Vismika Maduka Ranasinghe Mudiyanselage

Title: Vismika Maduka Ranasinghe Mudiyanselage: Innovator in Wireless Network Technologies

Introduction

Vismika Maduka Ranasinghe Mudiyanselage is an emerging inventor based in Oulu, Finland. He is focused on advancements in wireless network technologies, particularly through the application of machine learning techniques. His innovative approaches aim to enhance the performance and reliability of wireless communications.

Latest Patent Applications

Vismika has submitted several notable patent applications, including:

1. **REWARD SIMULATION FOR REINFORCEMENT LEARNING FOR WIRELESS NETWORK** - This method involves receiving reliability criteria from a network node, providing measurements or context information to a machine learning model, and determining whether the predicted action meets the reliability criteria. If the criteria are not met, the method includes obtaining a simulated reward for the predicted action and updating the machine learning model accordingly.

2. **MECHANISM FOR REINFORCEMENT LEARNING ON BEAM MANAGEMENT** - This application relates to reinforcement learning on beam management, utilizing side links capabilities for real data exchange during the explorative training step. This approach aims to enhance radio system performance while efficiently utilizing available radio air resources.

Conclusion

Vismika Maduka Ranasinghe Mudiyanselage is making significant strides in the field of wireless network technologies through his innovative patent applications. His work in reinforcement learning and beam management showcases his commitment to advancing the capabilities of wireless communications.