scholarly journals A Neurofuzzy Approach to Modeling Longitudinal Driving Behavior and Driving Task Complexity

2012 ◽  
Vol 2012 ◽  
pp. 1-12 ◽  
Author(s):  
R. G. Hoogendoorn ◽  
B. van Arem ◽  
S. P. Hoogendoorn

Technological innovations can be assumed to have made the driving task more complex. It is, however, not yet clear to what extent this complexity leads to changes in longitudinal driving behavior. Furthermore, it remains to be seen how these adaptation effects can best be modeled mathematically. In order to determine the effect of complexity on empirical longitudinal driving behavior we performed a driving simulator experiment with a repeated measures design. Through this experiment we established that complexity of the driving task leads to substantial changes in speed and spacing. In order to provide insight into how complexity is actually related to changes in longitudinal driving behavior we introduce a new theoretical framework based on the Task-Capability-Interface model. Finally in this paper we take some first steps towards modeling of adaptation effects in longitudinal driving behavior in relation to complexity of the driving task through the introduction of a new neurofuzzy car-following model and based on the proposed theoretical framework. In this paper we show that this model yields a relatively good prediction of longitudinal driving behavior in case of driving conditions with differing complexity. The paper finishes with a discussion section and recommendations for future research.

Methodology ◽  
2017 ◽  
Vol 13 (1) ◽  
pp. 9-22 ◽  
Author(s):  
Pablo Livacic-Rojas ◽  
Guillermo Vallejo ◽  
Paula Fernández ◽  
Ellián Tuero-Herrero

Abstract. Low precision of the inferences of data analyzed with univariate or multivariate models of the Analysis of Variance (ANOVA) in repeated-measures design is associated to the absence of normality distribution of data, nonspherical covariance structures and free variation of the variance and covariance, the lack of knowledge of the error structure underlying the data, and the wrong choice of covariance structure from different selectors. In this study, levels of statistical power presented the Modified Brown Forsythe (MBF) and two procedures with the Mixed-Model Approaches (the Akaike’s Criterion, the Correctly Identified Model [CIM]) are compared. The data were analyzed using Monte Carlo simulation method with the statistical package SAS 9.2, a split-plot design, and considering six manipulated variables. The results show that the procedures exhibit high statistical power levels for within and interactional effects, and moderate and low levels for the between-groups effects under the different conditions analyzed. For the latter, only the Modified Brown Forsythe shows high level of power mainly for groups with 30 cases and Unstructured (UN) and Autoregressive Heterogeneity (ARH) matrices. For this reason, we recommend using this procedure since it exhibits higher levels of power for all effects and does not require a matrix type that underlies the structure of the data. Future research needs to be done in order to compare the power with corrected selectors using single-level and multilevel designs for fixed and random effects.


Nutrients ◽  
2020 ◽  
Vol 12 (10) ◽  
pp. 3145 ◽  
Author(s):  
Dylan T. Wilburn ◽  
Steven B. Machek ◽  
Thomas D. Cardaci ◽  
Darryn S. Willoughby

Research has suggested that nutrient, exercise, and metabolism-related proteins interact to regulate mammalian target of rapamycin complex one (mTOR) post-exercise and their interactions needs clarification. In a double-blind, cross-over, repeated measures design, ten participants completed four sets to failure at 70% of 1-repitition maximum (1-RM) with 45 s rest on angled leg press with or without pre-exercise maltodextrin (2 g/kg) after a 3 h fast. Vastus lateralis biopsies were collected at baseline before supplementation and 1 h post-exercise to analyze Focal Adhesion Kinase (FAK), ribosomal protein S6 kinase beta-1 (p70S6K), insulin receptor substrate 1 (IRS-1), phosphatidylinositol 3-kinase (PI3K), and 5′ AMP-activated protein kinase (AMPK) activation. FAK and IRS-1 activity were only elevated 1 h post-exercise with carbohydrate ingestion (p < 0.05). PI3K and p70S6K activation were both elevated after exercise in both conditions (p < 0.05). However, AMPK activity did not change from baseline in both conditions (p > 0.05). We conclude that FAK does not induce mTOR activation through PI3K crosstalk in response to exercise alone. In addition, FAK may not be regulated by AMPK catalytic activity, but this needs further research. Interestingly, carbohydrate-induced insulin signaling appears to activate FAK at the level of IRS-1 but did not enhance mTOR activity 1 h post-exercise greater than the placebo condition. Future research should investigate these interactions under different conditions and within different time frames to clearly understand the interactions between these signaling molecules.


2021 ◽  
Vol 12 ◽  
Author(s):  
Sarah Glanert ◽  
Svenja Sürig ◽  
Ulrike Grave ◽  
Eva Fassbinder ◽  
Sebastian Schwab ◽  
...  

