Data Fusion of In-Flight Aerothermodynamic Heating Measurements Using Kalman FilteringOn February 18th, 2021, the Mars 2020 entry system successfully delivered the Perseverance rover to the surface of Mars at Jezero Crater. The entry capsule carried instrumentation installed on the heatshield and backshell, named the Mars Entry, Descent, and Landing Instrumentation 2. The instruments included pressure transducers, thermocouples, heat flux gauges, and a radiometer to measure the aerodynamic and aerothermodynamic performance of the entry vehicle. Three of these sensors, a thermocouple plug, heat flux gauge, and a radiometer, were co-located on the backshell. The sensors were exposed to roughly the same aerodynamic heating, but measured these environments in different ways, each with its own set of modeling and measurement error complications. This paper develops a method for blending each of these measurements together in a single algorithm to produce estimates of the aerothermodynamic environments at that backshell location. The approach makes use of the Kalman-Schmidt filter/smoother methodology, where systematic measurement error parameters are modeled as multiplicative states that are estimated by the filter along with the aerothermal states. The results indicate peak convective and radiative heating values of 0.86 and 5.16 W/cm2, respectively, compared to the filter predictive model values of 0.67 and 4.83 W/cm2.
Document ID
20220006196
Acquisition Source
Langley Research Center
Document Type
Conference Paper
Authors
Christopher D Karlgaard (Analytical Mechanics Associates (United States) Hampton, Virginia, United States)
Tyler D Stoffel (University of Kentucky Lexington, Kentucky, United States)
Todd R White (Ames Research Center Mountain View, California, United States)
Thomas K West, IV (Langley Research Center Hampton, Virginia, United States)
Date Acquired
April 21, 2022
Subject Category
AerodynamicsMathematical And Computer Sciences (General)
Meeting Information
Meeting: AIAA Aviation Forum
Location: Chicago, IL
Country: US
Start Date: June 27, 2022
End Date: July 1, 2022
Sponsors: American Institute of Aeronautics and Astronautics