5 papers
Evaluating the Exp-Minus-Log Sheffer Operator for Battery Characterization
Eymen Ipek
Odrzywolek (2026) recently introduced the Exp-Minus-Log (EML) operator eml (x, y) = exp(x) - ln(y) and proved constructively that, paired with the constant 1, it generates the enti…
Hardware-Efficient Neuro-Symbolic Networks with the Exp-Minus-Log Operator
Eymen Ipek
Deep neural networks (DNNs) deliver state-of-the-art accuracy on regression and classification tasks, yet two structural deficits persistently obstruct their deployment in safety-c…
Safe or Slow? The Illusion of Thermal Stability Under Reduced-Velocity Nail Intrusion
Eymen Ipek, Oliver Korak, Georg Gsellmann +1
This study investigates the effects of nail penetration speed on the safety outcomes of large-format automotive lithium-ion pouch cells. Through six controlled tests varying the sp…
Impact of Physics-Informed Features on Neural Network Complexity for Li-ion Battery Voltage Prediction in Electric Vertical Takeoff and Landing Aircrafts
Eymen Ipek, Mario Hirz
The electrification of vertical takeoff and landing aircraft demands high-fidelity battery management systems capable of predicting voltage response under aggressive power dynamics…
A Data-Driven Approach for Electric Vehicle Powertrain Modeling
Eymen Ipek, Mario Hirz
Electrification in the automotive industry and increasing powertrain complexity demand accelerated, cost-effective development cycles. While data-driven models are recently investi…