Wireless Network Design Optimization for Computer Teaching with Deep Reinforcement Learning Application

Figures & data

Figure 1. The structure of DQN.

Figure 2. System model for computer teaching.

Figure 3. The structure of DDQN.

Figure 4. The interaction diagram of DDRQN.

Figure 5. Comparison of losses under different learning rates.

Figure 6. Comparison of losses under different greedy factor.

Table 1. Collision probability analysis.

Time	2	4	6	8	10	12	14	16	18	20
CP	57.3	29.5	25.7	22.5	19.4	17.6	13.6	12.4	8.2	5.5

Table 2. Cumulative reward analysis.

Time	2	4	6	8	10	12	14	16	18	20
CR	2351	3106	3514	3827	4155	4379	4503	4587	4672	4802

Figure 7. Result on average user speed.

Figure 8. Result on average transmission speed.

Data Availability Statement

Data sharing is not applicable to this article.