Visually enhanced situation awareness for complex manufacturing facility monitoring in smart factories

With the widespread application of networked information-based technologies throughout industry manufacturing, modern manufacturing facilities give rise to unprecedented levels of process data generation. Data-rich manufacturing environments provide a broad stage on which advanced data analytics pla...

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Published inJournal of visual languages and computing Vol. 44; pp. 58 - 69
Main Authors Zhou, Fangfang, Lin, Xiaoru, Luo, Xiaobo, Zhao, Ying, Chen, Yi, Chen, Ning, Gui, Weihua
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.02.2018
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Online AccessGet full text
ISSN1045-926X
1095-8533
DOI10.1016/j.jvlc.2017.11.004

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Abstract With the widespread application of networked information-based technologies throughout industry manufacturing, modern manufacturing facilities give rise to unprecedented levels of process data generation. Data-rich manufacturing environments provide a broad stage on which advanced data analytics play leading roles in creating manufacturing intelligence to support operational efficiency and process innovation. In this paper, we introduce a process data analysis solution that integrates the technologies of situation awareness and visual analytics for the routine monitoring and troubleshooting of roller hearth kiln (RHK), a complex key manufacturing facility for lithium battery cathode materials. Guided by a set of detailed scenarios and requirement analyses, we first propose a qualitative and quantitative situation assessment model to generate the comprehensive description of RHK's operating situation. An informative visual analysis system then is designed and implemented to enhance the users’ abilities of situation perception and understanding for insightful anomaly root cause reasoning and efficient decision making. We conduct case studies and a user interview together with the managers and operators from manufacturing sites as system evaluation. The result demonstrates its effectiveness and prospects its possible inspiration for other similar scenarios about complex manufacturing facility monitoring in smart factories.
AbstractList With the widespread application of networked information-based technologies throughout industry manufacturing, modern manufacturing facilities give rise to unprecedented levels of process data generation. Data-rich manufacturing environments provide a broad stage on which advanced data analytics play leading roles in creating manufacturing intelligence to support operational efficiency and process innovation. In this paper, we introduce a process data analysis solution that integrates the technologies of situation awareness and visual analytics for the routine monitoring and troubleshooting of roller hearth kiln (RHK), a complex key manufacturing facility for lithium battery cathode materials. Guided by a set of detailed scenarios and requirement analyses, we first propose a qualitative and quantitative situation assessment model to generate the comprehensive description of RHK's operating situation. An informative visual analysis system then is designed and implemented to enhance the users’ abilities of situation perception and understanding for insightful anomaly root cause reasoning and efficient decision making. We conduct case studies and a user interview together with the managers and operators from manufacturing sites as system evaluation. The result demonstrates its effectiveness and prospects its possible inspiration for other similar scenarios about complex manufacturing facility monitoring in smart factories.
Author Lin, Xiaoru
Chen, Yi
Chen, Ning
Gui, Weihua
Luo, Xiaobo
Zhou, Fangfang
Zhao, Ying
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Cites_doi 10.1109/WSC.2000.899087
10.1109/TVCG.2016.2598604
10.1145/1978942.1979194
10.1016/j.compind.2005.01.007
10.1109/38.536268
10.5539/jel.v3n3p172
10.1109/TVCG.2014.2346911
10.1109/TVCG.2014.2346454
10.1109/TVCG.2014.2346926
10.1109/MCG.2015.97
10.1109/MCG.2015.45
10.1518/001872095779049543
10.1007/s12650-014-0213-6
10.1109/MIE.2014.2312079
10.1016/j.mfglet.2014.12.001
10.1109/TVCG.2016.2598664
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Keywords Situation awareness
Roller Hearth Kiln
Visual analytics
Smart factory
Manufacturing industry
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References S. Michael, et al. "Cardiogram: visual analytics for automotive engineers." (2011):1727–1736.
Barua, Mudunuri, Kosheleva (bib0035) 2014; 8
Yin (bib0027) 2004
Livnat (bib0029) 2005
IEEE, 2000:1211–1216 vol. 2.
