of occurrence of railway vehicle vibrations Running trains and passengers on board are exposed to vibrations in various directions, of which lateral vibrations are the most important in the evaluation of riding comfort on railway vehicles (Suzuki, 1997a, 1997b). For this reason, we adopted lateral vibrations as the theme of this study. The white bars in Figure 2 show an example of the distribution of peak values of vibrational acceleration in the lateral direction obtained when an express train runs at the scheduled speed on a section with a number of curves in a mountainous area. Bars represent the frequencies of occurrence of the peak value. The peak values used in this figure were calculated for each block in a 20-min running Figure 2. An example distribution of peak values of lateral vibrational acceleration measured on a running railway vehicle. The white bars represent a case where an express train ran on a section with a number of curves at the scheduled speed, while the black bars represent a case where a test train of the same type ran on the same section at a speed of about 15 km/h faster than the scheduled speed. Approximation curves are also drawn approximating each histogram according to a log-normal distribution. section divided into successive 5-s blocks. Dividing the total section into 5-s blocks has been standard practice in momentary evaluation experiments in Japan. The same approach is also adopted in calculating the r.m.s. values in international standards (European Rail Research Institute, 1993; ISO, 1996). As seen in the figure, the distribution of the peak values is positively skewed. The thin line represents an approximate curve according to a log-normal distribution. The black bars in Figure 2 show an example of the distribution of peak values obtained when a train of the same type is operated on the same section at a speed 15km/h faster than that in the above case. 2 The thick line is an approximate curve according to a log-normal distribution. Although the pattern of the distribution is more or less the same, the frequency 2 On sections with curves of small radii, the maximum running speed is strictly limited to prevent rapid changes in acceleration. Therefore, the test train could not run through the whole section at speeds exactly 15 km/h faster than the scheduled speed.

5 160 H. Suzuki Figure 4. An example of a waveform used in this study. Figure 3. Four-axis vibration apparatus as a riding comfort simulator. of occurrence of extreme vibrations increases due to the higher speed. As it is difficult to control occasional vibrations in trains, we use a vibration simulator by applying the range and frequency of occurrence of stimuli observed in field experiments. Experiment 1 The purpose of this experiment was to clarify the effects of differences in the ranges of vibration intensities and frequencies on the momentary riding comfort evaluation. Method Apparatus. We used a simulator that vibrates independently in four directions, longitudinal, lateral, vertical, and roll (rotation around the longitudinal axis) to simulate various vibration modes of running trains in a laboratory (Suzuki, Omino, & Fukushima, 1997). The vibration plate ( mm) of the apparatus was vibrated with a subject standing on it (Figure 3). As this simulator was being equipped with an anti-noise device, the effects of noise on the evaluation results were negligible (Suzuki, 1996). Subjects. 40 adult subjects (20 men and 20 women, aged years) participated in this experiment. Ten were assigned to each of the four conditions described below, with no one participating in multiple conditions. Stimuli. We made an experimental design simplifying the vibrations observed on actual trains. As shown in Figure 4, we excited the apparatus to a periodic sinusoidal waveform, into which only one period of sinusoidal vibration of a different amplitude was inserted. Hereafter, the inserted vibration that makes the peak value is called the peak vibration, and the periodic sinusoidal vibration is the background vibration. Background vibrations before and after the peak vibration were set for the same periods. We set four distribution patterns (A, B, C, and D) of different ranges and frequencies of occurrence of peak vibration and presented stimuli 48 times in all patterns. Table 1 shows Table 1. Stimulus frequency distribution used in Experiment 1 Acceleration (m/s 2 ) Total Pattern A Pattern B Pattern C Pattern D

6 Factors affecting vibrational discomfort 161 the frequency distributions of stimuli presented in each pattern. Patterns A and B correspond to white bars and black bars in Figure 2, respectively. Pattern C is obtained by shifting pattern A toward the right so that the upper limit of the range takes a value of 2.0 m/s 2, the same as that of pattern B. Pattern D represents a case where all stimuli are presented at the same frequency in the same range as that of pattern B. Patterns C and D would never actually occur on running trains. We set 12 levels of vibration patterns, from 0.35 to 2.00 m/s 2 with a spacing of 0.15 m/s 2 in each range, by taking into account the fact that a difference threshold for lateral vibrations has been proved to be approximately at this level (Suzuki & Kobayashi, 1994). This setting allowed us to clarify the effects of: 1. changes in vibration distribution due to higher train speeds on the evaluation of riding comfort (comparison between patterns A and B); 2. different ranges at the same stimulus presentation (comparison between patterns A and C); 3. different frequencies of stimulus presentation in the same range (comparison between patterns B and D). Changes in the crest factor also affect the evaluation results. To eliminate this effect, therefore, we adjusted the background vibration so that the value of the crest factor was maintained at 2.5, a value typically observed on running trains. Although the effect of different frequencies of vibration should be taken into account, we set the frequency at 2 Hz for all conditions, which is predominant and most frequent on trains. Rating scale. The scale comprised six category ratings: These categories were used as a reference for the purpose of evaluating the vibration of public transport facilities in Annex C to ISO 2631 (ISO, 1997), widely used in various countries. Procedure. The task of subjects was to evaluate on the rating scale the intensity of vibration patterns which were successively presented. Each vibration pattern was presented for 5 s. After each vibration pattern, subjects were required to evaluate the degree of discomfort regarding the presented vibration patterns as vibrations of trains. The interstimulus interval for subjects to write down the rating was set at 10 s. This was adopted as sufficient but not too long for the purpose, based on preliminary experimental results. To avoid the effects of the order in which stimuli were presented, vibration patterns were presented at random for different subjects. Subjects stood with their feet spread to shoulder width and gripping the handrail on the vibration plate with one hand. To avoid the effects of the difference in footwear, they wore slippers of the same design. Results Figure 5 shows changes in the mean scores recorded by all subjects when the peak value intensified in each vibration pattern. As suggested by the figure, evaluation results differed across the vibration patterns. In this experiment, the four steps 0.95, 1.10, 1.25, and 1.40 m/s 2 were presented in all vibration patterns, but their frequencies of 1. not uncomfortable; 2. a little uncomfortable; 3. fairly uncomfortable; 4. uncomfortable; 5. very uncomfortable; 6. extremely uncomfortable. Figure 5. Mean scores as a function of the peak acceleration in Experiment 1.

