| Deliverable | Description | Primary Application | | :--- | :--- | :--- | | | Fast/slow slowness vs. depth & azimuth | Fracture characterization, stress direction mapping | | Azimuthal Compressional Slowness | ∆t in 4-16 sectors around hole | Identification of breakouts, induced fractures | | Stoneley Reflectance/Attenuation | Amplitude loss per azimuth | Permeability indication, open fracture detection | | Cement Bond Log (Azimuthal CBL) | Sector-based cement amplitude | Channel detection in cement sheath |
HDMAAL is a novel framework designed to facilitate autonomous learning in multi-agent systems. The framework enables multiple agents to learn from their interactions with the environment and other agents, without requiring explicit supervision or external guidance. The term "high-density" refers to the ability of the framework to handle a large number of agents operating in complex environments. the hdmaal work