Jo (bib0022) 2014; 20
Onwubiko (bib0026) 2009
Zhou, Huang, Zhao (bib0036) 2015; 35
D'Amico, Kocka (bib0025) 2005
Auschitzky, Hammer, Rajagopaul (bib0004) 2014
Heer, Kong, Agrawala (bib0037) 2009
Lee, Bagheri, Kao (bib0002) 2015; 3
Xu (bib0009) 2017; 23
Wu (bib0015) 2001
Razip (bib0032) 2014
Zhang (bib0014) 1996; 16
O'Donovan (bib0003) 2015; 2
Y., Bo (bib0034) 1995
Dangelmaier (bib0017) 2005; 56
Wenzel, Bernhard, Jessen (bib0005) 2004; 1
Drath, Horch (bib0001) 2014; 8
Zhou (bib0006) 2011; 8
Dutta (bib0013) 2016; 23
Post, Ilsen, Hamann (bib0011) 2016
Schreiber-Ehle, Koch (bib0024) 2012
Zhong, Shirinzadeh (bib0007) 2008; 12
Wörner, Ertl (bib0008) 2011
Malik (bib0031) 2014; 20
Manohar, Acharya, Wu (bib0016) 2014; 3
Sedlmair (bib0020) 2009
Worner, Ertl (bib0018) 2013
Lakkaraju, Yurcik, Lee (bib0028) 2004
Ko, Zhao, Xia, Afzal, David, Ebert (bib0033) 2014; 20
Posada (bib0019) 2015; 35
Zhao (bib0030) 2014; 17
Endsley (bib0023) 1995; 37
Sedlmair (bib0010) 2008
R. Matthew W. "Seeing is believing: the importance of visualization in manufacturing simulation."
Jo (10.1016/j.jvlc.2017.11.004_bib0022) 2014; 20
Heer (10.1016/j.jvlc.2017.11.004_bib0037) 2009
Wörner (10.1016/j.jvlc.2017.11.004_bib0008) 2011
Livnat (10.1016/j.jvlc.2017.11.004_bib0029) 2005
Barua (10.1016/j.jvlc.2017.11.004_bib0035) 2014; 8
Wenzel (10.1016/j.jvlc.2017.11.004_bib0005) 2004; 1
Post (10.1016/j.jvlc.2017.11.004_bib0011) 2016
Worner (10.1016/j.jvlc.2017.11.004_bib0018) 2013
Zhao (10.1016/j.jvlc.2017.11.004_bib0030) 2014; 17
Y. (10.1016/j.jvlc.2017.11.004_bib0034) 1995
Xu (10.1016/j.jvlc.2017.11.004_bib0009) 2017; 23
Dangelmaier (10.1016/j.jvlc.2017.11.004_bib0017) 2005; 56
Razip (10.1016/j.jvlc.2017.11.004_bib0032) 2014
Auschitzky (10.1016/j.jvlc.2017.11.004_bib0004) 2014
Zhang (10.1016/j.jvlc.2017.11.004_bib0014) 1996; 16
Wu (10.1016/j.jvlc.2017.11.004_bib0015) 2001
Zhong (10.1016/j.jvlc.2017.11.004_bib0007) 2008; 12
10.1016/j.jvlc.2017.11.004_bib0021
Lakkaraju (10.1016/j.jvlc.2017.11.004_bib0028) 2004
Dutta (10.1016/j.jvlc.2017.11.004_bib0013) 2016; 23
D'Amico (10.1016/j.jvlc.2017.11.004_bib0025) 2005
Lee (10.1016/j.jvlc.2017.11.004_bib0002) 2015; 3
Yin (10.1016/j.jvlc.2017.11.004_bib0027) 2004
Manohar (10.1016/j.jvlc.2017.11.004_bib0016) 2014; 3
Ko (10.1016/j.jvlc.2017.11.004_bib0033) 2014; 20
O'Donovan (10.1016/j.jvlc.2017.11.004_bib0003) 2015; 2
Zhou (10.1016/j.jvlc.2017.11.004_bib0036) 2015; 35
Endsley (10.1016/j.jvlc.2017.11.004_bib0023) 1995; 37
Malik (10.1016/j.jvlc.2017.11.004_bib0031) 2014; 20
Posada (10.1016/j.jvlc.2017.11.004_bib0019) 2015; 35
Onwubiko (10.1016/j.jvlc.2017.11.004_bib0026) 2009
Zhou (10.1016/j.jvlc.2017.11.004_bib0006) 2011; 8
Sedlmair (10.1016/j.jvlc.2017.11.004_bib0010) 2008
10.1016/j.jvlc.2017.11.004_bib0012
Sedlmair (10.1016/j.jvlc.2017.11.004_bib0020) 2009
Schreiber-Ehle (10.1016/j.jvlc.2017.11.004_bib0024) 2012
Drath (10.1016/j.jvlc.2017.11.004_bib0001) 2014; 8
References_xml – volume: 35
  start-page: 42
  year: 2015
  end-page: 50
  ident: bib0036
  article-title: ENTVis: a visual analytic tool for entropy-based network traffic anomaly detection
  publication-title: IEEE Comput. Graph. Appl.
