Exploring the Use of Sensors to Measure Behavioral Interactions: An Experimental Evaluation of Using Hand Trajectories

Humans appear to be sensitive to relative small changes in their surroundings. These changes are often initially perceived as irrelevant, but they can cause significant changes in behavior. However, how exactly people's behavior changes is often hard to quantify. A reliable and valid tool is ne...

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Published inPloS one Vol. 9; no. 2; p. e88080
Main Authors Bergmann, Jeroen H. M., Langdon, Patrick M., Mayagoitia, Ruth E., Howard, Newton
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 07.02.2014
Public Library of Science (PLoS)
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ISSN1932-6203
1932-6203
DOI10.1371/journal.pone.0088080

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Abstract Humans appear to be sensitive to relative small changes in their surroundings. These changes are often initially perceived as irrelevant, but they can cause significant changes in behavior. However, how exactly people's behavior changes is often hard to quantify. A reliable and valid tool is needed in order to address such a question, ideally measuring an important point of interaction, such as the hand. Wearable-body-sensor systems can be used to obtain valuable, behavioral information. These systems are particularly useful for assessing functional interactions that occur between the endpoints of the upper limbs and our surroundings. A new method is explored that consists of computing hand position using a wearable sensor system and validating it against a gold standard reference measurement (optical tracking device). Initial outcomes related well to the gold standard measurements (r = 0.81) showing an acceptable average root mean square error of 0.09 meters. Subsequently, the use of this approach was further investigated by measuring differences in motor behavior, in response to a changing environment. Three subjects were asked to perform a water pouring task with three slightly different containers. Wavelet analysis was introduced to assess how motor consistency was affected by these small environmental changes. Results showed that the behavioral motor adjustments to a variable environment could be assessed by applying wavelet coherence techniques. Applying these procedures in everyday life, combined with correct research methodologies, can assist in quantifying how environmental changes can cause alterations in our motor behavior.
AbstractList Humans appear to be sensitive to relative small changes in their surroundings. These changes are often initially perceived as irrelevant, but they can cause significant changes in behavior. However, how exactly people’s behavior changes is often hard to quantify. A reliable and valid tool is needed in order to address such a question, ideally measuring an important point of interaction, such as the hand. Wearable-body-sensor systems can be used to obtain valuable, behavioral information. These systems are particularly useful for assessing functional interactions that occur between the endpoints of the upper limbs and our surroundings. A new method is explored that consists of computing hand position using a wearable sensor system and validating it against a gold standard reference measurement (optical tracking device). Initial outcomes related well to the gold standard measurements (r = 0.81) showing an acceptable average root mean square error of 0.09 meters. Subsequently, the use of this approach was further investigated by measuring differences in motor behavior, in response to a changing environment. Three subjects were asked to perform a water pouring task with three slightly different containers. Wavelet analysis was introduced to assess how motor consistency was affected by these small environmental changes. Results showed that the behavioral motor adjustments to a variable environment could be assessed by applying wavelet coherence techniques. Applying these procedures in everyday life, combined with correct research methodologies, can assist in quantifying how environmental changes can cause alterations in our motor behavior.
Humans appear to be sensitive to relative small changes in their surroundings. These changes are often initially perceived as irrelevant, but they can cause significant changes in behavior. However, how exactly people's behavior changes is often hard to quantify. A reliable and valid tool is needed in order to address such a question, ideally measuring an important point of interaction, such as the hand. Wearable-body-sensor systems can be used to obtain valuable, behavioral information. These systems are particularly useful for assessing functional interactions that occur between the endpoints of the upper limbs and our surroundings. A new method is explored that consists of computing hand position using a wearable sensor system and validating it against a gold standard reference measurement (optical tracking device). Initial outcomes related well to the gold standard measurements (r = 0.81) showing an acceptable average root mean square error of 0.09 meters. Subsequently, the use of this approach was further investigated by measuring differences in motor behavior, in response to a changing environment. Three subjects were asked to perform a water pouring task with