Skip to main content

2020 | OriginalPaper | Buchkapitel

An Approach to Explore Historical Construction Accident Data Using Data Mining Techniques

verfasst von : María Martínez Rojas, Antonio Trillo Cabello, Mª del Carmen Pardo Ferreira, Juan Carlos Rubio Romero

Erschienen in: Advances in Engineering Networks

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Construction worksites are characterized by their dynamic and complex nature, making that work safety awareness a major concern during the project life cycle. In this regard, the analysis of historical data might be useful to identify the most frequent relationship between the variables of accidents in order to help safety practitioners in the task of prioritizing preventive actions. In this work, we propose an approach that will allow to explore unknown relations, expressed as association rules, among diverse variables from a database of construction accidents’ data. These association rules may be useful for efficient safety prevention and control.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Antony Chettupuzha AJ, Haas CT (2015) Algorithm for determining the criticality of documents within a construction information system. J Comput Civ Eng 30(3):04015039CrossRef Antony Chettupuzha AJ, Haas CT (2015) Algorithm for determining the criticality of documents within a construction information system. J Comput Civ Eng 30(3):04015039CrossRef
2.
Zurück zum Zitat Arquillos AL, Romero JCR, Gibb A (2012) Analysis of construction accidents in Spain, 2003–2008. J Saf Res 43(5–6):381–388CrossRef Arquillos AL, Romero JCR, Gibb A (2012) Analysis of construction accidents in Spain, 2003–2008. J Saf Res 43(5–6):381–388CrossRef
3.
Zurück zum Zitat Bansal V (2011) Application of geographic information systems in construction safety planning. Int J Project Manage 29(1):66–77CrossRef Bansal V (2011) Application of geographic information systems in construction safety planning. Int J Project Manage 29(1):66–77CrossRef
4.
Zurück zum Zitat Berry MJ, Linoff G (1997) Data mining techniques: for marketing, sales, and customer support. Wiley Berry MJ, Linoff G (1997) Data mining techniques: for marketing, sales, and customer support. Wiley
5.
Zurück zum Zitat Boraiko C, Beardsley T, Wright E (2008) Accident investigations one element of an effective safety culture. Prof Saf 53(09) Boraiko C, Beardsley T, Wright E (2008) Accident investigations one element of an effective safety culture. Prof Saf 53(09)
6.
Zurück zum Zitat Camino López MA, Ritzel DO, Fontaneda I, González Alcantara OJ (2008) Construction industry accidents in spain. J Saf Res 39(5):497–507CrossRef Camino López MA, Ritzel DO, Fontaneda I, González Alcantara OJ (2008) Construction industry accidents in spain. J Saf Res 39(5):497–507CrossRef
7.
Zurück zum Zitat Carrillo-Castrillo JA, Trillo-Cabello AF, Rubio-Romero JC (2017) Construction accidents: identification of the main associations between causes, mechanisms and stages of the construction process. Int J Occup Saf Ergon 23(2):240–250CrossRef Carrillo-Castrillo JA, Trillo-Cabello AF, Rubio-Romero JC (2017) Construction accidents: identification of the main associations between causes, mechanisms and stages of the construction process. Int J Occup Saf Ergon 23(2):240–250CrossRef
9.
Zurück zum Zitat Chi CF, Chang TC, Ting HI (2005) Accident patterns and prevention measures for fatal occupational falls in the construction industry. Appl Ergon 36(4):391–400CrossRef Chi CF, Chang TC, Ting HI (2005) Accident patterns and prevention measures for fatal occupational falls in the construction industry. Appl Ergon 36(4):391–400CrossRef
10.