7 162 H. Suzuki presentation were different. By using the data obtained for these four step stimuli, therefore, we tested the effects of two factors pattern and acceleration by ANOVA. As pattern was a between-subjects variable and acceleration was a within-subject variable in this experiment, a split-plot ANOVA was used. The main effects of the pattern, F(3, 36) = 8.56, p.01, and acceleration, F(3, 108) = 9.00, p.01, were both significant. However, the two-way interaction was not significant, F(9, 108) = The significance of the main effect of acceleration confirms that the discomfort scores rose as acceleration increased. Tukey s HSD tests on pattern, differences between patterns A and C, between B and D, and between A and D were significant, but they were not significant for combinations of other patterns. Discussion Ratings of patterns A and C were significantly different, despite being for the same frequency of stimulus presentation, although the ranges were different. At the same time, the ratings for patterns B and D also differed significantly, despite these patterns having each stimulus in the same range, although the frequencies of stimulus presentation differed. These facts prove that the evaluation of discomfort differs for different ranges and frequencies of stimuli. On the other hand, the difference between patterns A and B was not significant. This means that the rating does not differ much, depending on the running conditions, when the difference in running conditions is limited to the extents assumed in this experiment. Next, we applied the concept of the R-F model to the experimental results. Figure 6 shows a predicted function from R-F model (lines) and empirical evaluated scores (points) as a function of peak acceleration. Although there are some discrepancies between the predicted and empirical values, they are in fairly good agreement as a whole. The correlation coefficients between the predicted and empirical values are as high as for pattern A, for B, for C, and for D. However, the results did not exactly correspond to the R-F model; for instance, the maximum Figure 6. Predicted function from the R-F model (lines) and empirical evaluated scores (points) as a function of the peak acceleration. evaluation point observed in this experiment was 4.0 or less for all vibration patterns against the maximum point of 6.0 among the defined evaluation categories, whereas the model assumes a frequency principle based on which the subjects tend to quote all categories at a fixed ratio and to match the defined maximum point (6.0 in this experiment) to the maximum stimulus in the range of stimuli. The reason for this discrepancy is the difference in the tasks set to test perceptual judgment. Parducci used artificial stimuli designed for the experiment, such as the size of a square and number of dots, while this experiment required judgment on the vibration discomfort experienced on railway vehicles routinely used by subjects. Therefore, evaluation results in this experiment seem to reflect subjects comparisons with their long experience, in addition to the effects of the ranges of stimuli and the frequencies of stimulus presentation. On the other hand, it is known that the endurance of postural stability against rapid changes in acceleration differs by 30% depending on whether the stimulus is signaled in advance or not (Ohno & Nagata, 1994). It is understandable, therefore, that scores for extreme vibrations are lower in experiments than on actual trains. For these reasons, the scores in this experiment seem to be lower by about 40% on average than those predicted from the R-F

8 Factors affecting vibrational discomfort 163 model. In drawing the function in Figure 6, therefore, we used points 40% smaller than those predicted from the R-F model. In this conversion the original values are multiplied by a fixed ratio, and so the correlation coefficient between the empirical and predicted values is not affected. In discussing the fit to the R-F model, the stimuli assumed in the present experiment may not be adequate. Nevertheless, at least as far as the daily problem of the momentary riding comfort of railway vehicles is concerned, it may be worth suggesting here that such a model may be suitable. Figure 7. Mean scores as a function of the peak acceleration in Experiment 2. Experiment 2 As mentioned above, we clarified the effects of the ranges and frequencies of stimuli on the momentary discomfort evaluation. However, what we have found emphasizes the difficulty of making absolute evaluations of perceptual judgments, and it is impossible for us to make a definitive scale for this purpose. Is there not a method by which to make the evaluation more exact? One means may be to change the rating scale and terms. It is known that the results of evaluating the vibration intensity depend on the scale and terms used (Dempsey, Coates, & Leatherwood, 1977; Suzuki, 1998). In Experiment 1, the evaluation scale had different adverbs employed to modify uncomfortable. The terms used were relative and similar to those used in Parducci s experiments. When a subject gave an evaluation category of 3 to a vibration pattern, for example, he or she would give a rating higher than 3 when a stronger vibration pattern was presented thereafter (Parducci & Perret, 1971). The purpose of the study on riding comfort has mainly been to clarify the vibration intensity that subjects feel to be uncomfortable or unacceptable (Suzuki, 1997a). By combining two questions whether the vibration is uncomfortable and whether it is in the unacceptable range as a vibration on railway vehicles we devised the following ratings: 1. not wholly uncomfortable or slightly irritating; 2. uncomfortable, but in the acceptable range of riding comfort for railway vehicles; 3. extremely uncomfortable and not acceptable as riding comfort for railway vehicles. By asking the subjects whether the vibration was uncomfortable or unacceptable, we studied the effects of the question on the evaluation result. Method The experimental method was the same as that for Experiment 1, except the rating scale was composed of the above three evaluation categories. 40 subjects, 20 men and 20 women, again participated in the experiment. Results Figure 7 shows the changes in the evaluation results for the four patterns A D. Compared with Figure 5, there are no large differences between the different patterns. In the same way as in Experiment 1, we tested by ANOVA the four steps from 0.95 to 1.40 m/s 2 which were presented in all patterns. Only the main effect of acceleration was significant, F(3, 108) = 7.08, p.01. The main effect of pattern, F(3, 36) = 0.135, and the two-way interaction, F(9, 108) = 0.09, were not significant. Therefore, it was proved that the different ranges or frequencies did not affect the ratings in this experiment.

9 164 H. Suzuki General discussion Effect of the number of response categories Although the judgment of human beings tends to be relative, the above result proved that we can make an approximate absolute evaluation when we use an appropriate rating scale and terms. Experiment 2 also shows that subjects ratings on scales with a smaller number of categories are less affected by the context of the judgment category. In contrast, Parducci stated that judgment tends to become incorrect and is affected more by the context of the judgment category when smaller numbers of categories are used (Parducci, 1964; Parducci & Sandusky, 1965). We discuss this discrepancy below. Parducci stated that subjects tend to switch categories when the later stimulus can be distinguished from one presented just before, and that the effect of the order of presentation can be eliminated by decreasing the number of stimuli present for each category or by increasing the number of categories available for selection. He verified his statement in several experiments. However, the categories used in these experiments were relative, being modified by adverbs such as very and fairly or attributes such as large and small. The number of categories was increased or decreased by adjusting the types of descriptor. In addition, the objects to be judged were the size of a square, length of a line segment and other neutral stimuli little related to everyday affairs. In contrast, the experiments in this study were meant to evaluate the momentary riding comfort on railway vehicles in relation to experiences in the daily life of the subjects, with emotional words such as uncomfortable, or unacceptable. In this context, our experiments were completely different from those of Parducci. Therefore, the discrepancy between the two types of experiment cannot simply be attributed to the difference in the number of categories used, but requires an investigation into the contents of evaluation. We should further discuss the difference between the evaluation of physical attributes such as large and small and that of emotional elements such as uncomfortable and unacceptable. Acceleration felt as uncomfortable or unacceptable We cannot conclude that ranges and frequencies of stimuli do not affect judgments based on the results of Experiment 2 alone. Moreover, we have to determine the degrees of acceleration perceived as uncomfortable and unacceptable in order to meet engineering requirements. Therefore, we scale all data obtained from Experiment 2 according to Thurstone s method to find the boundary value for judging uncomfortable or unacceptable. Taking the value of acceleration at which 50% of responses are ratings of 1 and 50% are of 2 or 3 as the boundary deciding not uncomfortable or uncomfortable, we arrived at a value of 1.16 m/s 2. Taking the value of acceleration at which the 50% of responses are ratings of 1 or 2 and 50% are of 3 as the boundary deciding acceptable or unacceptable, we arrived at a value of 1.83 m/s 2. The reliability of these values will have to be verified through accumulation of data collected under a wide diversity of test conditions. Conclusions Based on various experiments on the evaluation of riding comfort on railway vehicles, a number of criteria and guidelines have been offered. However, the results obtained have often been inconsistent; the effects of different methods, procedures, and rating scales have not been studied sufficiently. There are a number of railway engineers, therefore, who believe that evaluating riding comfort by requiring subjects to answer in words does not produce accurate results. Experiments introduced in this paper were performed to examine the effects of different stimulus ranges, frequencies, and rating scales on perceptual judgments. Although perceptual judgment tends to become a relative one, affected by the context, these experiments prove that we can obtain almost absolute evaluation results if we adopt an appropriately designed experimental method. For this purpose, it is important to perform an

