Feasibility analysis of electrodermal activity (EDA) acquired from wearable sensors to assess construction workers’ perceived risk
•The feasibility of wearable sensors to assess workers’ perceived risk is tested.•Electrodermal Activity is collected from workers in the field using wristbands.•Electrodermal Response (EDR) shows a potential to assess workers’ perceived risk.•Field EDR monitoring can be useful for workers’ perceive...
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Veröffentlicht in: | Safety science 2019-06, Vol.115, p.110-120 |
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creator | Choi, Byungjoo Jebelli, Houtan Lee, SangHyun |
description | •The feasibility of wearable sensors to assess workers’ perceived risk is tested.•Electrodermal Activity is collected from workers in the field using wristbands.•Electrodermal Response (EDR) shows a potential to assess workers’ perceived risk.•Field EDR monitoring can be useful for workers’ perceived risk analysis.
Risk perception is known as a critical step in workers’ safety decision-making process. However, current approaches to assess workers’ perceived risk include surveys and interviews which are post hoc, subjective, and cumbersome to implement at construction sites. To address the issues associated with these methods, the authors propose a novel approach for the continuous and quantitative assessment of workers’ perceived risk using physiological responses acquired from wearable sensors. With this background, this study aims to investigate the potential of using physiological sensory data (e.g., electrodermal activity (EDA)) collected from off-the-shelf wristband typed sensors to understand construction workers’ perceived risk during their ongoing work. To achieve this objective, 30 h of physiological sensory data were collected from eight construction workers during their ongoing work. The results indicate that: (1) electrodermal response (EDR), which refers to short-term changes in EDA, shows significant differences between low and high-risk activities; (2) high-risk activities significantly affect workers’ EDR during their ongoing work. The main contribution of this study is to show the feasibility of using wearable sensors to understand workers’ perceived risk in construction sites continuously. Considering the complexity and dynamicity of workers’ tasks on construction sites, the development of an objective, continuous, and non-intrusive method for monitoring workers’ physiological responses is expected to contribute to a more in-depth understanding of construction workers’ perceived risk. |
doi_str_mv | 10.1016/j.ssci.2019.01.022 |
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Risk perception is known as a critical step in workers’ safety decision-making process. However, current approaches to assess workers’ perceived risk include surveys and interviews which are post hoc, subjective, and cumbersome to implement at construction sites. To address the issues associated with these methods, the authors propose a novel approach for the continuous and quantitative assessment of workers’ perceived risk using physiological responses acquired from wearable sensors. With this background, this study aims to investigate the potential of using physiological sensory data (e.g., electrodermal activity (EDA)) collected from off-the-shelf wristband typed sensors to understand construction workers’ perceived risk during their ongoing work. To achieve this objective, 30 h of physiological sensory data were collected from eight construction workers during their ongoing work. The results indicate that: (1) electrodermal response (EDR), which refers to short-term changes in EDA, shows significant differences between low and high-risk activities; (2) high-risk activities significantly affect workers’ EDR during their ongoing work. The main contribution of this study is to show the feasibility of using wearable sensors to understand workers’ perceived risk in construction sites continuously. Considering the complexity and dynamicity of workers’ tasks on construction sites, the development of an objective, continuous, and non-intrusive method for monitoring workers’ physiological responses is expected to contribute to a more in-depth understanding of construction workers’ perceived risk.</description><identifier>ISSN: 0925-7535</identifier><identifier>EISSN: 1879-1042</identifier><identifier>DOI: 10.1016/j.ssci.2019.01.022</identifier><language>eng</language><publisher>Amsterdam: Elsevier Ltd</publisher><subject>Construction industry ; Construction safety ; Construction sites ; Decision making ; Electrodermal activity ; Ergonomics ; Feasibility studies ; Health risk assessment ; Monitoring methods ; Occupational safety ; Perceived risk ; Physiological monitoring ; Physiological responses ; Physiology ; Risk assessment ; Risk perception ; Sensors ; Task complexity ; Wearable computers ; Wearable sensor ; Wearable technology</subject><ispartof>Safety science, 2019-06, Vol.115, p.110-120</ispartof><rights>2019 Elsevier Ltd</rights><rights>Copyright Elsevier BV Jun 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c394t-b36b240785f2e970dd84ffaa41acf29608b42dea395b97098128e93605cf6a9f3</citedby><cites>FETCH-LOGICAL-c394t-b36b240785f2e970dd84ffaa41acf29608b42dea395b97098128e93605cf6a9f3</cites><orcidid>0000-0002-3904-4305</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0925753518309494$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids></links><search><creatorcontrib>Choi, Byungjoo</creatorcontrib><creatorcontrib>Jebelli, Houtan</creatorcontrib><creatorcontrib>Lee, SangHyun</creatorcontrib><title>Feasibility analysis of electrodermal activity (EDA) acquired from wearable sensors to assess construction workers’ perceived risk</title><title>Safety science</title><description>•The feasibility of wearable sensors to assess workers’ perceived risk is tested.•Electrodermal Activity is collected from workers in the field using wristbands.•Electrodermal Response (EDR) shows a potential to assess workers’ perceived risk.•Field EDR monitoring can be useful for workers’ perceived risk analysis.
