{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:29:01Z","timestamp":1750220941581,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":39,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,6,5]],"date-time":"2019-06-05T00:00:00Z","timestamp":1559692800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,6,5]]},"DOI":"10.1145\/3316782.3322776","type":"proceedings-article","created":{"date-parts":[[2019,5,24]],"date-time":"2019-05-24T16:12:35Z","timestamp":1558714355000},"page":"493-498","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["Towards a robot-based multimodal framework to assess the impact of fatigue on user behavior and performance"],"prefix":"10.1145","author":[{"given":"Akilesh","family":"Rajavenkatanarayanan","sequence":"first","affiliation":[{"name":"The University of Texas at Arlington"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Varun","family":"Kanal","sequence":"additional","affiliation":[{"name":"The University of Texas at Arlington"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Konstantinos","family":"Tsiakas","sequence":"additional","affiliation":[{"name":"Yale University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"James","family":"Brady","sequence":"additional","affiliation":[{"name":"The University of Texas at Arlington"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Diane","family":"Calderon","sequence":"additional","affiliation":[{"name":"The University of Texas at Arlington"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Glenn","family":"Wylie","sequence":"additional","affiliation":[{"name":"Kessler Foundation"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fillia","family":"Makedon","sequence":"additional","affiliation":[{"name":"The University of Texas at Arlington"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2019,6,5]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.autcon.2017.03.003"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-57987-0_16"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3279810.3279849"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"crossref","unstructured":"A. Belmont N. Agar C. Hugeron B. Gallais and P. Azouvi. 2006. Fatigue and \u00c2\u0103traumatic brain injury. Annales de R\u00c3l'adaptation et de M\u00c3l'decine Physique 49 6 (2006) 370 -- 374.  A. Belmont N. Agar C. Hugeron B. Gallais and P. Azouvi. 2006. Fatigue and \u00c2\u0103traumatic brain injury. Annales de R\u00c3l'adaptation et de M\u00c3l'decine Physique 49 6 (2006) 370 -- 374.","DOI":"10.1016\/j.annrmp.2006.04.018"},{"key":"e_1_3_2_1_5_1","volume-title":"Predictive Models of Cognitive Fatigue in Multiple Sclerosis. Archives of Clinical Neuropsychology","author":"Berard Jason A","year":"2018","unstructured":"Jason A Berard , Andra M Smith , and Lisa AS Walker . 2018. Predictive Models of Cognitive Fatigue in Multiple Sclerosis. Archives of Clinical Neuropsychology ( 2018 ). Jason A Berard, Andra M Smith, and Lisa AS Walker. 2018. Predictive Models of Cognitive Fatigue in Multiple Sclerosis. Archives of Clinical Neuropsychology (2018)."},{"key":"e_1_3_2_1_6_1","first-page":"86","article-title":"Cognitive Fatigue Facilitates Procedural Sequence Learning","volume":"10","author":"Borrag\u00c3\u010c\u00c2 Guillermo","year":"2016","unstructured":"Guillermo Borrag\u00c3\u010c\u00c2 &alpha;n, Hichem Slama , Arnaud Destrebecqz , and Philippe Peigneux . 2016 . Cognitive Fatigue Facilitates Procedural Sequence Learning . Frontiers in Human Neuroscience 10 (2016), 86 . Guillermo Borrag\u00c3\u010c\u00c2&alpha;n, Hichem Slama, Arnaud Destrebecqz, and Philippe Peigneux. 