Background: This study explores the association of experienced dependency in psychotherapy as measured with the CDQ (Care Dependency Questionnaire) and treatment outcome in depression. Furthermore, the course of care dependency and differences in the CDQ scores depending on the received type of treatment, MCT (metacognitive therapy), or CBASP (cognitive behavioral analysis system of psychotherapy), were investigated.Methods: The study follows a prospective, parallel group observational design. Patients suffering from depression received an 8-week intensive day clinic program, which was either CBASP or MCT. The treatment decision was made by clinicians based on the presented symptomatology and with regard to the patients' preferences. The patients reported depressive symptoms with the QIDS-SR16 (Quick Inventory of Depressive Symptomatology) and levels of experienced care dependency with the German version of the CDQ on a weekly basis. Mixed-model analyses were run to account for the repeated-measures design.Results: One hundred patients were included in the analyses. Results indicate that higher levels of care dependency might predict a less favorable outcome of depressive symptomatology. Levels of care dependency as well as depressive symptoms decreased significantly over the course of treatment. There was no significant between-group difference in care dependency between the two treatment groups.Conclusion: The results suggest that care dependency might be associated with a worse treatment outcome in depressed patients. In general, care dependency seems to be a dynamic construct, as it is changing over time, while the levels of care dependency seem to be independent from the received type of treatment. Future research should continue investigating the mechanisms of care dependency in a randomized controlled design.Clinical Trial Registration:https://www.drks.de/drks_web/, identifier: DRKS00023779.


2021 ◽  
Vol 11 (4) ◽  
pp. 452
Author(s):  
Paul J. Wolfe ◽  
Lynea B. Kaethler ◽  
W. Richard Staines

The brain changes in response to sensory signals it is exposed to. It has been shown that long term potentiation-like neuroplasticity can be experimentally induced via visual paired-associative stimulation (V-PAS). V-PAS combines afferent visual stimuli with a transcranial magnetic stimulation pulse to induce plasticity. Preparation of a reaching movement to generate activity in superior parietal occipital cortex (SPOC) was used in this study as an additional afferent contributor to modulate the resultant plasticity. We hypothesized that V-PAS with a reaching movement would induce greater cortical excitability than V-PAS alone and would exhibit facilitated SPOC to M1 projections. All four experiments enrolled groups of 10 participants to complete variations of V-PAS in a repeated measures design. SPOC to M1 projections facilitated motor cortex excitability following V-PAS regardless of intervention received. We did not observe evidence indicating extra afferent information provided an additive effect to participants. Investigation of PMd to M1 projections confirmed disinhibition and suggested interneuronal populations within M1 may be mechanistically involved. Future research should look to rule out the existence of an upper limit for effective afference during V-PAS and investigate the average influence of V-PAS on cortical excitability in the larger population.


Author(s):  
Hannah Stedge ◽  
Valerie Herzog

Purpose: Athletic training clinical education provides students with a variety of real-life patient encounters under the supervision of a credentialed athletic trainer. However, clinical education experiences may not allow for all students to practice more invasive or less common skills such as rectal thermometry. The purpose of this study was two-fold: 1) determine the effect of a series of low to high-fidelity simulated rectal thermometry experiences on athletic training students’ self-confidence scores; and 2) through a phenomenological qualitative approach, explore athletic training students’ perceptions following the simulated rectal thermometry experiences. Method: This study used a quasi-experimental, mixed methods, one-group repeated measures design. Participants were nine first year professional Master of Athletic Training students who completed four simulated experiences on the skill of rectal thermometry. The outcome measures were The Athletic Trainer’s Self-Confidence Scale (ATSCS) and qualitative semi-structured open-ended interviews. Results: Friedman’s ANOVA revealed a statistically significant improvement from the participant’s baseline ATSCS scores to the last post-test scores. We identified three major themes following qualitative interviews: 1) Perception changes before and after participation; 2) Benefits of a series of four simulations; 3) Explanations for the improvements in confidence and competence. Conclusions: A series of simulated learning activities using high-fidelity and standardized patient interactions can help improve athletic training students’ self-confidence. Though future research is needed, athletic training education programs should consider implementing simulated experiences to equip athletic training students to transition to practice.


2022 ◽  
Vol 19 (1) ◽  
pp. 1-18
Author(s):  
Björn Blissing ◽  
Fredrik Bruzelius ◽  
Olle Eriksson

Driving simulators are established tools used during automotive development and research. Most simulators use either monitors or projectors as their primary display system. However, the emergence of a new generation of head-mounted displays has triggered interest in using these as the primary display type. The general benefits and drawbacks of head-mounted displays are well researched, but their effect on driving behavior in a simulator has not been sufficiently quantified. This article presents a study of driving behavior differences between projector-based graphics and head-mounted display in a large dynamic driving simulator. This study has selected five specific driving maneuvers suspected of affecting driving behavior differently depending on the choice of display technology. Some of these maneuvers were chosen to reveal changes in lateral and longitudinal driving behavior. Others were picked for their ability to highlight the benefits and drawbacks of head-mounted displays in a driving context. The results show minor changes in lateral and longitudinal driver behavior changes when comparing projectors and a head-mounted display. The most noticeable difference in favor of projectors was seen when the display resolution is critical to the driving task. The choice of display type did not affect simulator sickness nor the realism rated by the subjects.