10 Factors affecting vibrational discomfort 165 evaluation in well-defined words that reflect the daily experiences of the subject, as suggested by the experimental results. Not only ISO2631 but also projects to apply it to the evaluation of riding comfort on railway vehicles aim to establish a generally applicable evaluation scale (ISO, 1996, 1997). However, it may be appropriate to choose evaluation terms more easily understandable in the evaluation of routine affairs, including the riding comfort on railway vehicles. The experiments introduced in this paper adopted simplified stimuli, as they were performed according to the experimental design method. It is necessary to repeat the experiments by applying stimuli more closely reflecting actual vibrations on railway vehicles. Though we used a three-item scale in Experiment 2, further debate will be needed before finally deciding on the measurement scale to be adopted. References Dempsey, T. K., Coates, G. D., & Leatherwood, J. D. (1977). An investigation of ride quality rating scales. NASA Technical Paper Hampton, VA: National Aeronautics and Space Administration. European Rail Research Institute (1993). Application of ISO Standard 2631 to railway vehicles (B 153), Report No. 19, Final report. Utrecht: European Rail Research Institute. Helson, H. (1964). Adaptation-level theory. New York: Harper and Row. ISO (1996). Mechanical vibration Measurement and analysis of vibration to which passengers and crew are exposed in railway vehicles, ISO/ DIS Geneva: International Organization for Standardization. ISO (1997). Mechanical vibration and shock evaluation of human exposure to whole-body vibration, Part 1: General requirements, ISO Geneva: International Organization for Standardization. Japanese Industrial Standards Committee (1990). Vibration characteristics of railway rolling stock Measuring methods (JIS-E4023). Tokyo: Japanese Standards Association. Kakizaki, S. (1974). Perceptual judgment. Tokyo: Baifu-kan. (In Japanese.) Ministry of Transport (1996). Facts and figures of railways. Tokyo: Japan Transport Economics Research Center. (In Japanese.) Ohno, H., & Nagata, H. (1994). Safety assessment of motion environments from a view point of postural stability. Proceedings of the Third Transportation and Logistics Conference, Japan Society of Mechanical Engineers, (In Japanese.) Parducci, A. (1963). Range-frequency compromise in judgment. Psychological Monograph, 77, 2 (Whole No. 565). Parducci, A. (1964). Sequential effects in judgment. Psychological Bulletin, 61, Parducci, A., & Haugen, R. (1967). The frequency principle for comparative judgments. Perception and Psychophysics, 2, Parducci, A., & Perret, L. F. (1971). Category rating scales: effect of relative spacing and frequency of stimulus values. Journal of Experimental Psychology Monograph, 89, Parducci, A., & Sandusky, A. (1965). Distribution and sequence effects in judgment. Journal of Experimental Psychology, 69, Suzuki, H. (1996). Effects of frame of reference on the judgments of whole-body vibration intensity. Japanese Journal of Psychology, 67, (In Japanese with English summary.) Suzuki, H. (1997a). An applied psychological approach to riding comfort evaluation of railway vehicles. Japanese Psychological Review, 40, (In Japanese with English summary.) Suzuki, H. (1997b). Effect of vibrational factors on the evaluation of whole-body vibrational intensity. Japanese Journal of Psychology, 68, (In Japanese with English summary.) Suzuki, H. (1998). Research trends on riding comfort evaluation in Japan. Journal of Rail and Rapid Transit (Proceedings of the Institution of Mechanical Engineers Part F), 212, Suzuki, H., & Kobayashi, T. (1994). Perceptual psychological study on evaluation of riding comfort of the train passing a curve. RTRI Report, 8, (In Japanese.) Suzuki, H., Omino, K., & Fukushima, N. (1997). Improvement in performance of riding comfort simulator. Japanese Journal of Ergonomics, 33, (In Japanese.) (Received April 28, 1997; accepted Nov. 8, 1997)

Influence of Frequency on Difference Thresholds for Magnitude of Vertical Sinusoidal Whole-Body Vibration

Influence of Frequency on Difference Thresholds for Magnitude of Vertical Sinusoidal Whole-Body Vibration Industrial Health 2002, 40, 313 319 Original Article Influence of Frequency on Difference Thresholds for Magnitude of Vertical Sinusoidal Whole-Body Vibration Yasunao MATSUMOTO 1 *, Setsuo MAEDA 2 and

More information

MODELS FOR THE ADJUSTMENT OF RATING SCALES 1

MODELS FOR THE ADJUSTMENT OF RATING SCALES 1 MODELS FOR THE ADJUSTMENT OF RATING SCALES 1 Gert Haubensak and Peter Petzold Justus Liebig University of Giessen, Germany gert.haubensak@psychol.uni-giessen.de Abstract In a category rating experiment

More information

SUPPLEMENTAL MATERIAL

SUPPLEMENTAL MATERIAL 1 SUPPLEMENTAL MATERIAL Response time and signal detection time distributions SM Fig. 1. Correct response time (thick solid green curve) and error response time densities (dashed red curve), averaged across

More information

EFFECTS OF EXPOSURE TO VIBRATIONS ON HEALTH

EFFECTS OF EXPOSURE TO VIBRATIONS ON HEALTH EFFECTS OF EXPOSURE TO VIBRATIONS ON HEALTH Eugenia SECARĂ Transilvania University of Braşov, eugenia.secara@unitbv.ro Key words: vibrations, health, human body Abstract The work presents the values of

More information

Supporting Information

Supporting Information 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 Supporting Information Variances and biases of absolute distributions were larger in the 2-line

More information

Changing expectations about speed alters perceived motion direction

Changing expectations about speed alters perceived motion direction Current Biology, in press Supplemental Information: Changing expectations about speed alters perceived motion direction Grigorios Sotiropoulos, Aaron R. Seitz, and Peggy Seriès Supplemental Data Detailed

More information

DO STIMULUS FREQUENCY EFFECTS OCCUR WITH LINE SCALES? 1. Gert Haubensak Justus Liebig University of Giessen

DO STIMULUS FREQUENCY EFFECTS OCCUR WITH LINE SCALES? 1. Gert Haubensak Justus Liebig University of Giessen DO STIMULUS FREQUENCY EFFECTS OCCUR WITH LINE SCALES? 1 Gert Haubensak Justus Liebig University of Giessen gert.haubensak@t-online.de Abstract Two experiments are reported in which the participants judged

More information

Evaluating normality of procedure up down trasformed response by Kolmogorov Smirnov test applied to difference thresholds for seat vibration

Evaluating normality of procedure up down trasformed response by Kolmogorov Smirnov test applied to difference thresholds for seat vibration Progress in Vibration and Acoustics, March 2015, Volume, Issue, 1-8 doi: 10.12866/J.PIVAA.2015.09.01 Evaluating normality of procedure up down trasformed response by Kolmogorov Smirnov test applied to