2016. Cognitive Fatigue Facilitates Procedural Sequence Learning. Frontiers in Human Neuroscience 10 (2016), 86.","journal-title":"Frontiers in Human Neuroscience"},{"key":"e_1_3_2_1_7_1","volume-title":"Fatigue in neurological disorders. The Lancet 363, 9413","author":"Chaudhuri Abhijit","year":"2004","unstructured":"Abhijit Chaudhuri and Peter O Behan . 2004. Fatigue in neurological disorders. The Lancet 363, 9413 ( 2004 ), 978 -- 988. Abhijit Chaudhuri and Peter O Behan. 2004. Fatigue in neurological disorders. The Lancet 363, 9413 (2004), 978 -- 988."},{"key":"e_1_3_2_1_8_1","volume-title":"Bus Drivers Fatigue Measurement Based on Monopolar EEG. In Asian Conference on Intelligent Information and Database Systems. Springer, 308--317","author":"Chen Chin-Ling","year":"2017","unstructured":"Chin-Ling Chen , Chong-Yan Liao , Rung-Ching Chen , Yung-Wen Tang , and Tzay-Farn Shih . 2017 . Bus Drivers Fatigue Measurement Based on Monopolar EEG. In Asian Conference on Intelligent Information and Database Systems. Springer, 308--317 . Chin-Ling Chen, Chong-Yan Liao, Rung-Ching Chen, Yung-Wen Tang, and Tzay-Farn Shih. 2017. Bus Drivers Fatigue Measurement Based on Monopolar EEG. In Asian Conference on Intelligent Information and Database Systems. Springer, 308--317."},{"key":"e_1_3_2_1_9_1","volume-title":"Patient-centered activity monitoring in the self-management ofchronic health conditions. BMC medicine 13, 1","author":"Chiauzzi Emil","year":"2015","unstructured":"Emil Chiauzzi , Carlos Rodarte , and Pronabesh DasMahapatra . 2015. Patient-centered activity monitoring in the self-management ofchronic health conditions. BMC medicine 13, 1 ( 2015 ), 77. Emil Chiauzzi, Carlos Rodarte, and Pronabesh DasMahapatra. 2015. Patient-centered activity monitoring in the self-management ofchronic health conditions. BMC medicine 13, 1 (2015), 77."},{"key":"e_1_3_2_1_10_1","volume-title":"Retrieved","author":"National Safety Council. {n. d.}. Workplace Fatigue","year":"2019","unstructured":"National Safety Council. {n. d.}. Workplace Fatigue : Causes, Consequences, and Managing Risks. ({n. d.}) . Retrieved February 02, 2019 from https:\/\/www.nsc.org\/Portals\/0\/Documents\/Fatigue%20Documents\/Fact-Sheets\/Fatigue-in-the-workplace.pdf National Safety Council. {n. d.}. Workplace Fatigue: Causes, Consequences, and Managing Risks. ({n. d.}). Retrieved February 02, 2019 from https:\/\/www.nsc.org\/Portals\/0\/Documents\/Fatigue%20Documents\/Fact-Sheets\/Fatigue-in-the-workplace.pdf"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jns.2008.01.018"},{"key":"e_1_3_2_1_12_1","volume-title":"Electrophysiological and behavioral effects of frontal transcranial direct current stimulation on cognitive fatigue in multiple sclerosis. Journal of Neurology","author":"Fiene Marina","year":"2018","unstructured":"Marina Fiene , Katharina S Rufener , Maria Kuehne , Mike Matzke , Hans-Jochen Heinze , and Tino Zaehle . 2018. Electrophysiological and behavioral effects of frontal transcranial direct current stimulation on cognitive fatigue in multiple sclerosis. Journal of Neurology ( 2018 ), 1--11. Marina Fiene, Katharina S Rufener, Maria Kuehne, Mike Matzke, Hans-Jochen Heinze, and Tino Zaehle. 2018. Electrophysiological and behavioral effects of frontal transcranial direct current stimulation on cognitive fatigue in multiple sclerosis. Journal of Neurology (2018), 1--11."},{"key":"e_1_3_2_1_13_1","volume-title":"Shift work, safety and productivity. Occupational Medicine 53, 2 (03","author":"Folkard Simon","year":"2003","unstructured":"Simon Folkard and Philip Tucker . 