– year: 2014
  ident: bib0004
  article-title: How Big Data can Improve Manufacturing
– reference: S. Michael, et al. "Cardiogram: visual analytics for automotive engineers." (2011):1727–1736.
– volume: 8
  start-page: 37
  year: 2011
  end-page: 50
  ident: bib0006
  article-title: Visualizing the future in steel manufacturing
  publication-title: Iron Steel Technol.
– start-page: 26
  year: 2004
  end-page: 34
  ident: bib0027
  article-title: VisFlowConnect: netflow visualizations of link relationships for security situational awareness
  publication-title: The Workshop on Visualization and Data Mining for Computer Security
– year: 2016
  ident: bib0011
  article-title: User-guided visual analysis of cyber-physical production systems
  publication-title: J. Comput. Inf. Sci. Eng.
– start-page: 107
  year: 2005
  end-page: 112
  ident: bib0025
  article-title: Information assurance visualizations for specific stages of situational awareness and intended uses: lessons learned
  publication-title: IEEE Xplore
– start-page: 1303
  year: 2009
  end-page: 1312
  ident: bib0037
  article-title: Sizing the horizon: the effects of chart size and layering on the graphical perception of time series visualizations
  publication-title: Sigchi Conference on Human Factors in Computing Systems
– start-page: 95
  year: 2005
  end-page: 102
  ident: bib0029
  article-title: Visual correlation for situational awareness
  publication-title: IEEE
– volume: 56
  start-page: 371
  year: 2005
  end-page: 383
  ident: bib0017
  article-title: Virtual and augmented reality support for discrete manufacturing system simulation
  publication-title: Comput. Ind.
– volume: 20
  start-page: 2329
  year: 2014
  end-page: 2338
  ident: bib0022
  article-title: LiveGantt: interactively visualizing a large manufacturing schedule
  publication-title: IEEE Trans. Visualization Comput. Graph.
– volume: 12
  start-page: 1
  year: 2008
  end-page: 22
  ident: bib0007
  article-title: Virtual factory for manufacturing process visualization
  publication-title: Complexity Int.
– start-page: 1532
  year: 2013
  end-page: 1541
  ident: bib0018
  article-title: Simulation-based visual layout planning in advanced manufacturing
  publication-title: Hawaii International Conference on System Sciences
– volume: 2
  start-page: 1
  year: 2015
  end-page: 22
  ident: bib0003
  article-title: Big data in manufacturing: a systematic mapping study
  publication-title: J. Big Data
– volume: 35
  start-page: 26
  year: 2015
  end-page: 40
  ident: bib0019
  article-title: Visual computing as a key enabling technology for Industrie 4.0 and Industrial Internet
  publication-title: IEEE Comput. Graph. Appl.
– volume: 23
  start-page: 811
  year: 2016
  end-page: 820
  ident: bib0013
  article-title: In Situ Distribution Guided Analysis and Visualization of Transonic Jet Engine Simulations
  publication-title: IEEE Trans. Visualization Comput. Graph.
– volume: 16
  start-page: 7
  year: 1996
  end-page: 10
  ident: bib0014
  article-title: Visualizing production planning data
  publication-title: IEEE Comput. Graph. Appl.
– reference: R. Matthew W. "Seeing is believing: the importance of visualization in manufacturing simulation."
