Livoa LogoLivoa
DRL-TA Framework

DRL Agent
(DDQN)

Q-Network
(CNN)
Action Selector
(ε-greedy)
Test Executor
(ADB/Appium)
Experience Replay
Buffer
Mobile Application (AUT)
(Environment)

State Processor
1. Screenshot
2. Preprocess
(Grayscale, Resize)

Reward Calculator
- Coverage Monitor
- Crash/ANR Detector
- Novelty Checker
- Efficiency Penalty
Transition (s, a, r, s')
Store

flow chart

by imran

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