2020 ◽  
Vol 34 (4) ◽  
pp. 284-296
Author(s):  
Allison R. Fleming ◽  
Brian N. Phillips ◽  
Elizabeth H. Gilfillan ◽  
Joy Gray ◽  
Megan McCloskey

PurposeThis study was a pilot of a brief psychological capital (PsyCap) intervention with a sample of transition age youth with disabilities (N = 24) in a school setting. Substantial evidence supports the relationship between PsyCap and employment outcomes. Transition age youth with disabilities are an important target for pre-employment counseling interventions due to a lack of parity in postsecondary outcomes. Researchers have successfully boosted PsyCap in adult samples using brief interventions.MethodsPsyCap and vocational outcome expectancy (VOE) were compared in a repeated measures design.ResultsPsyCap and VOE, and PsyCap and school performance were significantly correlated in our sample, but no differences were observed in PsyCap or VOE postintervention.ConclusionAs the first known effort to develop a PsyCap driven pre-employment intervention for transition age youth with disabilities, our experience and findings provide several implications for practice and future research. Aspects of the intervention to be modified for future efforts are presented.


2017 ◽  
Vol 60 (2) ◽  
pp. 355-363 ◽  
Author(s):  
Mary J. Sandage ◽  
Keith A. Rahn ◽  
Audrey G. Smith

Purpose The purpose of this study was to examine the influence of the heating, ventilation, and air-conditioning method on voice function following a voicing task using ecologically valid offices, one with radiant HVAC and one with forced air. Method A total of 12 consented participants (6 women, 6 men) narrated a video in each of 4 environmental conditions in a within-between repeated-measures design. Acoustic data were collected with an ambulatory phonation monitor and perceived phonatory effort was determined following the voicing task. Data were analyzed using a within-between repeated-measures analysis of variance with significance set at α < .05. Results Perceived phonatory effort did not differ between environments; however, a significant difference in vocal amplitude between 2 trials was identified for the male participants and physiologically significant differences in vocal amplitude were identified for male and female participants. Conclusions The findings suggest that perceived phonatory effort may not be a sensitive measure of vocal function differences following a voicing task in ecologically valid office spaces despite significant acoustic findings. Future research should address longer exposure to environmental differences combined with a longer voicing task within ecologically valid work spaces as well as the recruitment of participants who have particular vulnerability to environmental perturbations.


2020 ◽  
Vol 52 (8) ◽  
pp. 895-918 ◽  
Author(s):  
Diana Scates ◽  
Joan I. Dickinson ◽  
Kathleen Sullivan ◽  
Holly Cline ◽  
Rama Balaraman

While many cancer centers suggest treating pain with medication and nondrug treatment, few include the use of virtual reality (VR) as an alternative for stress and pain relief therapy. The purpose of this research was to determine whether a nature-inspired VR simulation reduced stress and pain levels among patients in a cancer treatment center. Using a repeated measures design, 50 patients attending their regularly scheduled chemotherapy infusion were measured for pain and stress during their intravenous (IV)/port access. At the patient’s second visit, they viewed a nature-inspired VR simulation while receiving their IV/port access and were measured for pain and stress again. The paired, one-tailed t tests found significant increases in relaxation, feelings of peace, and positive distractions. While patients felt significantly less frustrated, measures for stress and pain were not significant. Future research should include additional stress and pain measures to determine the viability of VR for chemotherapy infusions.


2019 ◽  
Vol 24 ◽  
pp. 2515690X1985594 ◽  
Author(s):  
Melanie Wathugala ◽  
David Saldana ◽  
Julia M. Juliano ◽  
Jennifer Chan ◽  
Sook-Lei Liew

This study examined the feasibility of an adapted 2-week mindfulness meditation protocol for chronic stroke survivors. In addition, preliminary effects of this adapted intervention on spasticity and quality of life in individuals after stroke were explored. Ten chronic stroke survivors with spasticity listened to 2 weeks of short mindfulness meditation recordings, adapted from Jon Kabat-Zinn’s Mindfulness-Based Stress Reduction course, in a pre/post repeated measures design. Measures of spasticity, quality of life, mindfulness, and anxiety, along with qualitative data from participants’ daily journals, were assessed. On average, participants reported meditating 12.5 days of the full 15 days (mean 12.5 days, SD 0.94, range 8-15 days). Seven of the 10 participants wrote comments in their journals. In addition, there were no adverse effects due to the intervention. Exploratory preliminary analyses also showed statistically significant improvements in spasticity in both the elbow ( P = .032) and wrist ( P = .023) after 2 weeks of meditation, along with improvements in quality of life measures for Energy ( P = .013), Personality ( P = .026), and Work/Productivity ( P = .032). This feasibility study suggests that individuals with spasticity following stroke are able to adhere to a 2-week home-based mindfulness meditation program. In addition, preliminary results also suggest that this adapted, short mindfulness meditation program might be a promising approach for individuals with spasticity following stroke. Future research should expand on these preliminary findings with a larger sample size and control group.


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