Open Access

A group intelligence optimisation method for privacy protection problems in smart home environments

  
Feb 03, 2025

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Figure 1.

Accuracy, precision and false alarm rate
Accuracy, precision and false alarm rate

Figure 2.

Accuracy rate of message processing
Accuracy rate of message processing

Figure 3.

Privacy protection
Privacy protection

Energy consumption contrast

ACA FVR
System1 System2 Difference value
0.1 29.98 17.93 12.05
0.2 22.17 12.26 9.91
0.3 18.54 9.88 8.66
0.4 13.92 6.57 7.35
0.5 10.05 3.85 6.2
0.6 8.54 2.51 6.03
0.7 6.18 2.12 4.06
0.8 4.23 1.57 2.66
0.9 2.93 0.88 2.05

Computational overhead

Method User(ms) Server(ms) Registration center(ms) Total cost(ms)
Logistic 0.076 0.044 - 0.119
FPGA 25.086 32.199 - 57.285
LoRa 0.075 0.058 0.150 0.283
OFDM 10.497 10.462 - 20.959
ECC 0.090 0.064 0.149 0.303
ZYNQ 12.727 12.951 - 25.678
M-LVDS 0.086 0.054 - 0.139
DSP 0.076 0.037 - 0.113
Methods of this article 0.030 0.039 - 0.068
Language:
English