Zurück zum Zitat Chi S, Han S, Kim DY (2013) The relationship between unsafe working conditions and workers: Behaviour and impact of working conditions on injury severity in U.S. construction industry. J Constr Eng Manag 139:826–838CrossRef Chi S, Han S, Kim DY (2013) The relationship between unsafe working conditions and workers: Behaviour and impact of working conditions on injury severity in U.S. construction industry. J Constr Eng Manag 139:826–838CrossRef
11.
Zurück zum Zitat Chi S, Suk SJ, Kang Y, Mulva SP (2012) Development of a data mining-based analysis framework for multi-attribute construction project information. Adv Eng Inform 26(3):574–581CrossRef Chi S, Suk SJ, Kang Y, Mulva SP (2012) Development of a data mining-based analysis framework for multi-attribute construction project information. Adv Eng Inform 26(3):574–581CrossRef
12.
Zurück zum Zitat Comunicación de la comisión al parlamento europeo, al consejo, al comité económico y social europeo y al comité de las regiones (2017) Trabajo más seguro y saludable para todos - Modernización de la legislación y las políticas de la UE de salud y seguridad en el trabajo. Bruselas, 10.1.2017 Comunicación de la comisión al parlamento europeo, al consejo, al comité económico y social europeo y al comité de las regiones (2017) Trabajo más seguro y saludable para todos - Modernización de la legislación y las políticas de la UE de salud y seguridad en el trabajo. Bruselas, 10.1.2017
15.
Zurück zum Zitat Fan H, Li H (2013) Retrieving similar cases for alternative dispute resolution in construction accidents using text mining techniques. Autom Constr 34(1):85–91CrossRef Fan H, Li H (2013) Retrieving similar cases for alternative dispute resolution in construction accidents using text mining techniques. Autom Constr 34(1):85–91CrossRef
16.
Zurück zum Zitat Guo H, Li H, Li V (2013) VP-based safety management in large-scale construction projects: a conceptual framework. Autom Constr 34(1):16–24CrossRef Guo H, Li H, Li V (2013) VP-based safety management in large-scale construction projects: a conceptual framework. Autom Constr 34(1):16–24CrossRef
17.
Zurück zum Zitat Harms-Ringdahl L (2004) Relationships between accident investigations, risk analysis, and safety management. J Hazard Mater 111(1–3):13–19CrossRef Harms-Ringdahl L (2004) Relationships between accident investigations, risk analysis, and safety management. J Hazard Mater 111(1–3):13–19CrossRef
18.
Zurück zum Zitat Hoła B, Szóstak M (2017) An occupational profile of people injured in accidents at work in the polish construction Industry. Procedia Eng 208:43–51CrossRef Hoła B, Szóstak M (2017) An occupational profile of people injured in accidents at work in the polish construction Industry. Procedia Eng 208:43–51CrossRef
19.
Zurück zum Zitat Khanzode VV, Maiti J, Ray P (2012) Occupational injury and accident research: a comprehensive review. Saf Sci 50(5):1355–1367CrossRef Khanzode VV, Maiti J, Ray P (2012) Occupational injury and accident research: a comprehensive review. Saf Sci 50(5):1355–1367CrossRef
21.
Zurück zum Zitat Liew MP, Rosenblatt J (2003) Using data mining techniques for improving building life cycle Liew MP, Rosenblatt J (2003) Using data mining techniques for improving building life cycle
22.
Zurück zum Zitat Martínez-Rojas M, Marín N, Molina C, Vila MA (2016) An intelligent system for cost data handling in construction projects. In: 2016 IEEE international conference on fuzzy systems (FUZZ-IEEE), pp 359–366 Martínez-Rojas M, Marín N, Molina C, Vila MA (2016) An intelligent system for cost data handling in construction projects. In: 2016 IEEE international conference on fuzzy systems (FUZZ-IEEE), pp 359–366
23.
Zurück zum Zitat Martínez-Rojas M, Marín N, Vila MA (2015) The role of information technologies to address data handling in construction project management. J Comput Civ Eng 30(4):04015064CrossRef Martínez-Rojas M, Marín N, Vila MA (2015) The role of information technologies to address data handling in construction project management. J Comput Civ Eng 30(4):04015064CrossRef