More information

Analysis of vibration influence on people in buildings in standards approach

Analysis of vibration influence on people in buildings in standards approach Ravage of the Planet III 355 Analysis of vibration influence on people in buildings in standards approach J. Kawecki & A. Kowalska Cracow University of Technology, Poland Abstract People living in buildings

More information

Chapter 20: Test Administration and Interpretation

Chapter 20: Test Administration and Interpretation Chapter 20: Test Administration and Interpretation Thought Questions Why should a needs analysis consider both the individual and the demands of the sport? Should test scores be shared with a team, or

More information

Effect of vibration sense by frequency characteristics of impact vibration for residential floor

Effect of vibration sense by frequency characteristics of impact vibration for residential floor Architectural Institute of Japan Translated Paper Effect of vibration sense by frequency characteristics of impact vibration for residential floor Ryuta Tomita and Katsuo Inoue Department of Architecture,

More information

Vibration reduction of brush cutter considering human response characteristic

Vibration reduction of brush cutter considering human response characteristic Vibration reduction of brush cutter considering human response characteristic Masanori UEMURA 1 ; Junji YOSHIDA 1 Shigeru MIYAKAWA ; Teruhito OONO ; Daiga ISHIKAWA 1 Osaka Institute of Technology, Japan

More information

Some methodological aspects for measuring asynchrony detection in audio-visual stimuli

Some methodological aspects for measuring asynchrony detection in audio-visual stimuli Some methodological aspects for measuring asynchrony detection in audio-visual stimuli Pacs Reference: 43.66.Mk, 43.66.Lj Van de Par, Steven ; Kohlrausch, Armin,2 ; and Juola, James F. 3 ) Philips Research

More information

CHAPTER 3 DATA ANALYSIS: DESCRIBING DATA

CHAPTER 3 DATA ANALYSIS: DESCRIBING DATA Data Analysis: Describing Data CHAPTER 3 DATA ANALYSIS: DESCRIBING DATA In the analysis process, the researcher tries to evaluate the data collected both from written documents and from other sources such

More information

Statistics is the science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making effective decisions

Statistics is the science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making effective decisions Readings: OpenStax Textbook - Chapters 1 5 (online) Appendix D & E (online) Plous - Chapters 1, 5, 6, 13 (online) Introductory comments Describe how familiarity with statistical methods can - be associated

More information

Empirical Formula for Creating Error Bars for the Method of Paired Comparison

Empirical Formula for Creating Error Bars for the Method of Paired Comparison Empirical Formula for Creating Error Bars for the Method of Paired Comparison Ethan D. Montag Rochester Institute of Technology Munsell Color Science Laboratory Chester F. Carlson Center for Imaging Science

More information

Section 6: Analysing Relationships Between Variables

Section 6: Analysing Relationships Between Variables 6. 1 Analysing Relationships Between Variables Section 6: Analysing Relationships Between Variables Choosing a Technique The Crosstabs Procedure The Chi Square Test The Means Procedure The Correlations

More information

Unit 1 Exploring and Understanding Data

Unit 1 Exploring and Understanding Data Unit 1 Exploring and Understanding Data Area Principle Bar Chart Boxplot Conditional Distribution Dotplot Empirical Rule Five Number Summary Frequency Distribution Frequency Polygon Histogram Interquartile

More information

Statistics is the science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making effective decisions

Statistics is the science of collecting, organizing, presenting, analyzing, and interpreting data to assist in making effective decisions Readings: OpenStax Textbook - Chapters 1 5 (online) Appendix D & E (online) Plous - Chapters 1, 5, 6, 13 (online) Introductory comments Describe how familiarity with statistical methods can - be associated

More information

Lecturer: Rob van der Willigen 11/9/08

Lecturer: Rob van der Willigen 11/9/08 Auditory Perception - Detection versus Discrimination - Localization versus Discrimination - - Electrophysiological Measurements Psychophysical Measurements Three Approaches to Researching Audition physiology

More information

Chapter 1: Introduction to Statistics

Chapter 1: Introduction to Statistics Chapter 1: Introduction to Statistics Variables A variable is a characteristic or condition that can change or take on different values. Most research begins with a general question about the relationship

More information

Koji Sakai. Kyoto Koka Women s University, Ukyo-ku Kyoto, Japan

Koji Sakai. Kyoto Koka Women s University, Ukyo-ku Kyoto, Japan Psychology Research, September 2018, Vol. 8, No. 9, 435-442 doi:10.17265/2159-5542/2018.09.002 D DAVID PUBLISHING Effect of Pursuit Eye Movement and Attentional Allocation on Perceptual-Motor Prediction

More information

Lecturer: Rob van der Willigen 11/9/08

Lecturer: Rob van der Willigen 11/9/08 Auditory Perception - Detection versus Discrimination - Localization versus Discrimination - Electrophysiological Measurements - Psychophysical Measurements 1 Three Approaches to Researching Audition physiology

More information

CAN WE PREDICT STEERING CONTROL PERFORMANCE FROM A 2D SHAPE DETECTION TASK?

CAN WE PREDICT STEERING CONTROL PERFORMANCE FROM A 2D SHAPE DETECTION TASK? CAN WE PREDICT STEERING CONTROL PERFORMANCE FROM A 2D SHAPE DETECTION TASK? Bobby Nguyen 1, Yan Zhuo 2 & Rui Ni 1 1 Wichita State University, Wichita, Kansas, USA 2 Institute of Biophysics, Chinese Academy

More information

Framework for Comparative Research on Relational Information Displays

Framework for Comparative Research on Relational Information Displays Framework for Comparative Research on Relational Information Displays Sung Park and Richard Catrambone 2 School of Psychology & Graphics, Visualization, and Usability Center (GVU) Georgia Institute of

More information

WHOLE BODY VIBRATION SAFETY OF WBV THE IMPACT AND EFFECTS OF HIGH-FREQUENCY MACHINES A HYPERVIBE WHITEPAPER Hypervibe LLC. All Rights Reserved.

WHOLE BODY VIBRATION SAFETY OF WBV THE IMPACT AND EFFECTS OF HIGH-FREQUENCY MACHINES A HYPERVIBE WHITEPAPER Hypervibe LLC. All Rights Reserved. SAFETY OF WBV THE IMPACT AND EFFECTS OF HIGH-FREQUENCY MACHINES A HYPERVIBE WHITEPAPER 2018 Hypervibe LLC. All Rights Reserved. OVERVIEW Whole Body Vibration (WBV), pioneered nearly three decades ago by

More information

THE EFFECT OF WHOLE-BODY VIBRATION ON HUMAN PERFORMANCE AND PHYSIOLOGICAL FUNCTIONS

THE EFFECT OF WHOLE-BODY VIBRATION ON HUMAN PERFORMANCE AND PHYSIOLOGICAL FUNCTIONS Industrial Health, 1977, 15, 13. THE EFFECT OF WHOLE-BODY VIBRATION ON HUMAN PERFORMANCE AND PHYSIOLOGICAL FUNCTIONS PART 1. EXPERIMENTAL STUDY OF THE EFFECT OF VERTICAL VIBRATION ON HUMAN SLEEP Kazuhide

