📋 Summary of Improvements – DQN V8.9 USDJPY H4

🔔 Alerts Fixed
Alerts now clearly display BUY/SELL with the price . The popup message is structured and easy to read, including the strategy, confidence level, and active session.

🔄 Arrow/Alert Synchronization
Alerts are triggered only when a candle closes, ensuring that each alert corresponds exactly to an arrow on the chart. No more mismatch between what is displayed and what is alerted.

🎯 Signal Filtering

Minimum 3 bars between arrows to avoid visual clutter

No consecutive identical signals (no BUY after BUY)

🕐 GMT+2 Sessions

Session configuration adjusted to GMT+2 timezone:

Asia: 02:00 – 11:00

Europe: 09:00 – 18:00

New York: 15:00 – 24:00

Signals are displayed only during active sessions.

📊 Enhanced Panel

The panel now shows the active session, the latest signal with its price, and real-time status. It allows you to quickly assess the indicator’s current state at a glance.

We made several important improvements to the DQN V8.9 indicator to solve the low confidence problem (~42%) and excessive alert frequency.
Improved confidence calculation: The original calculation used only simple Softmax which produced low confidence values (~42%). We implemented a new method combining three approaches: Softmax with reduced temperature (0.3), gap between best and second-best choice, and ratio compared to average. This combination now produces more realistic confidence levels between 60% and 80%.
Anti-spam alert system: Alerts were triggering on every tick, generating up to 60 alerts per hour for the same signal. Now, only one alert is sent per candle with a minimum cooldown of one hour between alerts. The alert message now includes the confidence level (HIGH/MEDIUM/LOW).
Increased confidence threshold: The minimum confidence threshold was raised from 40% to 50%, filtering out low-quality signals and keeping only the most reliable opportunities.
Independent sessions: The logic that stopped signals after Europe close was removed. Each session (Asia, Europe, New York) now operates completely independently.
Enhanced information panel: A fifth line "Last Alert" was added to the panel to display the time of the last alert sent.

🕐 SESSION FILTER (BUILT-IN)
Trade only during optimal market hours:

- 🌏 ASIA SESSION: 00:00 - 09:00 GMT
- 🇪🇺 EUROPE SESSION: 07:00 - 16:00 GMT
- 🇺🇸 NEW YORK SESSION: 13:00 - 22:00 GMT

Each session can be enabled/disabled independently.
Signals automatically pause outside active sessions.Never miss a trading opportunity!
🔔 ALERT SYSTEM
📢 POPUP ALERT - Instant notification on your screen
🔊 SOUND ALERT - Audio notification for each signal
📱 PUSH NOTIFICATION - Receive alerts on your mobile phone

Each BUY and SELL signal triggers an immediate alert with:
- Signal direction (BUY/SELL)
- Strategy type (Trend, MeanRev, Momentum, Breakout, RSI)
- Current price
- Confidence level (%)

Example: "DQN GOLD H1 [XAUUSD] BUY - Trend @ 2650.50 (Conf: 87.5%)"