Risk perception is known as a critical step in workers’ safety decision-making process. However, current approaches to assess workers’ perceived risk include surveys and interviews which are post hoc, subjective, and cumbersome to implement at construction sites. To address the issues associated with these methods, the authors propose a novel approach for the continuous and quantitative assessment of workers’ perceived risk using physiological responses acquired from wearable sensors. With this background, this study aims to investigate the potential of using physiological sensory data (e.g., electrodermal activity (EDA)) collected from off-the-shelf wristband typed sensors to understand construction workers’ perceived risk during their ongoing work. To achieve this objective, 30 h of physiological sensory data were collected from eight construction workers during their ongoing work. The results indicate that: (1) electrodermal response (EDR), which refers to short-term changes in EDA, shows significant differences between low and high-risk activities; (2) high-risk activities significantly affect workers’ EDR during their ongoing work. The main contribution of this study is to show the feasibility of using wearable sensors to understand workers’ perceived risk in construction sites continuously. Considering the complexity and dynamicity of workers’ tasks on construction sites, the development of an objective, continuous, and non-intrusive method for monitoring workers’ physiological responses is expected to contribute to a more in-depth understanding of construction workers’ perceived risk.</description><subject>Construction industry</subject><subject>Construction safety</subject><subject>Construction sites</subject><subject>Decision making</subject><subject>Electrodermal activity</subject><subject>Ergonomics</subject><subject>Feasibility studies</subject><subject>Health risk assessment</subject><subject>Monitoring methods</subject><subject>Occupational safety</subject><subject>Perceived risk</subject><subject>Physiological monitoring</subject><subject>Physiological responses</subject><subject>Physiology</subject><subject>Risk assessment</subject><subject>Risk perception</subject><subject>Sensors</subject><subject>Task complexity</subject><subject>Wearable computers</subject><subject>Wearable sensor</subject><subject>Wearable technology</subject><issn>0925-7535</issn><issn>1879-1042</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNp9kM1qHDEMx01poNukL9CToZf2MFPZ82noJeSzEOilPRuPRwZvZscbaXbD3nroS_T18iTxsj33JIR-fyH9hPiooFSg2q_rktnHUoMyJagStH4jVqrvTKGg1m_FCoxuiq6pmnfiPfMaAFTVqpX4c4uO4xCnuBykm9104MgyBYkT-oXSiLRxk3R-ifsj8vnm-vJLbp92kXCUgdJGPqMjN0woGWdOxHJJ0jEjs_Rp5oV2OZ1m-ZzoEYlffv-VWySPcZ83UOTHC3EW3MT44V89F79ub35e3RcPP-6-X10-FL4y9VIMVTvoGrq-CRpNB-PY1yE4VyvngzYt9EOtR3SVaYY8Nr3SPZqqhcaH1plQnYtPp71bSk875MWu047y02y11tC1oKs6U_pEeUrMhMFuKW4cHawCe7Rt1_Zo2x5tW1A2286hb6cQ5vv3EclmAmePY_bkFzum-L_4K_mSjCM</recordid><startdate>201906</startdate><enddate>201906</enddate><creator>Choi, Byungjoo</creator><creator>Jebelli, Houtan</creator><creator>Lee, SangHyun</creator><general>Elsevier Ltd</general><general>Elsevier BV</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7QF</scope><scope>7QQ</scope><scope>7SC</scope><scope>7SE</scope><scope>7SP</scope><scope>7SR</scope><scope>7T2</scope><scope>7TA</scope><scope>7TB</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>C1K</scope><scope>F28</scope><scope>FR3</scope><scope>H8D</scope><scope>H8G</scope><scope>JG9</scope><scope>JQ2</scope><scope>KR7</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>NAPCQ</scope><orcidid>https://orcid.org/0000-0002-3904-4305</orcidid></search><sort><creationdate>201906</creationdate><title>Feasibility analysis of electrodermal activity (EDA) acquired from wearable sensors to assess construction workers’ perceived risk</title><author>Choi, Byungjoo ; Jebelli, Houtan ; Lee, SangHyun</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c394t-b36b240785f2e970dd84ffaa41acf29608b42dea395b97098128e93605cf6a9f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Construction industry</topic><topic>Construction safety</topic><topic>Construction sites</topic><topic>Decision making</topic><topic>Electrodermal activity</topic><topic>Ergonomics</topic><topic>Feasibility studies</topic><topic>Health risk assessment</topic><topic>Monitoring methods</topic><topic>Occupational safety</topic><topic>Perceived