– volume: 23
  start-page: 291
  year: 2017
  ident: bib0009
  article-title: ViDX: visual diagnostics of assembly line performance in smart factories
  publication-title: IEEE Trans. Visualization Comput. Graph.
– start-page: 209
  year: 2009
  end-page: 213
  ident: bib0026
  article-title: Functional requirements of situational awareness in computer network security
  publication-title: IEEE International Conference on Intelligence and Security Informatics
– volume: 1
  start-page: 729
  year: 2004
  end-page: 736
  ident: bib0005
  article-title: Visualization for modeling and simulation: a taxonomy of visualization techniques for simulation in production and logistics
  publication-title: DBLP
– start-page: 157
  year: 2008
  end-page: 162
  ident: bib0010
  article-title: A dual-view visualization of in-car communication processes
  publication-title: International Conference Information Visualisation
– start-page: 173
  year: 2009
  end-page: 182
  ident: bib0020
  article-title: MostVis: an interactive visualization supporting automotive engineers in MOST catalog exploration
  publication-title: DBLP
– reference: IEEE, 2000:1211–1216 vol. 2.
– start-page: 357
  year: 2001
  end-page: 360
  ident: bib0015
  article-title: Visualizing capacity and load in production planning
  publication-title: IEEE Xplore
– volume: 3
  year: 2014
  ident: bib0016
  article-title: Enhancing manufacturing process education via computer simulation and visualization
  publication-title: J. Educ. Learn.
– volume: 20
  start-page: 1853
  year: 2014
  end-page: 1862
  ident: bib0033
  article-title: VASA: interactive computational steering of large asynchronous simulation pipelines for societal infrastructure
  publication-title: IEEE Trans. Visualization Comput. Graph.
– volume: 20
  start-page: 1863
  year: 2014
  end-page: 1872
  ident: bib0031
  article-title: Proactive Spatiotemporal Resource Allocation and Predictive Visual Analytics for Community Policing and Law Enforcement
  publication-title: IEEE Trans. Visualization Comput. Graph.
– year: 2011
  ident: bib0008
  article-title: Visual Analysis of Advanced Manufacturing Simulations
– start-page: 116
  year: 2012
  end-page: 119
  ident: bib0024
  article-title: The JDL model of data fusion applied to cyber-defence — A review paper
  publication-title: Sensor Data Fusion: Trends, Solutions, Applications
– volume: 8
  start-page: 164
  year: 2014
  end-page: 168
  ident: bib0035
  article-title: Why trapezoidal and triangular membership functions work so well: towards a theoretical explanation
  publication-title: J. Uncertain Syst.
– volume: 17
  start-page: 181
  year: 2014
  end-page: 196
  ident: bib0030
  article-title: MVSec: multi-perspective and deductive visual analytics on heterogeneous network security data
  publication-title: J. Visualization
– year: 1995
  ident: bib0034
  article-title: Fuzzy Sets and Fuzzy Logic
– start-page: 65
  year: 2004
  end-page: 72
  ident: bib0028
  article-title: NVisionIP: netflow visualizations of system state for security situational awareness
  publication-title: The Workshop on Visualization and Data Mining for Computer Security
– start-page: 169
  year: 2014
  end-page: 176
  ident: bib0032
  article-title: A mobile visual analytics approach for law enforcement situation awareness
  publication-title: IEEE Pacific Visualization Symposium
– volume: 3
  start-page: 18
  year: 2015
  end-page: 23
  ident: bib0002
  article-title: A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems
  publication-title: Manuf. Lett.
– volume: 37
  start-page: 32
  year: 1995
  end-page: 64
  ident: bib0023
  article-title: Toward a theory of situation awareness in dynamic systems
  publication-title: Hum. Factors: J. Hum. Factors Ergonom. Soc.
– volume: 8
  start-page: 56
  year: 2014
  end-page: 58
  ident: bib0001
  article-title: Industrie 4.0: Hit or Hype? [Industry Forum]
  publication-title: IEEE Ind. Electron. Mag.