More information

JUDGMENTAL MODEL OF THE EBBINGHAUS ILLUSION NORMAN H. ANDERSON

JUDGMENTAL MODEL OF THE EBBINGHAUS ILLUSION NORMAN H. ANDERSON Journal of Experimental Psychology 1971, Vol. 89, No. 1, 147-151 JUDGMENTAL MODEL OF THE EBBINGHAUS ILLUSION DOMINIC W. MASSARO» University of Wisconsin AND NORMAN H. ANDERSON University of California,

More information

Birds' Judgments of Number and Quantity

Birds' Judgments of Number and Quantity Entire Set of Printable Figures For Birds' Judgments of Number and Quantity Emmerton Figure 1. Figure 2. Examples of novel transfer stimuli in an experiment reported in Emmerton & Delius (1993). Paired

More information

Exploring a Counterintuitive Finding with Methodological Implications

Exploring a Counterintuitive Finding with Methodological Implications Exploring a Counterintuitive Finding with Methodological Implications Why is 9 > 221 in a Between-subjects Design? Stuart J. McKelvie Department of Psychology Bishop s University 2600 College Street, Sherbrooke,

More information

CASE STUDY. Orona, MGEP, Ikerlan Gipuzkoa, Basque Country Research and Development of Sound Quality in Lifts. Spain, Europe PULSE Sound Quality

CASE STUDY. Orona, MGEP, Ikerlan Gipuzkoa, Basque Country Research and Development of Sound Quality in Lifts. Spain, Europe PULSE Sound Quality CASE STUDY Orona, MGEP, Ikerlan Gipuzkoa, Basque Country Research and Development of Sound Quality in Lifts Spain, Europe PULSE Sound Quality Brüel & Kjær s Head and Torso Simulator (HATS), binaural microphones

More information

THE VIBRATION DISCOMFORT OF STANDING PERSONS: EFFECT OF BODY SUPPORTS

THE VIBRATION DISCOMFORT OF STANDING PERSONS: EFFECT OF BODY SUPPORTS Number of pages: 18 Number of tables: 2 Number of figures: 6 Number of references: 17 THE VIBRATION DISCOMFORT OF STANDING PERSONS: EFFECT OF BODY SUPPORTS Olivier Thuong and Michael J Griffin Human Factors

More information

FATIGUE CRACK DETECTION BY ACOUSTIC EMISSION MONITORING IN THE COURSE OF LABORATORY STRENGTH TEST

FATIGUE CRACK DETECTION BY ACOUSTIC EMISSION MONITORING IN THE COURSE OF LABORATORY STRENGTH TEST FATIGUE CRACK DETECTION BY ACOUSTIC EMISSION MONITORING IN THE COURSE OF LABORATORY STRENGTH TEST J.Běhal Aircraft Strength division Aeronautical Research and Test Institute Beranových 10, Prague, Czech

More information

Goodness of Pattern and Pattern Uncertainty 1

Goodness of Pattern and Pattern Uncertainty 1 J'OURNAL OF VERBAL LEARNING AND VERBAL BEHAVIOR 2, 446-452 (1963) Goodness of Pattern and Pattern Uncertainty 1 A visual configuration, or pattern, has qualities over and above those which can be specified

More information

NEW METHODS FOR SENSITIVITY TESTS OF EXPLOSIVE DEVICES

NEW METHODS FOR SENSITIVITY TESTS OF EXPLOSIVE DEVICES NEW METHODS FOR SENSITIVITY TESTS OF EXPLOSIVE DEVICES Amit Teller 1, David M. Steinberg 2, Lina Teper 1, Rotem Rozenblum 2, Liran Mendel 2, and Mordechai Jaeger 2 1 RAFAEL, POB 2250, Haifa, 3102102, Israel

More information

A STATISTICAL PATTERN RECOGNITION PARADIGM FOR VIBRATION-BASED STRUCTURAL HEALTH MONITORING

A STATISTICAL PATTERN RECOGNITION PARADIGM FOR VIBRATION-BASED STRUCTURAL HEALTH MONITORING A STATISTICAL PATTERN RECOGNITION PARADIGM FOR VIBRATION-BASED STRUCTURAL HEALTH MONITORING HOON SOHN Postdoctoral Research Fellow ESA-EA, MS C96 Los Alamos National Laboratory Los Alamos, NM 87545 CHARLES

More information

Before taking field measurements, it is important to determine the type of information required. The person making the measurement must understand:

Before taking field measurements, it is important to determine the type of information required. The person making the measurement must understand: Why measure noise in the workplace? Measuring noise levels and workers' noise exposures is the most important part of a workplace hearing conservation and noise control program. It helps identify work

More information

Biodynamic Response To Random Whole Body Vibration In Standing Posture

Biodynamic Response To Random Whole Body Vibration In Standing Posture Biodynamic Response To Random Whole Body Vibration In Standing Posture Vikas Kumar a, V.H. Saran b and RajKumar Pawar c Mechanical and Industrial Engineering Department Indian Institute of Technology,

More information

Spectrograms (revisited)

Spectrograms (revisited) Spectrograms (revisited) We begin the lecture by reviewing the units of spectrograms, which I had only glossed over when I covered spectrograms at the end of lecture 19. We then relate the blocks of a

More information

Introduction to Statistical Data Analysis I

Introduction to Statistical Data Analysis I Introduction to Statistical Data Analysis I JULY 2011 Afsaneh Yazdani Preface What is Statistics? Preface What is Statistics? Science of: designing studies or experiments, collecting data Summarizing/modeling/analyzing

More information

*

* 6 th International Conference on Structural Engineering and Construction Management 2015, Kandy, Sri Lanka, 11 th -13 th December 2015 SECM/15/145 Investigation on Whole Body Vibration exposures of operators

More information

Medical Statistics 1. Basic Concepts Farhad Pishgar. Defining the data. Alive after 6 months?

Medical Statistics 1. Basic Concepts Farhad Pishgar. Defining the data. Alive after 6 months? Medical Statistics 1 Basic Concepts Farhad Pishgar Defining the data Population and samples Except when a full census is taken, we collect data on a sample from a much larger group called the population.

More information

THE SPATIAL EXTENT OF ATTENTION DURING DRIVING

THE SPATIAL EXTENT OF ATTENTION DURING DRIVING THE SPATIAL EXTENT OF ATTENTION DURING DRIVING George J. Andersen, Rui Ni Department of Psychology University of California Riverside Riverside, California, USA E-mail: Andersen@ucr.edu E-mail: ruini@ucr.edu

More information

A Memory Model for Decision Processes in Pigeons

A Memory Model for Decision Processes in Pigeons From M. L. Commons, R.J. Herrnstein, & A.R. Wagner (Eds.). 1983. Quantitative Analyses of Behavior: Discrimination Processes. Cambridge, MA: Ballinger (Vol. IV, Chapter 1, pages 3-19). A Memory Model for

More information

ENGINEERING INTEGRITY, VOLUME 18, SEPTEMBER 2005, pp Questionnaire and survey sample. Introduction

ENGINEERING INTEGRITY, VOLUME 18, SEPTEMBER 2005, pp Questionnaire and survey sample. Introduction Driver estimation of steering wheel vibration intensity: questionnaire-based survey J. Giacomin and S. Gnanasekaran, Department of Mechanical Engineering, The University of Sheffield Introduction Automobile

More information

Lesson 9 Presentation and Display of Quantitative Data

Lesson 9 Presentation and Display of Quantitative Data Lesson 9 Presentation and Display of Quantitative Data Learning Objectives All students will identify and present data using appropriate graphs, charts and tables. All students should be able to justify

More information

Results & Statistics: Description and Correlation. I. Scales of Measurement A Review

Results & Statistics: Description and Correlation. I. Scales of Measurement A Review Results & Statistics: Description and Correlation The description and presentation of results involves a number of topics. These include scales of measurement, descriptive statistics used to summarize

More information

Proposed EU physical agents directives on noise and vibration

Proposed EU physical agents directives on noise and vibration Loughborough University Institutional Repository Proposed EU physical agents directives on noise and vibration This item was submitted to Loughborough University's Institutional Repository by the/an author.

