Add Ultimate Oscillator implementation and documentation

- Introduced the Ultimate Oscillator (UltOsc) indicator with detailed mathematical foundation and performance profile.
- Added historical context and common pitfalls for better user understanding.
- Implemented Bilateral filter with enhanced update methods and batch calculations.
- Updated Blackman Moving Average (BLMA) with improved handling of NaN values and batch processing capabilities.
- Created unit tests for AmatIndicator to ensure proper functionality and signal generation.
- Integrated AmatIndicator into the Quantower platform with appropriate line series for trend and strength visualization.
- Updated project file to include new indicator implementations.

docs/_sidebar.md

@@ -43,6 +43,7 @@
 - **Momentum**
   - [Overview](../lib/momentum/_index.md)
   - [ADX - Average Directional Index](../lib/momentum/adx/Adx.md)
+  - [AMAT - Archer Moving Averages Trends](../lib/momentum/amat/Amat.md)
   - [ADXR - Average Directional Movement Rating](../lib/momentum/adxr/Adxr.md)
   - [AO - Awesome Oscillator](../lib/momentum/ao/Ao.md)
   - [APO - Absolute Price Oscillator](../lib/momentum/apo/Apo.md)

docs/indicators.md

@@ -55,6 +55,7 @@ These measure the spread of data points around the mean.
 
 - [**ADX**](../lib/momentum/adx/Adx.md) - Average Directional Index
 - [**ADXR**](../lib/momentum/adxr/Adxr.md) - Average Directional Movement Rating
+- [**AMAT**](../lib/momentum/amat/Amat.md) - Archer Moving Averages Trends
 - [**AO**](../lib/momentum/ao/Ao.md) - Awesome Oscillator
 - [**AROON**](../lib/momentum/aroon/Aroon.md) - Aroon
 - [**AROONOSC**](../lib/momentum/aroonosc/AroonOsc.md) - Aroon Oscillator

docs/validation.md

@@ -10,7 +10,7 @@
 | **Accumulation/Distribution Oscillator** | [Adosc](../lib/volume/adosc/adosc.md) | ✔️ | ✔️ | ✔️ | ✔️ |
 | **Adaptive Price Zone** | Apz | - | - | - | ❔ |
 | **Andrews' Pitchfork** | Apchannel | - | - | - | - |
-| **Archer Moving Averages Trends** | Amat | - | - | - | - |
+| **Archer Moving Averages Trends** | [Amat](../lib/momentum/amat/Amat.md) | - | - | ✔️ | ✔️ |
 | **Archer On-Balance Volume** | Aobv | - | - | - | - |
 | **Arnaud Legoux Moving Average** | [Alma](../lib/trends/alma/alma.md) | - | - | ✔️ | ✔️ |
 | **Aroon** | [Aroon](../lib/momentum/aroon/aroon.md) | ✔️ | ✔️ | ✔️ | - |
@@ -243,7 +243,7 @@
 | **Ulcer Index** | Ui | - | - | UlcerIndex | ❔ |
 | **Ultimate Bands** | Ubands | - | - | - | ❔ |
 | **Ultimate Channel** | Uchannel | - | - | - | - |
-| **Ultimate Oscillator** | Ultosc | ULTOSC | ultosc | Ultimate | ❔ |
+| **Ultimate Oscillator** | [Ultosc](../lib/momentum/ultosc/Ultosc.md) | ✔️ | ✔️ | ✔️ | ✔️ |
 | **Variable Index Dynamic Average** | [Vidya](../lib/trends/vidya/vidya.md) | - | vidya | - | ❔ |
 | **Velocity (Jurik)** | [Vel](../lib/momentum/vel/vel.md) | - | - | - | - |
 | **Volatility Adjusted Moving Average** | Vama | - | - | - | ❔ |