First-of-its-kind demonstration of large-scale MDO
7 disciplines contributing design variables to system-level optimization
102 design variables; 19 constraints
Low-fidelity physics-based analysis methods
Turnaround time of ~30 minutes on a standard design computer
11.4% lower mass from a baseline sized vehicle
Funding: NASA University Leadership Initiative (ULI)
Role: Postdoctoral scholar working with PI Dr. John Hwang
Select Publication
Sarojini, D., Ruh, M. L., Joshy, A. J., Yan, J., Ivanov, A. K., Scotzniovsky, L., ... & Hwang, J. T. (2023). Large-Scale Multidisciplinary Design Optimization of an eVTOL Aircraft using Comprehensive Analysis. In AIAA SCITECH 2023 Forum (p. 0146). [Download from ResearchGate]
No other work has shown the effect of high-level OML, engine, and structural layout variables on the structural weight
PEGASUS concept
Obtained a structural layout that is least sensitivities to gust loads specified by 14-CFR regulations.
Truss-braced wing (TBW) concept
Obtained the location of strut-wing attachment that results in the least overall primary structure weight.
Funding: NASA Transformational Tools and Technologies (TTT)
Role: Ph.D. thesis work; collaborator on Ph.D. thesis of David Solano
Select Publication
Solano, H. D., Sarojini, D., & Mavris, D. N. (2023). Computationally Efficient Analysis and Sizing of the PEGASUS and Truss-Braced Wing Structures Subjected to Dynamic Loads. In AIAA AVIATION 2023 Forum (p. 3943). [Download from ResearchGate]
Capture trade-off between performance and certification constraints
14-CFR Part 25 SubPart B Flight Characteristics
14-CFR Part 25 SubPart C Structures
Retrofit design of a Boeing 777-type aircraft horizontal tail
Redesign of NASA's PEGASUS concept vertical tail
Role: Collaborator on Ph.D. thesis of Jiacheng Xie
Select Publication
Xie, J., Sarojini, D., Cai, Y., Corman, J. A., & Mavris, D. N. (2022). Certification-Driven Platform for Multidisciplinary Design Space Exploration in Airframe Preliminary Design. Journal of Aircraft, 59(2), 329-349. [Download from ResearchGate]
Safety assessment framework to evaluate off-nominal performance and reliability
Bayesian decision framework to make a compliance assessment
Case study on the distributed electric propulsion (DEP) aircraft, X-57. Identified
Battery failure as a catastrophic scenario.
Loss of cruise motor or the traction power buses as the next most critical (Hazardous).
Role: Collaborator on Ph.D. thesis of Mayank Bendarkar
Select Publication
Bendarkar, M. V., Sarojini, D., & Mavris, D. N. (2022). Off-Nominal Performance and Reliability of Novel Aircraft Concepts During Early Design. Journal of Aircraft, 59(2), 400-414. [Download from ResearchGate]
Representation of the fan blade as a higher-order beam model through the Variational Asymptotic Method (VAM)
First reported work of using the VAM for the transient structural analysis of fan rotor blades.
Rotor structural analysis comprises computing dynamic stresses, the excitation frequencies, and resonance margins at various modes of vibration
Capture trade-off between aerodynamic performance and structural constraints
Obtained a design that considers structural constraints with a decrease of aerodynamic stage efficiency of only 0.22%.
Role: Collaborator on Ph.D. thesis of Manish Pokhrel
Select Publication
Pokhrel, M., Sarojini, D., & Mavris, D. N. (2016). Conceptual aero-structural design of a fan stage under distorted flow. Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering, 09544100231153910. [Download from ResearchGate]
Rapid geometry manipulation of conventional and unconventional aircraft.
Modification of the outer mold line (OML)
Automated wingbox structural layout
API to interface with physics-based solvers
AVL for low-fidelity aerodynamics
Nastran for structural and aeroelastic analysis
Hypersizer for structural sizing
Role: Postdoctoral scholar working at ASDL Lab with Dr. Jason Corman
Select Publication
Sarojini, D., Solano, H. D., Corman, J. A., & Mavris, D. N. (2022). Parametric Wingbox Structural Weight Estimation of the CRM, PEGASUS and Truss-Braced Wing Concepts. In AIAA AVIATION 2022 Forum (p. 4054). [Download from ResearchGate]
Slides
6 degrees of freedom flight dynamics simulation tool
API allows for any aerodynamic, propulsion, and mass properties model to be provided
Define aircraft with an arbitrary number of propulsion devices and control surfaces
Closed-loop control system
Emphasis on prediction of regulation specified dynamic maneuvers and handling qualities
Role: Postdoctoral scholar working at ASDL Lab with Dr. Evan Harrison
Select Publication
Sarojini, D., Harrison, E., & Mavris, D. N. (2021). Dynamic Environment for Loads Prediction and Handling Investigation (DELPHI). In AIAA Scitech 2021 Forum (p. 0326).[Download from ResearchGate]
Slides
SciTech 2021 DELPHI; Checked Pitch Manuever; Rudder Kick Maneuver; Roll Maneuver
The research involves exploring physics-based model reduction to create a simplified beam model representation of the aircraft wing primary structure.
Developed using the modular OpenMDAO platform and CasADi to automate derivative computations.
Consider arbitrary cross-sections, dynamic loads, both strength and buckling structural constraints, and can model multiple beam members connected by joints, as well as the addition of multiple masses and point loads.
The scientific contribution of the research lies in the development of a one-time correction using the higher-order Variational Asymtotic Method (VAM).
Weight predicted by the beam model compared to higher-fidelity shell models was reduced to < 5% difference with a 12x speed-up, even for complex aircraft configurations like the truss-braced wing.
Role: Ph.D. thesis at ASDL lab at Georgia Tech
Select Publication
Sarojini, D., & Mavris, D. (2022). Structural Analysis and Optimization of Wings Subjected to Dynamic Loads. AIAA Journal, 60(2), 1013-1023. [Download from ResearchGate]
Slides