no code implementations • 12 Oct 2017 • Vijay Manikandan Janakiraman
We describe the algorithm, the data, the intuition behind taking a MIL approach, and a comparative analysis of the proposed algorithm with baseline models.
no code implementations • 16 Jan 2015 • Vijay Manikandan Janakiraman, XuanLong Nguyen, Dennis Assanis
The algorithm is applied to two case studies: An online regression learning for system identification of a Homogeneous Charge Compression Ignition (HCCI) Engine and an online classification learning (with class imbalance) for identifying the dynamic operating envelope of the HCCI Engine.
no code implementations • 16 Jan 2015 • Vijay Manikandan Janakiraman, XuanLong Nguyen, Dennis Assanis
Using the ELM engine models, an MPC based control algorithm with a simplified quadratic program update is derived for real time implementation.
no code implementations • 24 Jun 2013 • Vijay Manikandan Janakiraman, XuanLong Nguyen, Jeff Sterniak, Dennis Assanis
In this paper, a machine learning based approach is employed to identify the stable operating boundary of HCCI combustion directly from experimental data.