– ident: 10.1016/j.jvlc.2017.11.004_bib0012
  doi: 10.1109/WSC.2000.899087
– volume: 23
  start-page: 811
  issue: 1
  year: 2016
  ident: 10.1016/j.jvlc.2017.11.004_bib0013
  article-title: In Situ Distribution Guided Analysis and Visualization of Transonic Jet Engine Simulations
  publication-title: IEEE Trans. Visualization Comput. Graph.
  doi: 10.1109/TVCG.2016.2598604
– start-page: 116
  year: 2012
  ident: 10.1016/j.jvlc.2017.11.004_bib0024
  article-title: The JDL model of data fusion applied to cyber-defence — A review paper
– year: 2011
  ident: 10.1016/j.jvlc.2017.11.004_bib0008
– start-page: 173
  year: 2009
  ident: 10.1016/j.jvlc.2017.11.004_bib0020
  article-title: MostVis: an interactive visualization supporting automotive engineers in MOST catalog exploration
– ident: 10.1016/j.jvlc.2017.11.004_bib0021
  doi: 10.1145/1978942.1979194
– volume: 56
  start-page: 371
  issue: 4
  year: 2005
  ident: 10.1016/j.jvlc.2017.11.004_bib0017
  article-title: Virtual and augmented reality support for discrete manufacturing system simulation
  publication-title: Comput. Ind.
  doi: 10.1016/j.compind.2005.01.007
– volume: 8
  start-page: 37
  issue: 1
  year: 2011
  ident: 10.1016/j.jvlc.2017.11.004_bib0006
  article-title: Visualizing the future in steel manufacturing
  publication-title: Iron Steel Technol.
– volume: 16
  start-page: 7
  issue: 5
  year: 1996
  ident: 10.1016/j.jvlc.2017.11.004_bib0014
  article-title: Visualizing production planning data
  publication-title: IEEE Comput. Graph. Appl.
  doi: 10.1109/38.536268
– volume: 3
  issue: 3
  year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0016
  article-title: Enhancing manufacturing process education via computer simulation and visualization
  publication-title: J. Educ. Learn.
  doi: 10.5539/jel.v3n3p172
– volume: 20
  start-page: 1853
  issue: 12
  year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0033
  article-title: VASA: interactive computational steering of large asynchronous simulation pipelines for societal infrastructure
  publication-title: IEEE Trans. Visualization Comput. Graph.
  doi: 10.1109/TVCG.2014.2346911
– volume: 2
  start-page: 1
  issue: 1
  year: 2015
  ident: 10.1016/j.jvlc.2017.11.004_bib0003
  article-title: Big data in manufacturing: a systematic mapping study
  publication-title: J. Big Data
– volume: 20
  start-page: 2329
  issue: 12
  year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0022
  article-title: LiveGantt: interactively visualizing a large manufacturing schedule
  publication-title: IEEE Trans. Visualization Comput. Graph.
  doi: 10.1109/TVCG.2014.2346454
– start-page: 26
  year: 2004
  ident: 10.1016/j.jvlc.2017.11.004_bib0027
  article-title: VisFlowConnect: netflow visualizations of link relationships for security situational awareness
– volume: 1
  start-page: 729
  year: 2004
  ident: 10.1016/j.jvlc.2017.11.004_bib0005
  article-title: Visualization for modeling and simulation: a taxonomy of visualization techniques for simulation in production and logistics
– start-page: 357
  year: 2001
  ident: 10.1016/j.jvlc.2017.11.004_bib0015
  article-title: Visualizing capacity and load in production planning
– volume: 20
  start-page: 1863
  issue: 12
  year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0031
  article-title: Proactive Spatiotemporal Resource Allocation and Predictive Visual Analytics for Community Policing and Law Enforcement
  publication-title: IEEE Trans. Visualization Comput. Graph.
  doi: 10.1109/TVCG.2014.2346926
– volume: 35
  start-page: 42
  issue: 6
  year: 2015
  ident: 10.1016/j.jvlc.2017.11.004_bib0036
  article-title: ENTVis: a visual analytic tool for entropy-based network traffic anomaly detection
  publication-title: IEEE Comput. Graph. Appl.
  doi: 10.1109/MCG.2015.97
– start-page: 95
  year: 2005
  ident: 10.1016/j.jvlc.2017.11.004_bib0029
  article-title: Visual correlation for situational awareness
– volume: 8
  start-page: 164
  issue: 3
  year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0035
  article-title: Why trapezoidal and triangular membership functions work so well: towards a theoretical explanation
  publication-title: J. Uncertain Syst.
