Sentence examples for use of Lagrangian optimization from inspiring English sources

We show that use of Lagrangian optimization provides a fast, elegant, and, for convex problems, optimal solution to the allocation of energy across applications as they enter and leave the system, even if the exact sequence and timing of their entrances and exits is not known.

To trade off the bitstream size and quality we can use Lagrangian optimization function as it is used to control the rate-distortion performance.

Aiming at improving the overall performance of the underlying joint source-channel coding, the combination of the packet size, interleaver, and channel coding rate is optimized using Lagrangian optimization.

The ultimate mode will be selected using the Lagrangian optimization.

The work in [3] establishes the relation of residual and coding bits using Lagrangian optimization; therefore, the appropriate motion vector at the target bit-rate could be obtained.

The corresponding curves are almost convex which strongly suggests the optimality in using the discrete Lagrangian optimization for allocating hidden bits among different blocks.

In all cases, the original probability distribution from which the actual workloads are drawn is used along with composite statistics about the application's resource demands to compute the value for used for the Lagrangian optimization.

This corresponds to the use of Lagrangian variables.

The convexity property of the Lagrangian optimization can also be used to create a fast strategy for finding a value for that matches the actual resource consumption against the desired resource consumption.

Then, the tractable problem is solved by applying the technique of the Lagrangian optimization technique and semidefinite relaxation.

The first category of algorithms use numerical methods that employ Lagrangian optimization, resulting in real numbers for the bit loading ([23, 29, 30]).