More information

Fundamentals of Psychophysics

Fundamentals of Psychophysics Fundamentals of Psychophysics John Greenwood Department of Experimental Psychology!! NEUR3045! Contact: john.greenwood@ucl.ac.uk 1 Visual neuroscience physiology stimulus How do we see the world? neuroimaging

More information

Contents INTRODUCTION AND BACKGROUND 1. SECTION 1 Data collection methodology 2

Contents INTRODUCTION AND BACKGROUND 1. SECTION 1 Data collection methodology 2 Contents Page No INTRODUCTION AND BACKGROUND 1 SECTION 1 Data collection methodology 2 SECTION 2 5 DATASHEETS. 1. Push and pull strength 5 2. Push with the thumb or 2 or more fingers 11 3. Push with the

More information

Changing Driver Behavior Through Unconscious Stereotype Activation

Changing Driver Behavior Through Unconscious Stereotype Activation University of Iowa Iowa Research Online Driving Assessment Conference 2009 Driving Assessment Conference Jun 23rd, 12:00 AM Changing Driver Behavior Through Unconscious Stereotype Activation Rob Gray Arizona

More information

International Journal on Bioinformatics & Biosciences (IJBB) Vol.6, No.3/4, December 2016

International Journal on Bioinformatics & Biosciences (IJBB) Vol.6, No.3/4, December 2016 EFFECT OF POSTURAL CONTROL BIOMECHANICAL GAIN ON PSYCHOPHYSICAL DETECTION THRESHOLDS IN ANTERIOR HORIZONTAL TRANSLATION OF STANDING BLINDFOLDED SUBJECTS Shahrokh N Sani 1 and Charles J Robinson 2 1 Department

More information

Congruency Effects with Dynamic Auditory Stimuli: Design Implications

Congruency Effects with Dynamic Auditory Stimuli: Design Implications Congruency Effects with Dynamic Auditory Stimuli: Design Implications Bruce N. Walker and Addie Ehrenstein Psychology Department Rice University 6100 Main Street Houston, TX 77005-1892 USA +1 (713) 527-8101

More information

CHAPTER VI RESEARCH METHODOLOGY

CHAPTER VI RESEARCH METHODOLOGY CHAPTER VI RESEARCH METHODOLOGY 6.1 Research Design Research is an organized, systematic, data based, critical, objective, scientific inquiry or investigation into a specific problem, undertaken with the

More information

Sight Distance AMRC 2012 MODULE 7 CONTENTS

Sight Distance AMRC 2012 MODULE 7 CONTENTS AMRC 2012 MODULE 7 Sight Distance CONTENTS Overview... 7-1 Objectives... 7-1 Procedures... 7-1 7.1 Introduction... 7-3 7.2 Stopping Sight Distance... 7-5 7.3 Passing Sight Distance... 7-7 7.4 Decision

More information

Developments in Ultrasonic Inspection II

Developments in Ultrasonic Inspection II Developments in Ultrasonic Inspection II An Ultrasonic Technique for the Testing of Plates Embedded in Concrete with Synthesis of Signals from a Multi-element Probe H. Ishida, Y. Kurozumi, Institute of

More information

Effects of horizontal. whole-body vibration and standing posture on activity interference. Ergonomics,

Effects of horizontal. whole-body vibration and standing posture on activity interference. Ergonomics, Loughborough University Institutional Repository Effects of horizontal whole-body vibration and standing posture on activity interference This item was submitted to Loughborough University's Institutional

More information

6. Unusual and Influential Data

6. Unusual and Influential Data Sociology 740 John ox Lecture Notes 6. Unusual and Influential Data Copyright 2014 by John ox Unusual and Influential Data 1 1. Introduction I Linear statistical models make strong assumptions about the

More information

Measurement and Descriptive Statistics. Katie Rommel-Esham Education 604

Measurement and Descriptive Statistics. Katie Rommel-Esham Education 604 Measurement and Descriptive Statistics Katie Rommel-Esham Education 604 Frequency Distributions Frequency table # grad courses taken f 3 or fewer 5 4-6 3 7-9 2 10 or more 4 Pictorial Representations Frequency

More information

Effects of Sequential Context on Judgments and Decisions in the Prisoner s Dilemma Game

Effects of Sequential Context on Judgments and Decisions in the Prisoner s Dilemma Game Effects of Sequential Context on Judgments and Decisions in the Prisoner s Dilemma Game Ivaylo Vlaev (ivaylo.vlaev@psy.ox.ac.uk) Department of Experimental Psychology, University of Oxford, Oxford, OX1

More information

Conditional spectrum-based ground motion selection. Part II: Intensity-based assessments and evaluation of alternative target spectra

Conditional spectrum-based ground motion selection. Part II: Intensity-based assessments and evaluation of alternative target spectra EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS Published online 9 May 203 in Wiley Online Library (wileyonlinelibrary.com)..2303 Conditional spectrum-based ground motion selection. Part II: Intensity-based

More information

DIAGNOSTIC TECHNIQUE OF ABNORMALITIES IN BALL BEARINGS WITH AN ULTRASONIC METHOD

DIAGNOSTIC TECHNIQUE OF ABNORMALITIES IN BALL BEARINGS WITH AN ULTRASONIC METHOD 12 th A-PCNDT 2006 Asia-Pacific Conference on NDT, 5 th 10 th Nov 2006, Auckland, New Zealand DIAGNOSTIC TECHNIQUE OF ABNORMALITIES IN BALL BEARINGS WITH AN ULTRASONIC METHOD Akitoshi Takeuchi 1 1 Kochi

More information

Technical Specifications

Technical Specifications Technical Specifications In order to provide summary information across a set of exercises, all tests must employ some form of scoring models. The most familiar of these scoring models is the one typically

More information

Lecture Outline. Biost 517 Applied Biostatistics I. Purpose of Descriptive Statistics. Purpose of Descriptive Statistics

Lecture Outline. Biost 517 Applied Biostatistics I. Purpose of Descriptive Statistics. Purpose of Descriptive Statistics Biost 517 Applied Biostatistics I Scott S. Emerson, M.D., Ph.D. Professor of Biostatistics University of Washington Lecture 3: Overview of Descriptive Statistics October 3, 2005 Lecture Outline Purpose