24.
Zurück zum Zitat Martínez-Rojas M, Pardo Ferreira MC, López-Arquillos A, Rubio-Romero JC (2017) A preliminary approach for accident analysis in construction industry using the multidimensional model. In: International symposium on occupational safety and hygiene, Guimaraes, Portugal Martínez-Rojas M, Pardo Ferreira MC, López-Arquillos A, Rubio-Romero JC (2017) A preliminary approach for accident analysis in construction industry using the multidimensional model. In: International symposium on occupational safety and hygiene, Guimaraes, Portugal
25.
Zurück zum Zitat Martínez-Aires MD, López-Alonso M, Martínez-Rojas M (2018) Building information modeling and safety management: a systematic review. Saf Sci 101:11–18CrossRef Martínez-Aires MD, López-Alonso M, Martínez-Rojas M (2018) Building information modeling and safety management: a systematic review. Saf Sci 101:11–18CrossRef
27.
Zurück zum Zitat Papadopoulos G, Georgiadou P, Papazoglou C, Michaliou K (2010) Occupational and public health and safety in a changing work environment: an integrated approach for risk assessment and prevention. Saf Sci 48(8):943–949CrossRef Papadopoulos G, Georgiadou P, Papazoglou C, Michaliou K (2010) Occupational and public health and safety in a changing work environment: an integrated approach for risk assessment and prevention. Saf Sci 48(8):943–949CrossRef
28.
Zurück zum Zitat Pillay M (2015) Accident causation, prevention and safety management: a review of the state-of-the-art. Procedia Manuf 3:1838–1845CrossRef Pillay M (2015) Accident causation, prevention and safety management: a review of the state-of-the-art. Procedia Manuf 3:1838–1845CrossRef
29.
Zurück zum Zitat Rivas T, Paz M, Martín J, Matías J, García J, Taboada J (2011) Explaining and predicting workplace accidents using data-mining techniques. Reliab Eng Syst Saf 96(7):739–747CrossRef Rivas T, Paz M, Martín J, Matías J, García J, Taboada J (2011) Explaining and predicting workplace accidents using data-mining techniques. Reliab Eng Syst Saf 96(7):739–747CrossRef
30.
Zurück zum Zitat Shin DP, Park YJ, Seo J, Lee DE (2017) Association rules mined from construction accident data. KSCE J Civ Eng 1–13 Shin DP, Park YJ, Seo J, Lee DE (2017) Association rules mined from construction accident data. KSCE J Civ Eng 1–13
31.
Zurück zum Zitat Soibelman L, Hyunjoo K (2000) Generating construction knowledge with knowledge discovery in databases. Comput Civ Build Eng 2(3):914–921 Soibelman L, Hyunjoo K (2000) Generating construction knowledge with knowledge discovery in databases. Comput Civ Build Eng 2(3):914–921
32.
Zurück zum Zitat Tixier AJP, Hallowell MR, Rajagopalan B, Bowman D (2017) Construction safety clash detection: identifying safety incompatibilities among fundamental attributes using data mining. Autom Constr 74:39–54CrossRef Tixier AJP, Hallowell MR, Rajagopalan B, Bowman D (2017) Construction safety clash detection: identifying safety incompatibilities among fundamental attributes using data mining. Autom Constr 74:39–54CrossRef
33.
Zurück zum Zitat Xia N, Wanga X, Griffin MA, Chunlin W, Liu B (2017) Do we see how they perceive risk? An integrated analysis of risk perception and its effect on workplace safety behavior. Accid Anal Prev 106:234–242CrossRef Xia N, Wanga X, Griffin MA, Chunlin W, Liu B (2017) Do we see how they perceive risk? An integrated analysis of risk perception and its effect on workplace safety behavior. Accid Anal Prev 106:234–242CrossRef
Metadaten
Titel
An Approach to Explore Historical Construction Accident Data Using Data Mining Techniques
verfasst von
María Martínez Rojas
Antonio Trillo Cabello
Mª del Carmen Pardo Ferreira
Juan Carlos Rubio Romero
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-44530-0_15

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.