“A New Approach to Linear Filtering and Prediction Problems”

E191955

“A New Approach to Linear Filtering and Prediction Problems” is Rudolf E. Kálmán’s landmark 1960 paper that introduced the Kalman filter, a foundational algorithm for optimal estimation in control theory, signal processing, and navigation.

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Predicate Object
instanceOf journal article
scientific paper
assumes Gaussian measurement noise
Gaussian process noise
linear system dynamics
author Rudolf E. Kalman
surface form: R. E. Kalman

Rudolf E. Kálmán
defines innovation covariance
innovation process
prediction step of the Kalman filter
update step of the Kalman filter
field control theory
estimation theory
navigation
signal processing
hasAlternativeName “A New Approach to Linear Filtering and Prediction Problems”
surface form: Kalman filter paper
hasKeyAlgorithm Kalman filter
impact foundational work in optimal estimation
widely cited in engineering and applied mathematics literature
influencedField aerospace navigation
digital signal processing
econometrics
guidance and control
modern control theory
robotics
introducesConcept Kalman filter
surface form: Kalman filter gain

recursive optimal filter
state estimation error covariance
language English
mainContribution introduction of the Kalman filter
optimizationCriterion minimum mean-square error estimation
publicationYear 1960
resultType closed-form recursive equations for optimal filtering
topic continuous-time systems
discrete-time systems
linear filtering
optimal state estimation
prediction problems
stochastic processes
usesMathematicalTool Gaussian noise models
linear dynamic systems
state-space representation
stochastic differential equations

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Rudolf E. Kálmán notableWork “A New Approach to Linear Filtering and Prediction Problems”
“A New Approach to Linear Filtering and Prediction Problems” hasAlternativeName “A New Approach to Linear Filtering and Prediction Problems”
subject surface form: A New Approach to Linear Filtering and Prediction Problems
this entity surface form: Kalman filter paper