[DOCS] time series modular refactoring

Author: mpytlik-intel

manufacturing-ai-suite/industrial-edge-insights-time-series/docs/index.md

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+# Industrial Edge Insights - Time Series
+
+Time Series predictive maintenance apps allow for detecting anomalous patterns across time,
+such as power generation patterns relative to wind speed for the wind turbines.
+
+In the Energy Sector unexpected equipment failures result in costly downtime and operational
+inefficiencies. Using AI-driven predictive analytics, edge devices can monitor equipment
+health through sensor data (for example, power output) detect anomalous trends indicative
+of wear or failure, and alert operators to schedule maintenance proactively.
+This enhances productivity, reduces costs, and extends equipment lifespan.
+
+[Wind turbine anomaly detection](./wind-turbine-anomaly/user-guide/get-started.md) sample app
+demonstrates a time series use case by detecting anomalous power generation patterns
+in wind turbines, relative to wind speed. By identifying deviations, it helps
+optimize maintenance schedules and prevent potential turbine failures, enhancing
+operational efficiency.
+
+<!--hide_directive
+::::{grid} 1
+:::{grid-item-card} Wind Turbine Anomaly Detection
+:class-card: homepage-card-container-big
+:link: ./wind-turbine-anomaly/user-guide/index.html
+
+Monitoring power generation anomalies for preventive maintenance.
+:::
+::::
+hide_directive-->
+
+<!--hide_directive
+.. toctree::
+   :hidden:
+
+   wind-turbine-anomaly/user-guide/how-it-works.md
+   wind-turbine-anomaly/user-guide/system-requirements
+   wind-turbine-anomaly/user-guide/get-started
+   wind-turbine-anomaly/user-guide/how-to-build-from-source
+   wind-turbine-anomaly/user-guide/how-to-deploy-with-helm
+   wind-turbine-anomaly/user-guide/how-to-configure-custom-udf
+   wind-turbine-anomaly/user-guide/how-to-configure-alerts
+   wind-turbine-anomaly/user-guide/how-to-enable-system-metrics
+   wind-turbine-anomaly/user-guide/how-to-update-config
+   wind-turbine-anomaly/user-guide/how-to-create-a-new-sample-app
+   wind-turbine-anomaly/user-guide/release_notes
+hide_directive-->