risk</topic><topic>Physiological monitoring</topic><topic>Physiological responses</topic><topic>Physiology</topic><topic>Risk assessment</topic><topic>Risk perception</topic><topic>Sensors</topic><topic>Task complexity</topic><topic>Wearable computers</topic><topic>Wearable sensor</topic><topic>Wearable technology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Choi, Byungjoo</creatorcontrib><creatorcontrib>Jebelli, Houtan</creatorcontrib><creatorcontrib>Lee, SangHyun</creatorcontrib><collection>CrossRef</collection><collection>Aluminium Industry Abstracts</collection><collection>Ceramic Abstracts</collection><collection>Computer and Information Systems Abstracts</collection><collection>Corrosion Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Health and Safety Science Abstracts (Full archive)</collection><collection>Materials Business File</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Aerospace Database</collection><collection>Copper Technical Reference Library</collection><collection>Materials Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>Nursing & Allied Health Premium</collection><jtitle>Safety science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Choi, Byungjoo</au><au>Jebelli, Houtan</au><au>Lee, SangHyun</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Feasibility analysis of electrodermal activity (EDA) acquired from wearable sensors to assess construction workers’ perceived risk</atitle><jtitle>Safety science</jtitle><date>2019-06</date><risdate>2019</risdate><volume>115</volume><spage>110</spage><epage>120</epage><pages>110-120</pages><issn>0925-7535</issn><eissn>1879-1042</eissn><abstract>•The feasibility of wearable sensors to assess workers’ perceived risk is tested.•Electrodermal Activity is collected from workers in the field using wristbands.•Electrodermal Response (EDR) shows a potential to assess workers’ perceived risk.•Field EDR monitoring can be useful for workers’ perceived risk analysis.
Risk perception is known as a critical step in workers’ safety decision-making process. However, current approaches to assess workers’ perceived risk include surveys and interviews which are post hoc, subjective, and cumbersome to implement at construction sites. To address the issues associated with these methods, the authors propose a novel approach for the continuous and quantitative assessment of workers’ perceived risk using physiological responses acquired from wearable sensors. With this background, this study aims to investigate the potential of using physiological sensory data (e.g., electrodermal activity (EDA)) collected from off-the-shelf wristband typed sensors to understand construction workers’ perceived risk during their ongoing work. To achieve this objective, 30 h of physiological sensory data were collected from eight construction workers during their ongoing work. The results indicate that: (1) electrodermal response (EDR), which refers to short-term changes in EDA, shows significant differences between low and high-risk activities; (2) high-risk activities significantly affect workers’ EDR during their ongoing work. The main contribution of this study is to show the feasibility of using wearable sensors to understand workers’ perceived risk in construction sites continuously. Considering the complexity and dynamicity of workers’ tasks on construction sites, the development of an objective, continuous, and non-intrusive method for monitoring workers’ physiological responses is expected to contribute to a more in-depth understanding of construction workers’ perceived risk.</abstract><cop>Amsterdam</cop><pub>Elsevier Ltd</pub><doi>10.1016/j.ssci.2019.01.022</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0002-3904-4305</orcidid></addata></record> |
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subjects | Construction industry Construction safety Construction sites Decision making Electrodermal activity Ergonomics Feasibility studies Health risk assessment Monitoring methods Occupational safety Perceived risk Physiological monitoring Physiological responses Physiology Risk assessment Risk perception Sensors Task complexity Wearable computers Wearable sensor Wearable technology |
title | Feasibility analysis of electrodermal activity (EDA) acquired from wearable sensors to assess construction workers’ perceived risk |
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