# AI Channels (Clustering) AI Channels (Clustering) is an indicator on [Vela](https://vela.luxalgo.com/chart), our next-generation charting platform, written in Pine Script®. AI Channels runs rolling K-means clustering over recent prices and draws its channel from the centroids of the lowest and highest clusters, with a center line at their midpoint. Breaks beyond the extremities signal trend direction, dispersion areas around the extremities gauge how likely a push through is, and the whole structure can display as a trailing stop. - Indicator in the LuxAlgo Library, by LuxAlgo, published Aug 30, 2023. - Access: free. - Concepts: [K-means Regime Clustering](https://www.luxalgo.com/library/concept/k-means-regime-clustering/) (primary) - Open on Vela: https://vela.luxalgo.com/chart?pineScriptCodeId=cmpwn02ca0007vhsgyuq32lbp - Page: https://www.luxalgo.com/library/indicator/ai-channels-clustering/ **AI Channels (Clustering)** draws its channel from data, not formula. Rolling [K-means clustering](https://www.luxalgo.com/library/concept/k-means-regime-clustering/) groups the last Window Size prices, and the centroids of the lowest and highest clusters become the lower and upper extremities, and the center line is drawn at their midpoint. Each extremity carries a dispersion area whose width mirrors how scattered prices are inside that cluster: a wide area is a volatile cluster, and price entering it has better odds of pushing clean through. ## How to Trade the AI Channels (Clustering)? - **Upper extremity break**: price moving above it reads as an uptrend; dropping below the lower extremity reads as a downtrend. - **Dispersion areas**: treat a wide zone as a soft boundary. Price trading inside it raises the likelihood the extremity gives way. - **As Trailing Stop**: flip the display mode and the channel becomes a trailing stop that shadows the detected trend. - **Tuning the read**: larger Window Size values target longer-term trends, while more Clusters pushes the extremities further from price, making penetration rarer. The default Denoise Channels option keeps the extremities steady for trend reading; disabling it plots the exact centroids at the cost of more irregular lines. Like the library's other [machine learning](https://www.luxalgo.com/library/family/machine-learning/) tools, the clustering is compute-aware, with two performance inputs bounding the work per update. ## AI Channels (Clustering) Settings - **Window Size**: how many recent prices feed the clustering. - **Clusters**: number of clusters detected within the window. - **Denoise Channels**: smoother extremities on, exact centroids off. - **As Trailing Stop**: switches the channel to trailing-stop display. - **Maximum Iteration Steps**: caps the centroid search. Faster loads, potentially rougher clustering. - **Historical Bars Calculation**: how many bars back the script computes. ## Frequently Asked Questions ### Why do the extremities look jagged sometimes? Centroids move whenever cluster membership changes, so the raw lines are naturally irregular. Denoise Channels is enabled by default to steady them; turn it off only if you want the mathematically exact centroid path. ### Where else does LuxAlgo use this clustering approach? [SuperTrend AI (Clustering)](https://www.luxalgo.com/library/indicator/supertrend-ai-clustering/) applies the same research to factor selection on a trailing overlay, while this build clusters price itself into channel extremities. The two make a natural pair for cross-checking a trend read. ### How do I access the AI Channels indicator? It is free via the LuxAlgo Library. Heavier settings (bigger windows, more clusters) take longer to compute, so start from the defaults on this page, including inside Quant, our coding agent. You can also copy the source code from this page and run it anywhere Pine Script® runs. ## Related indicators - [Correlation Clusters](https://www.luxalgo.com/library/indicator/correlation-clusters/) (K-means Regime Clustering): markdown at https://www.luxalgo.com/library/indicator/correlation-clusters.md - [SuperTrend AI (Clustering)](https://www.luxalgo.com/library/indicator/supertrend-ai-clustering/) (K-means Regime Clustering): markdown at https://www.luxalgo.com/library/indicator/supertrend-ai-clustering.md - [AI SuperTrend Clustering Oscillator](https://www.luxalgo.com/library/indicator/ai-supertrend-clustering-oscillator/) (K-means Regime Clustering): markdown at https://www.luxalgo.com/library/indicator/ai-supertrend-clustering-oscillator.md - [Machine Learning Moving Average](https://www.luxalgo.com/library/indicator/machine-learning-moving-average/) (K-means Regime Clustering): markdown at https://www.luxalgo.com/library/indicator/machine-learning-moving-average.md - [Machine Learning Trendlines Cluster](https://www.luxalgo.com/library/indicator/machine-learning-trendlines-cluster/) (K-means Regime Clustering): markdown at https://www.luxalgo.com/library/indicator/machine-learning-trendlines-cluster.md - [Gaussian Mixture Models](https://www.luxalgo.com/library/indicator/gaussian-mixture-models/) (Machine Learning): markdown at https://www.luxalgo.com/library/indicator/gaussian-mixture-models.md - [KNN Supertrend Horizon](https://www.luxalgo.com/library/indicator/knn-supertrend-horizon/) (Machine Learning): markdown at https://www.luxalgo.com/library/indicator/knn-supertrend-horizon.md - [Nadaraya-Watson Envelope](https://www.luxalgo.com/library/indicator/nadaraya-watson-envelope/) (Machine Learning): markdown at https://www.luxalgo.com/library/indicator/nadaraya-watson-envelope.md --- Source: https://www.luxalgo.com/library/indicator/ai-channels-clustering/ (LuxAlgo Library). Free to use with attribution: https://www.luxalgo.com/library/license/