three slightly different containers. Wavelet analysis was introduced to assess how motor consistency was affected by these small environmental changes. Results showed that the behavioral motor adjustments to a variable environment could be assessed by applying wavelet coherence techniques. Applying these procedures in everyday life, combined with correct research methodologies, can assist in quantifying how environmental changes can cause alterations in our motor behavior.Humans appear to be sensitive to relative small changes in their surroundings. These changes are often initially perceived as irrelevant, but they can cause significant changes in behavior. However, how exactly people's behavior changes is often hard to quantify. A reliable and valid tool is needed in order to address such a question, ideally measuring an important point of interaction, such as the hand. Wearable-body-sensor systems can be used to obtain valuable, behavioral information. These systems are particularly useful for assessing functional interactions that occur between the endpoints of the upper limbs and our surroundings. A new method is explored that consists of computing hand position using a wearable sensor system and validating it against a gold standard reference measurement (optical tracking device). Initial outcomes related well to the gold standard measurements (r = 0.81) showing an acceptable average root mean square error of 0.09 meters. Subsequently, the use of this approach was further investigated by measuring differences in motor behavior, in response to a changing environment. Three subjects were asked to perform a water pouring task with three slightly different containers. Wavelet analysis was introduced to assess how motor consistency was affected by these small environmental changes. Results showed that the behavioral motor adjustments to a variable environment could be assessed by applying wavelet coherence techniques. Applying these procedures in everyday life, combined with correct research methodologies, can assist in quantifying how environmental changes can cause alterations in our motor behavior.
Audience Academic
Author Mayagoitia, Ruth E.
Howard, Newton
Bergmann, Jeroen H. M.
Langdon, Patrick M.
AuthorAffiliation 2 Centre of Human & Aerospace Physiological Sciences, King’s College London, London, United Kingdom
4 Division of Health & Social Care Research, King’s College London, London, United Kingdom
University of Adelaide, Australia
1 Brain Sciences Foundation, Providence, Rhode Island, United States of America
3 Department of Engineering, The University of Cambridge, Cambridge, United Kingdom
5 Synthetic Intelligence Lab, Massachusetts Institute of Technology, Boston, Massachusetts, United States of America
AuthorAffiliation_xml – name: University of Adelaide, Australia
– name: 3 Department of Engineering, The University of Cambridge, Cambridge, United Kingdom
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Competing Interests: The authors have declared that no competing interests exist.
Conceived and designed the experiments: JB PL RM. Performed the experiments: JB PL RM. Analyzed the data: JB NH. Wrote the paper: JB PL RM NH.
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10521651 - Clin Biomech (Bristol, Avon). 1999 Nov;14(9):667-72
19266701 - Alzheimer Dis Assoc Disord. 2009 Jan-Mar;23(1):70-6
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20160973 - Anim Behav. 2009 Jul 1;78(1):103-110
19389238 - Dyn Med. 2009 Apr 23;8:3
17126061 - Med Eng Phys. 2007 Nov;29(9):967-72
22889341 - Dev Neuropsychol. 2012;37(6):476-96
12587931 - J Anat. 2003 Jan;202(1):165-74
19302396 - J Anim Ecol. 2009 Sep;78(5):894-906
17462655 - J Biomech. 2007;40 Suppl 1:S18-24
10668348 - Psychol Bull. 2000 Jan;126(1):3-25
11415604 - Clin Biomech (Bristol, Avon). 1996 Mar;11(2):90-100
6664480 - Neuropsychologia. 1983;21(6):617-24
10862708 - Nat Neurosci. 2000 Jul;3(7):737-41
18401071 - Physiol Meas. 2008 Apr;29(4):N21-31
14642503 - J Hand Surg Am. 2003 Nov;28(6):898-903
22693586 - PLoS One. 2012;7(5):e37997
21674260 - Ann Biomed Eng. 2011 Sep;39(9):2299-312
23311570 - Mol Autism. 2013 Jan 12;4(1):1
21256224 - Neuroimage. 2011 Apr 15;55(4):1504-18
24707058 - Anim Behav. 2009 Apr 1;77(4):771-783
21989632 - Neurorehabil Neural Repair. 2011 Nov-Dec;25(9):788-98
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Snippet Humans appear to be sensitive to relative small changes in their surroundings. These changes are often initially perceived as irrelevant, but they can cause...
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SubjectTerms Adult
Analysis
Autism
Biology
Brain research
Containers
Engineering
Environmental changes
Female
Hand - physiology
Human behavior
Human mechanics
Humans
Information systems
Laboratories
Measurement
Measuring instruments
Medicine
Monitoring, Physiologic
Motor Activity - physiology
Movement - physiology
Optical tracking
Personality
Position sensing
Sensors
Social and Behavioral Sciences
Tracking devices
Tracking equipment
Trajectory analysis
Validity
Wavelet analysis
Wearable technology
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Title Exploring the Use of Sensors to Measure Behavioral Interactions: An Experimental Evaluation of Using Hand Trajectories
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Volume 9
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