2003. Shift work, safety and productivity. Occupational Medicine 53, 2 (03 2003 ), 95--101. arXiv:http:\/\/oup.prod.sis.lan\/occmed\/article-pdf\/53\/2\/95\/4362669\/kqg047.pdf Simon Folkard and Philip Tucker. 2003. Shift work, safety and productivity. Occupational Medicine 53, 2 (03 2003), 95--101. arXiv:http:\/\/oup.prod.sis.lan\/occmed\/article-pdf\/53\/2\/95\/4362669\/kqg047.pdf"},{"key":"e_1_3_2_1_14_1","volume-title":"Objective monitoring of physical activity using motion sensors and heart rate. Research quarterly for exercise and sport 71, sup2","author":"Freedson Patty S","year":"2000","unstructured":"Patty S Freedson and Kelly Miller . 2000. Objective monitoring of physical activity using motion sensors and heart rate. Research quarterly for exercise and sport 71, sup2 ( 2000 ), 21--29. Patty S Freedson and Kelly Miller. 2000. Objective monitoring of physical activity using motion sensors and heart rate. Research quarterly for exercise and sport 71, sup2 (2000), 21--29."},{"key":"e_1_3_2_1_15_1","first-page":"008","article-title":"Wearable sensor system with gesture recognition for measuring physical performance. (April 142015)","volume":"9","author":"French Barry","year":"2015","unstructured":"Barry French . 2015 . Wearable sensor system with gesture recognition for measuring physical performance. (April 142015) . US Patent 9 , 008 ,973. Barry French. 2015. Wearable sensor system with gesture recognition for measuring physical performance. (April 142015). US Patent 9,008,973.","journal-title":"US Patent"},{"key":"e_1_3_2_1_16_1","volume-title":"Towards an understanding of fatigue in Parkinson disease. 80, 5","author":"Hagell P","year":"2009","unstructured":"P Hagell and L Brundin . 2009. Towards an understanding of fatigue in Parkinson disease. 80, 5 ( 2009 ), 489--492. P Hagell and L Brundin. 2009. Towards an understanding of fatigue in Parkinson disease. 80, 5 (2009), 489--492."},{"key":"e_1_3_2_1_17_1","volume-title":"d.}. Delsys Trigno. ({n. d.}). Retrieved","author":"DELSYS INCORPORATED.","year":"2019","unstructured":"DELSYS INCORPORATED. {n. d.}. Delsys Trigno. ({n. d.}). Retrieved March 29, 2019 from https:\/\/www.delsys.com\/trigno\/ DELSYS INCORPORATED. {n. d.}. Delsys Trigno. ({n. d.}). Retrieved March 29, 2019 from https:\/\/www.delsys.com\/trigno\/"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1589\/jpts.27.3285"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.pu.07.050186.000453"},{"key":"e_1_3_2_1_20_1","volume-title":"Fatigue in Multiple Sclerosis. CNS Drugs 17, 4 (01","author":"Krupp Lauren B.","year":"2003","unstructured":"Lauren B. Krupp . 2003. Fatigue in Multiple Sclerosis. CNS Drugs 17, 4 (01 Apr 2003 ), 225--234. Lauren B. Krupp. 2003. Fatigue in Multiple Sclerosis. CNS Drugs 17, 4 (01 Apr 2003), 225--234."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1001\/archneur.1988.00520280085020"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1097\/JOM.0b013e318247a3b0"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.brainres.2009.03.015"},{"key":"e_1_3_2_1_24_1","volume-title":"Lora A Cavuoto","author":"Maman Zahra Sedighi","year":"2017","unstructured":"Zahra Sedighi Maman , Mohammad Ali Alamdar Yazdi , Lora A Cavuoto , and Fadel M Megahed. 2017 . A data-driven approach to modeling physical fatigue in the workplace using wearable sensors. Applied ergonomics 65 (2017), 515--529. Zahra Sedighi Maman, Mohammad Ali Alamdar Yazdi, Lora A Cavuoto, and Fadel M Megahed. 2017. A data-driven approach to modeling physical fatigue in the workplace using wearable sensors. Applied ergonomics 65 (2017), 515--529."