IEEE

Self-Attention Proximal Policy Optimization for Beam Tracking in mmWave Communications

Abstract: Millimeter-wave (mmWave) communication systems are highly sensitive to user mobility and environmental changes, often suffering from rapid beam direction shifts and frequent link blockages.
IEEE

Proximal Policy Optimization based Optimal Energy Management of Microgrid with Diverse Thermostatically Controlled Loads Configurations

Abstract: Microgrids integrating renewable energy, storage, and thermostatically controlled loads (TCLs) promise cost-effective, resilient electricity systems. However, the optimal coordination of ...
marktechpost

A Complete End-to-End Coding Guide to MLflow Experiment Tracking, Hyperparameter Optimization, Model Evaluation, and Live Model Deployment

In this tutorial, we build a complete, production-grade ML experimentation and deployment workflow using MLflow. We start by launching a dedicated MLflow Tracking Server with a structured backend and ...
marktechpost

How to Design an Agentic Workflow for Tool-Driven Route Optimization with Deterministic Computation and Structured Outputs

In this tutorial, we build a production-style Route Optimizer Agent for a logistics dispatch center using the latest LangChain agent APIs. We design a tool-driven workflow in which the agent reliably ...
GitHub

HVAC Control with OGBC and RRPL

Before running any code, you must configure the datasets. The datasets used in this paper are extracted from the CityLearn Challenge 2023 (Building 1). We have ...