More information

Absolute Identification is Surprisingly Faster with More Closely Spaced Stimuli

Absolute Identification is Surprisingly Faster with More Closely Spaced Stimuli Absolute Identification is Surprisingly Faster with More Closely Spaced Stimuli James S. Adelman (J.S.Adelman@warwick.ac.uk) Neil Stewart (Neil.Stewart@warwick.ac.uk) Department of Psychology, University

More information

CHAPTER 2 TAGUCHI OPTIMISATION TECHNIQUE

CHAPTER 2 TAGUCHI OPTIMISATION TECHNIQUE 8 CHAPTER 2 TAGUCHI OPTIMISATION TECHNIQUE 2.1 OVERVIEW OF TAGUCHI METHOD The Design of Experiments (DOE) is a powerful statistical technique introduced by Fisher R. in England in the 1920s (Ross 1996),

More information

The Color of Similarity

The Color of Similarity The Color of Similarity Brooke O. Breaux (bfo1493@louisiana.edu) Institute of Cognitive Science, University of Louisiana at Lafayette, Lafayette, LA 70504 USA Michele I. Feist (feist@louisiana.edu) Institute

More information

A Race Model of Perceptual Forced Choice Reaction Time

A Race Model of Perceptual Forced Choice Reaction Time A Race Model of Perceptual Forced Choice Reaction Time David E. Huber (dhuber@psyc.umd.edu) Department of Psychology, 1147 Biology/Psychology Building College Park, MD 2742 USA Denis Cousineau (Denis.Cousineau@UMontreal.CA)

More information

CONTEXTUAL EFFECTS IN INFORMATION INTEGRATION

CONTEXTUAL EFFECTS IN INFORMATION INTEGRATION Journal ol Experimental Psychology 1971, Vol. 88, No. 2, 18-170 CONTEXTUAL EFFECTS IN INFORMATION INTEGRATION MICHAEL H. BIRNBAUM,* ALLEN PARDUCCI, AND ROBERT K. GIFFORD University of California, Los Angeles

More information

2. The properties of near-surface defects in rails

2. The properties of near-surface defects in rails World Congress on Railway Research 2001 Oral Presentation No. 165 Eddy-current Detection of Head Checks on the Gauge Corners of Rails: Recent Results R. Krull, H. Hintze, M. Luke; DB AG, Research and Technology

More information

Subjective impression of copy machine noises: an improvement of their sound quality based on physical metrics

Subjective impression of copy machine noises: an improvement of their sound quality based on physical metrics Subjective impression of copy machine noises: an improvement of their sound quality based on physical metrics Osamu Takehira a Ricoh Co. Ltd., JAPAN Sonoko Kuwano b Seiichiro Namba c Osaka University,JAPAN

More information

Supplementary materials for: Executive control processes underlying multi- item working memory

Supplementary materials for: Executive control processes underlying multi- item working memory Supplementary materials for: Executive control processes underlying multi- item working memory Antonio H. Lara & Jonathan D. Wallis Supplementary Figure 1 Supplementary Figure 1. Behavioral measures of

More information

Assessing Agreement Between Methods Of Clinical Measurement

Assessing Agreement Between Methods Of Clinical Measurement University of York Department of Health Sciences Measuring Health and Disease Assessing Agreement Between Methods Of Clinical Measurement Based on Bland JM, Altman DG. (1986). Statistical methods for assessing

More information

6 th Force & Motion Summative Assessment Scoring Rubrics

6 th Force & Motion Summative Assessment Scoring Rubrics 6 th Force & Motion Summative Assessment Scoring Rubrics 1. During a youth track event, a runner travels a distance of 100 meters in a time of 20 seconds. a. What is the runner s average speed? b. Name

More information

Study on Vibration Perception by Visual Sensation Considering Probability of Seeing

Study on Vibration Perception by Visual Sensation Considering Probability of Seeing ctbuh.org/papers Title: Authors: Subject: Keywords: Study on Vibration Perception by Visual Sensation Considering Probability of Seeing Seizou Kawana, Tokyo Polytechnic University Yukio Tamura, Tokyo Polytechnic

More information

Louis Leon Thurstone in Monte Carlo: Creating Error Bars for the Method of Paired Comparison

Louis Leon Thurstone in Monte Carlo: Creating Error Bars for the Method of Paired Comparison Louis Leon Thurstone in Monte Carlo: Creating Error Bars for the Method of Paired Comparison Ethan D. Montag Munsell Color Science Laboratory, Chester F. Carlson Center for Imaging Science Rochester Institute

More information

OPTIC FLOW IN DRIVING SIMULATORS

OPTIC FLOW IN DRIVING SIMULATORS OPTIC FLOW IN DRIVING SIMULATORS Ronald R. Mourant, Beverly K. Jaeger, and Yingzi Lin Virtual Environments Laboratory 334 Snell Engineering Center Northeastern University Boston, MA 02115-5000 In the case

More information

Theta sequences are essential for internally generated hippocampal firing fields.

Theta sequences are essential for internally generated hippocampal firing fields. Theta sequences are essential for internally generated hippocampal firing fields. Yingxue Wang, Sandro Romani, Brian Lustig, Anthony Leonardo, Eva Pastalkova Supplementary Materials Supplementary Modeling

More information

Development of a new loudness model in consideration of audio-visual interaction

Development of a new loudness model in consideration of audio-visual interaction Development of a new loudness model in consideration of audio-visual interaction Kai AIZAWA ; Takashi KAMOGAWA ; Akihiko ARIMITSU 3 ; Takeshi TOI 4 Graduate school of Chuo University, Japan, 3, 4 Chuo

More information

Time Interval Estimation: Internal Clock or Attentional Mechanism?

Time Interval Estimation: Internal Clock or Attentional Mechanism? Time Interval Estimation: Internal Clock or Attentional Mechanism? Niels Taatgen 1,2 (taatgen@cmu.edu), John Anderson 1 (ja@cmu.edu), Daniel Dickison 1 (danieldickison@cmu.edu) and Hedderik van Rijn 2

More information

Rules of apparent motion: The shortest-path constraint: objects will take the shortest path between flashed positions.

Rules of apparent motion: The shortest-path constraint: objects will take the shortest path between flashed positions. Rules of apparent motion: The shortest-path constraint: objects will take the shortest path between flashed positions. The box interrupts the apparent motion. The box interrupts the apparent motion.

More information

ATTITUDES, BELIEFS, AND TRANSPORTATION BEHAVIOR

ATTITUDES, BELIEFS, AND TRANSPORTATION BEHAVIOR CHAPTER 6 ATTITUDES, BELIEFS, AND TRANSPORTATION BEHAVIOR Several studies were done as part of the UTDFP that were based substantially on subjective data, reflecting travelers beliefs, attitudes, and intentions.

More information

Chapter 1: Exploring Data

Chapter 1: Exploring Data Chapter 1: Exploring Data Key Vocabulary:! individual! variable! frequency table! relative frequency table! distribution! pie chart! bar graph! two-way table! marginal distributions! conditional distributions!