},{"key":"e_1_3_2_1_25_1","volume-title":"Isotta Venuti, Ambra Brizi, and Fabio Babiloni.","author":"Marsella Pasquale","year":"2017","unstructured":"Pasquale Marsella , Alessandro Scorpecci , Giulia Cartocci , Sara Giannantonio , Anton Giulio Maglione , Isotta Venuti, Ambra Brizi, and Fabio Babiloni. 2017 . EEG activity as an objective measure of cognitive load during effortful listening: A study on pediatric subjects with bilateral, asymmetric sensorineural hearing loss. International journal of pediatric otorhinolaryngology 99 (2017), 1--7. Pasquale Marsella, Alessandro Scorpecci, Giulia Cartocci, Sara Giannantonio, Anton Giulio Maglione, Isotta Venuti, Ambra Brizi, and Fabio Babiloni. 2017. EEG activity as an objective measure of cognitive load during effortful listening: A study on pediatric subjects with bilateral, asymmetric sensorineural hearing loss. International journal of pediatric otorhinolaryngology 99 (2017), 1--7."},{"key":"e_1_3_2_1_26_1","volume-title":"Retrieved","author":"BCI.","year":"2019","unstructured":"Open BCI. {n. d.}. OpenBCI EEg Headset with Cyton board. ({n. d.}) . Retrieved March 29, 2019 from https:\/\/shop.openbci.com\/collections\/frontpage\/products\/d-i-y-neurotechnologists-starter-kit?variant=13043169493064 OpenBCI. {n. d.}. OpenBCI EEg Headset with Cyton board. ({n. d.}). Retrieved March 29, 2019 from https:\/\/shop.openbci.com\/collections\/frontpage\/products\/d-i-y-neurotechnologists-starter-kit?variant=13043169493064"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-018-24834-w"},{"key":"e_1_3_2_1_28_1","volume-title":"Quantifying physical activity in daily life with questionnaires and motion sensors in COPD. European respiratory journal 27, 5","author":"Pitta F","year":"2006","unstructured":"F Pitta , Thierry Troosters , VS Probst , MA Spruit , Marc Decramer , and Rik Gosselink . 2006. Quantifying physical activity in daily life with questionnaires and motion sensors in COPD. European respiratory journal 27, 5 ( 2006 ), 1040--1055. F Pitta, Thierry Troosters, VS Probst, MA Spruit, Marc Decramer, and Rik Gosselink. 2006. Quantifying physical activity in daily life with questionnaires and motion sensors in COPD. European respiratory journal 27, 5 (2006), 1040--1055."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.3390\/mti3010006"},{"key":"e_1_3_2_1_30_1","first-page":"54","article-title":"Industry 4.0: The future of productivity and growth in manufacturing industries","volume":"9","author":"R\u00fc\u00dfmann Michael","year":"2015","unstructured":"Michael R\u00fc\u00dfmann , Markus Lorenz , Philipp Gerbert , Manuela Waldner , Jan Justus , Pascal Engel , and Michael Harnisch . 2015 . Industry 4.0: The future of productivity and growth in manufacturing industries . Boston Consulting Group 9 , 1 (2015), 54 -- 89 . Michael R\u00fc\u00dfmann, Markus Lorenz, Philipp Gerbert, Manuela Waldner, Jan Justus, Pascal Engel, and Michael Harnisch. 2015. Industry 4.0: The future of productivity and growth in manufacturing industries. Boston Consulting Group 9, 1 (2015), 54--89.","journal-title":"Boston Consulting Group"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00415-014-7415-7"},{"volume-title":"2007 IEEE 10th International Conference on Rehabilitation Robotics. 364--370","author":"Squeri V.","key":"e_1_3_2_1_32_1","unstructured":"V. Squeri , E. Vergaro , G. Brichetto , M. Casadio , P. G. Morasso , C. Solaro , and V. Sanguineti . 2007. Adaptive robot training in the rehabilitation of incoordination in Multiple Sclerosis: a pilot study . In 2007 IEEE 10th International Conference on Rehabilitation Robotics. 