Ishan Kapse
M.S. FinalJul 05, 2017, 9:00 am - 12:00 pm
B 214 Engineering Building
Advancements to the fields of Aleatory and Epistemic Uncertainty Quantification
Abstract: With the advent of sub-nm
technologies, the impact of
uncertainties in the network input on
the network output has increasingly
become a function of these input
uncertainties. This thesis presents a
few methods to analyze these
uncertainties and to accurately predict
the response of a system within a
certain set of boundaries.
technologies, the impact of
uncertainties in the network input on
the network output has increasingly
become a function of these input
uncertainties. This thesis presents a
few methods to analyze these
uncertainties and to accurately predict
the response of a system within a
certain set of boundaries.
Adviser: Dr. Sourajeet Roy
Co-Adviser: N/A
Non-ECE Member: Dr. Charles Anderson
Member 3: Dr. Sudeep Pasricha
Addional Members: Dr. Ali Pezeshki
Co-Adviser: N/A
Non-ECE Member: Dr. Charles Anderson
Member 3: Dr. Sudeep Pasricha
Addional Members: Dr. Ali Pezeshki
Publications:
1.
Anisotropic formulation of hyperbolic polynomial chaos expansion for high-dimensional variability analysis of nonlinear circuits. EPEPS 2016.
2.
Generalized anisotropic polynomial chaos approach for expedited statistical analysis of nonlinear radio-frequency (RF) circuits. SPI 2016.
3. Analyzing Impact of Epistemic Uncertainty in High-Speed Circuit Simulation using Fuzzy Logic and Global Polynomial Chaos Surrogates. NEMO 2017.
1.
Anisotropic formulation of hyperbolic polynomial chaos expansion for high-dimensional variability analysis of nonlinear circuits. EPEPS 2016.
2.
Generalized anisotropic polynomial chaos approach for expedited statistical analysis of nonlinear radio-frequency (RF) circuits. SPI 2016.
3. Analyzing Impact of Epistemic Uncertainty in High-Speed Circuit Simulation using Fuzzy Logic and Global Polynomial Chaos Surrogates. NEMO 2017.
Program of Study:
ECE 501
ECE 554
ECE 561
ECE 571
ECE 572
ECE 581A5
ECE 642
CS 545
ECE 501
ECE 554
ECE 561
ECE 571
ECE 572
ECE 581A5
ECE 642
CS 545