More information

CHAPTER - 6 STATISTICAL ANALYSIS. This chapter discusses inferential statistics, which use sample data to

CHAPTER - 6 STATISTICAL ANALYSIS. This chapter discusses inferential statistics, which use sample data to CHAPTER - 6 STATISTICAL ANALYSIS 6.1 Introduction This chapter discusses inferential statistics, which use sample data to make decisions or inferences about population. Populations are group of interest

More information

9 research designs likely for PSYC 2100

9 research designs likely for PSYC 2100 9 research designs likely for PSYC 2100 1) 1 factor, 2 levels, 1 group (one group gets both treatment levels) related samples t-test (compare means of 2 levels only) 2) 1 factor, 2 levels, 2 groups (one

More information

Asch Experiment By Saul McLeod 2008

Asch Experiment By Saul McLeod 2008 Name: Class: Asch Experiment By Saul McLeod 2008 Conducted by social psychologist Solomon Asch, the Asch Experiments were a series of laboratory experiments intended to demonstrate how individual opinions

More information

A Race Model of Perceptual Forced Choice Reaction Time

A Race Model of Perceptual Forced Choice Reaction Time A Race Model of Perceptual Forced Choice Reaction Time David E. Huber (dhuber@psych.colorado.edu) Department of Psychology, 1147 Biology/Psychology Building College Park, MD 2742 USA Denis Cousineau (Denis.Cousineau@UMontreal.CA)

More information

Chapter 1: Explaining Behavior

Chapter 1: Explaining Behavior Chapter 1: Explaining Behavior GOAL OF SCIENCE is to generate explanations for various puzzling natural phenomenon. - Generate general laws of behavior (psychology) RESEARCH: principle method for acquiring

More information

Chapter 2 Norms and Basic Statistics for Testing MULTIPLE CHOICE

Chapter 2 Norms and Basic Statistics for Testing MULTIPLE CHOICE Chapter 2 Norms and Basic Statistics for Testing MULTIPLE CHOICE 1. When you assert that it is improbable that the mean intelligence test score of a particular group is 100, you are using. a. descriptive

More information

Technical Discussion HUSHCORE Acoustical Products & Systems

Technical Discussion HUSHCORE Acoustical Products & Systems What Is Noise? Noise is unwanted sound which may be hazardous to health, interfere with speech and verbal communications or is otherwise disturbing, irritating or annoying. What Is Sound? Sound is defined

More information

CONSUMERS PREFERENCE ON SCOOTER DESIGN WITH GENDER- NEUTRAL STYLE

CONSUMERS PREFERENCE ON SCOOTER DESIGN WITH GENDER- NEUTRAL STYLE CONSUMERS PREFERENCE ON SCOOTER DESIGN WITH GENDER- NEUTRAL STYLE Chun-Chih Chen 1 and I-Jen Sung 2 1 Department of Industrial Design, National Kaohsiung Normal University, Kaohsiung City, Taiwan 2 Department

More information

Evaluating the Safety of Verbal Interface Use while Driving

Evaluating the Safety of Verbal Interface Use while Driving Special Issue Speech-Based Interfaces in Vehicles 23 Research Report Evaluating the Safety of Verbal Interface Use while Driving Shinichi Kojima, Yuji Uchiyama, Hiroyuki Hoshino, Takero Hongo Abstract

More information

Ontario s Move to Hot Mix Asphalt Pavement Smoothness Acceptance Using High Speed Inertial Profilers

Ontario s Move to Hot Mix Asphalt Pavement Smoothness Acceptance Using High Speed Inertial Profilers Ontario s Move to Hot Mix Asphalt Pavement Smoothness Acceptance Using High Speed Inertial Profilers Seyed Tabib, Senior Bituminous Engineer Materials Engineering and Research Office, Ministry of Transportation

More information

MENTAL WORKLOAD AS A FUNCTION OF TRAFFIC DENSITY: COMPARISON OF PHYSIOLOGICAL, BEHAVIORAL, AND SUBJECTIVE INDICES

MENTAL WORKLOAD AS A FUNCTION OF TRAFFIC DENSITY: COMPARISON OF PHYSIOLOGICAL, BEHAVIORAL, AND SUBJECTIVE INDICES MENTAL WORKLOAD AS A FUNCTION OF TRAFFIC DENSITY: COMPARISON OF PHYSIOLOGICAL, BEHAVIORAL, AND SUBJECTIVE INDICES Carryl L. Baldwin and Joseph T. Coyne Department of Psychology Old Dominion University

More information

A Factorial Design Experiment in Affective Combination of Visual and Tactile Stimuli in the Context of Keypads

A Factorial Design Experiment in Affective Combination of Visual and Tactile Stimuli in the Context of Keypads A Factorial Design Experiment in Affective Combination of Visual and Tactile Stimuli in the Context of Keypads Xiaojuan Chen, Brian Henson, Cathy Barnes, Tom Childs Affective Engineering Laboratory School

More information

innate mechanism of proportionality adaptation stage activation or recognition stage innate biological metrics acquired social metrics

innate mechanism of proportionality adaptation stage activation or recognition stage innate biological metrics acquired social metrics 1 PROCESSES OF THE CORRELATION OF SPACE (LENGTHS) AND TIME (DURATIONS) IN HUMAN PERCEPTION Lev I Soyfer To study the processes and mechanisms of the correlation between space and time, particularly between

More information

Gathering and Repetition of the Elements in an Image Affect the Perception of Order and Disorder

Gathering and Repetition of the Elements in an Image Affect the Perception of Order and Disorder International Journal of Affective Engineering Vol.13 No.3 pp.167-173 (2014) ORIGINAL ARTICLE Gathering and Repetition of the Elements in an Image Affect the Perception of Order and Disorder Yusuke MATSUDA

More information

EFFECTS OF NOISY DISTRACTORS AND STIMULUS REDUNDANCY ON VISUAL SEARCH. Laurence D. Smith University of Maine

EFFECTS OF NOISY DISTRACTORS AND STIMULUS REDUNDANCY ON VISUAL SEARCH. Laurence D. Smith University of Maine EFFECTS OF NOISY DISTRACTORS AND STIMULUS REDUNDANCY ON VISUAL SEARCH Laurence D. Smith University of Maine ldsmith@maine.maine.edu Ronald M. Pickett Marjan Trutschl Institute for Visualization and Perception

More information

LOSS ANALYSIS OF MEDICAL FUNCTIONALITY DUE TO HOSPITAL S EARTHQUAKE-INDUCED DAMAGES

LOSS ANALYSIS OF MEDICAL FUNCTIONALITY DUE TO HOSPITAL S EARTHQUAKE-INDUCED DAMAGES LOSS ANALYSIS OF MEDICAL FUNCTIONALITY DUE TO HOSPITAL S EARTHQUAKE-INDUCED DAMAGES K.C. Kuo, M. Banba 2, and Y. Suzuki 3 Postdoctoral researcher, Dept. of Architecture, National Cheng-Kung University,

More information

THE HUMAN BODY AND VIBRATION, AN ERGONOMIC APPROACH

THE HUMAN BODY AND VIBRATION, AN ERGONOMIC APPROACH THE HUMAN BODY AND VIBRATION, AN ERGONOMIC APPROACH Mr.K.R.Gawande 1 1 Assistant Professor, Deptt. of Mechanical Engineering, Dr.Rajendra Gode college of Engineering & Tech., Amravati Abstract: This paper

More information