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 in | PloS one Vol. 9; no. 2; p. e88080 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
United States
Public Library of Science
07.02.2014
Public Library of Science (PLoS) |
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Online Access | Get full text |
ISSN | 1932-6203 1932-6203 |
DOI | 10.1371/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. |
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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 – name: 2 Centre of Human & Aerospace Physiological Sciences, King’s College London, London, United Kingdom – name: 5 Synthetic Intelligence Lab, Massachusetts Institute of Technology, Boston, Massachusetts, United States of America – name: 1 Brain Sciences Foundation, Providence, Rhode Island, United States of America – name: 4 Division of Health & Social Care Research, King’s College London, London, United Kingdom |
Author_xml | – sequence: 1 givenname: Jeroen H. M. surname: Bergmann fullname: Bergmann, Jeroen H. M. – sequence: 2 givenname: Patrick M. surname: Langdon fullname: Langdon, Patrick M. – sequence: 3 givenname: Ruth E. surname: Mayagoitia fullname: Mayagoitia, Ruth E. – sequence: 4 givenname: Newton surname: Howard fullname: Howard, Newton |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/24516583$$D View this record in MEDLINE/PubMed |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 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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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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