364--370 . V. Squeri, E. Vergaro, G. Brichetto, M. Casadio, P. G. Morasso, C. Solaro, and V. Sanguineti. 2007. Adaptive robot training in the rehabilitation of incoordination in Multiple Sclerosis: a pilot study. In 2007 IEEE 10th International Conference on Rehabilitation Robotics. 364--370."},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0054651"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neubiorev.2011.10.004"},{"key":"e_1_3_2_1_35_1","volume-title":"Retrieved","author":"Tech Barrett","year":"2019","unstructured":"Barrett Tech . {n. d.}. The WAM Arm. ({n. d.}) . Retrieved March 29, 2019 from https:\/\/www.barrett.com\/wam-arm Barrett Tech. {n. d.}. The WAM Arm. ({n. d.}). Retrieved March 29, 2019 from https:\/\/www.barrett.com\/wam-arm"},{"key":"e_1_3_2_1_36_1","unstructured":"Konstantinos Tsiakas Cheryl Abellanoza Maher Abujelala Michalis Papakostas Tasnim Makada and Fillia Makedon. {n. d.}. Towards Designing a Socially Assistive Robot for Adaptive and Personalized Cognitive Training. ({n. d.}).  Konstantinos Tsiakas Cheryl Abellanoza Maher Abujelala Michalis Papakostas Tasnim Makada and Fillia Makedon. {n. d.}. Towards Designing a Socially Assistive Robot for Adaptive and Personalized Cognitive Training. ({n. d.})."},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/3266157.3266222"},{"key":"e_1_3_2_1_38_1","volume-title":"The urge to stop: The cognitive and biological nature of acute mental fatigue. Cognitive fatigue: Multidisciplinary perspectives on current research and future applications","author":"van der Linden Dimitri","year":"2011","unstructured":"Dimitri van der Linden . 2011. The urge to stop: The cognitive and biological nature of acute mental fatigue. Cognitive fatigue: Multidisciplinary perspectives on current research and future applications ( 2011 ), 149--64. Dimitri van der Linden. 2011. The urge to stop: The cognitive and biological nature of acute mental fatigue. Cognitive fatigue: Multidisciplinary perspectives on current research and future applications (2011), 149--64."},{"key":"e_1_3_2_1_39_1","volume-title":"Ginn","author":"Wattanaprakornkul Duangjai","year":"2011","unstructured":"Duangjai Wattanaprakornkul , Mark Halaki , Craig Boettcher , Ian Cathers , and Karen A . Ginn . 2011 . A comprehensive analysis of muscle recruitment patterns during shoulder flexion: An electromyographic study. Clinical Anatomy 24, 5 (7 2011), 619--626. Duangjai Wattanaprakornkul, Mark Halaki, Craig Boettcher, Ian Cathers, and Karen A. Ginn. 2011. A comprehensive analysis of muscle recruitment patterns during shoulder flexion: An electromyographic study. Clinical Anatomy 24, 5 (7 2011), 619--626."}],"event":{"name":"PETRA '19: The 12th PErvasive Technologies Related to Assistive Environments Conference","acronym":"PETRA '19","location":"Rhodes Greece"},"container-title":["Proceedings of the 12th ACM International Conference on PErvasive Technologies Related to Assistive Environments"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3316782.3322776","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3316782.3322776","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:53:34Z","timestamp":1750204414000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3316782.3322776"}},"subtitle":["a pilot study"],"short-title":[],"issued":{"date-parts":[[2019,6,5]]},"references-count":39,"alternative-id":["10.1145\/3316782.3322776","10.1145\/3316782"],"URL":"https:\/\/doi.org\/10.1145\/3316782.3322776","relation":{},"subject":[],"published":{"date-parts":[[2019,6,5]]},"assertion":[{"value":"2019-06-05","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}