Table 1 NB-IoT environment parameters.

From: Adaptive power-saving mode control in NB-IoT networks using soft actor-critic reinforcement learning for optimal power management

Parameter

Description

Value/Configuration

Network type

Type of IoT network used for simulation

NB-IoT

Channel model

Channel model applied during simulation

Rayleigh Fading, Free-Space

Environment

Simulation environment

Python (Gym), MATLAB

Training episodes

Number of training episodes

1000

Time slots

Time slots for communication

10ms per slot

Frequency band

The frequency range used for NB-IoT

800 MHz

Data rate

The communication data rate for the simulation

250 kbps

Transmission power

Transmission power for devices

14 dBm

Noise power

Noise level in the environment

-104 dBm

Channel bandwidth

Channel bandwidth for communication

200 kHz

Idle mode timer

The device remains registered with the network, periodically waking up to check for activity.

10 s

Connected mode timer

The device maintains continuous communication with the network for active data transmission.

30 s

DRX active state timer

The device wakes up periodically to check for incoming data while conserving power.

10 s

DRX inactive state timer

The device enters a deeper sleep state, minimizing power consumption by suspending network monitoring.

180 s

Extended DRX (eDRX) timer

The device stays inactive for longer intervals, saving power while maintaining low connectivity.

180 s

Power saving mode (PSM) timer

The device enters deep sleep, suspending all communication until a wake-up event occurs.

3600 s