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Names of authors | Summary | Strategy/algorithm | Unified approach |
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Dinesh Kumar et al., 2012 [30] |
(i) Sensor data filtration using neural network tools (ii) Gateway level data filtration and compression | (i) KDS (ii) Back propagation algorithm | KDS-NN (neural network) |
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Khanna and Liu, 2012 [19] | (i) Genetic approach-based pattern identification and activity monitoring (ii) Dynamicity of data collection tree | (i) KDS (ii) Genetic algorithm | KDS-GA |
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Wu and Clements-Croome, 2007 [22] | (i) Sensor data mining (ii) Knowledge discovery (iii) Data calibration (iv) Data cluster analysis (v) Data replication control | (i) KDS (ii) Data mining algorithm | KDS-DM |
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Boukerche et al., 2008 [23] | (i) Knowledge discovery for chronological patterns (ii) Pattern identification (iii) Pattern modeling (iv) Pattern mining (v) Behavioral pattern extraction | (i) KDS (ii) Data mining algorithm | KDS-DM |
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He et al., 2010 [24] | (i) Knowledge discovery for real-time monitoring (ii) Real-time data mining (iii) Data calibration (iv) Data reduction | (i) KDS (ii) Data mining algorithm | KDS-DM |
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Defeng et al., 2010 [21] | (i) Sensor real-time application monitoring (ii) Intellect at base station to monitor critical activities (iii) Data processing operations | (i) KDS (ii) Data mining algorithm | KDS-DM |
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Rodrigues et al., 2009 [25] | (i) Data mining and knowledge discovery from sensor data (ii) Cluster-based data analysis | (i) KDS (ii) Data mining algorithm | KDS-DM |
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Aggarwal, 2013 [26] | (i) Data elicitation (ii) Data cleaning (iii) Data management (iv) Data mining | (i) KDS (ii) Data mining algorithm | KDS-DM |
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Das, 2012 [27] | (i) Sensor association rule mining (ii) Event-based knowledge pattern discovery | (i) KDS (ii) Data mining algorithm | KDS-DM |
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Boukerche and Samarah, 2008 [28] | (i) Sensor association rule mining (ii) Behavioral pattern discovery (iii) Distributed data extraction | (i) KDS (ii) Data mining algorithm | KDS-DM |
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Our work | (i) Promotes in-network KDS through D2K migration process (ii) Implements fuzzy inference system for knowledge optimization and control at the CH level (iii) Aims to be applied in safety-critical industrial applications | (i) KDS (ii) D2K algorithm | KDS-FIS |
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