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Fig 1.

Proposed power and control system: (a) the PV powering system (b) the decision making control unit details.

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Fig 1 Expand

Fig 2.

Proposed IoT communication system.

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Fig 2 Expand

Fig 3.

Single diode equivalent circuit of a solar cell.

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Fig 3 Expand

Fig 4.

DC/DC boost converter schematic diagram.

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Fig 4 Expand

Fig 5.

DC/DC bidirectional converter schematic diagram.

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Fig 5 Expand

Fig 6.

Waveforms of the Bidirectional DC/DC Converter: (a) positive energy flow (b) negative energy flow.

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Fig 6 Expand

Fig 7.

Pearson correlation coefficients of each input parameter (dIX, dCX, dDX, dVX, SINRth, PI) and the output (Pint and EE).

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Fig 7 Expand

Fig 8.

Proposed deep learning model.

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Fig 8 Expand

Fig 9.

Steady-State Simulation Performance at 1000 W/m2 (a) Conventional P&O Algorithm, (b) Proposed SF Algorithm.

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Fig 9 Expand

Fig 10.

Transient Simulation Performance at 800W/m2 and 400W/m2 (a) Conventional P&O Algorithm, (b) Proposed SF Algorithm.

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Fig 10 Expand

Table 1.

PV panel specifications.

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Table 1 Expand

Table 2.

Parameters of DC/DC boost converter.

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Table 2 Expand

Fig 11.

Smart traffic system simulation by any logic program.

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Fig 11 Expand

Fig 12.

Smart traffic system simulation by any logic program.

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Fig 12 Expand

Fig 13.

MATLAB Simulink for a standard vehicle.

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Fig 13 Expand

Fig 14.

Fuel Economy by MATLAB Simulink.

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Fig 14 Expand

Fig 15.

Statistics of any logic simulation.

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Fig 15 Expand

Fig 16.

Curves of petrol used based on statistical data.

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Fig 16 Expand

Fig 17.

Training and validation mean absolute error generated during training the proposed model.

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Fig 17 Expand

Fig 18.

Maximum required SINRth vs Maximum required interference power.

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Fig 18 Expand

Fig 19.

Maximum required SINRth vs maximum energy efficiency (EE).

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Fig 19 Expand

Fig 20.

Maximum IoT transmission power vs maximum energy efficiency (EE).

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Fig 20 Expand