– start-page: 169
  year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0032
  article-title: A mobile visual analytics approach for law enforcement situation awareness
– volume: 35
  start-page: 26
  issue: 2
  year: 2015
  ident: 10.1016/j.jvlc.2017.11.004_bib0019
  article-title: Visual computing as a key enabling technology for Industrie 4.0 and Industrial Internet
  publication-title: IEEE Comput. Graph. Appl.
  doi: 10.1109/MCG.2015.45
– start-page: 1532
  year: 2013
  ident: 10.1016/j.jvlc.2017.11.004_bib0018
  article-title: Simulation-based visual layout planning in advanced manufacturing
– start-page: 1303
  year: 2009
  ident: 10.1016/j.jvlc.2017.11.004_bib0037
  article-title: Sizing the horizon: the effects of chart size and layering on the graphical perception of time series visualizations
– volume: 37
  start-page: 32
  issue: 1
  year: 1995
  ident: 10.1016/j.jvlc.2017.11.004_bib0023
  article-title: Toward a theory of situation awareness in dynamic systems
  publication-title: Hum. Factors: J. Hum. Factors Ergonom. Soc.
  doi: 10.1518/001872095779049543
– volume: 17
  start-page: 181
  issue: 3
  year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0030
  article-title: MVSec: multi-perspective and deductive visual analytics on heterogeneous network security data
  publication-title: J. Visualization
  doi: 10.1007/s12650-014-0213-6
– start-page: 107
  year: 2005
  ident: 10.1016/j.jvlc.2017.11.004_bib0025
  article-title: Information assurance visualizations for specific stages of situational awareness and intended uses: lessons learned
– volume: 8
  start-page: 56
  issue: 2
  year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0001
  article-title: Industrie 4.0: Hit or Hype? [Industry Forum]
  publication-title: IEEE Ind. Electron. Mag.
  doi: 10.1109/MIE.2014.2312079
– volume: 3
  start-page: 18
  year: 2015
  ident: 10.1016/j.jvlc.2017.11.004_bib0002
  article-title: A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems
  publication-title: Manuf. Lett.
  doi: 10.1016/j.mfglet.2014.12.001
– volume: 23
  start-page: 291
  issue: 1
  year: 2017
  ident: 10.1016/j.jvlc.2017.11.004_bib0009
  article-title: ViDX: visual diagnostics of assembly line performance in smart factories
  publication-title: IEEE Trans. Visualization Comput. Graph.
  doi: 10.1109/TVCG.2016.2598664
– volume: 12
  start-page: 1
  year: 2008
  ident: 10.1016/j.jvlc.2017.11.004_bib0007
  article-title: Virtual factory for manufacturing process visualization
  publication-title: Complexity Int.
– start-page: 157
  year: 2008
  ident: 10.1016/j.jvlc.2017.11.004_bib0010
  article-title: A dual-view visualization of in-car communication processes
– year: 2016
  ident: 10.1016/j.jvlc.2017.11.004_bib0011
  article-title: User-guided visual analysis of cyber-physical production systems
  publication-title: J. Comput. Inf. Sci. Eng.
– start-page: 209
  year: 2009
  ident: 10.1016/j.jvlc.2017.11.004_bib0026
  article-title: Functional requirements of situational awareness in computer network security
– start-page: 65
  year: 2004
  ident: 10.1016/j.jvlc.2017.11.004_bib0028
  article-title: NVisionIP: netflow visualizations of system state for security situational awareness
– year: 1995
  ident: 10.1016/j.jvlc.2017.11.004_bib0034
– year: 2014
  ident: 10.1016/j.jvlc.2017.11.004_bib0004
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Snippet With the widespread application of networked information-based technologies throughout industry manufacturing, modern manufacturing facilities give rise to...
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Publisher
StartPage 58
SubjectTerms Manufacturing industry
Roller Hearth Kiln
Situation awareness
Smart factory
Visual analytics
Title Visually enhanced situation awareness for complex manufacturing facility monitoring in smart factories
URI https://dx.doi.org/10.1016/j.jvlc.2017.11.004
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