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Thesis - Leigh Moody.pdf - Bad Request - Cranfield University

Thesis - Leigh Moody.pdf - Bad Request - Cranfield University

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Chapter 10 / Conclusions<br />

_ _<br />

10.7 Missile Guidance<br />

The missile simulator constructs guidance commands from basic TPN, PPN<br />

and CLOS, introducing augmentations on requested. The infrastructure,<br />

targets and missile model were verified using augmented TPN and CLOS<br />

guidance against a crossing and a weaving target (Targets 3 and 7). Against<br />

crossing targets the optimal PN gain was 2.5-3 minimising the miss distance<br />

and effort, as expected. For weaving targets, bandwidth reduction according<br />

to IMM filter probabilities is proposed providing that the IMM can<br />

accurately discriminate between weaves and other types of target motion.<br />

10.8 Trajectory Optimisation<br />

Trajectory optimisation is performed in pseudo real-time for examining the<br />

effect of limited processing on convergence from an initial trajectory, and in<br />

response to changing boundary conditions. Pre-launch, a PN trajectory is<br />

updated until the target is reachable. The optimiser then updates a fixed<br />

number of controls from the initial state passing optimum pointing angles to<br />

the launcher. In-flight, a dwindling number of controls are re-optimised,<br />

scaled to accommodate the varying impact time, and split when the<br />

processing load halves.<br />

The optimisation algorithm uses Steepest Descent and an Armijo line search<br />

to minimise the Hamiltonian formed by adjoining dynamic equality and<br />

inequality constraints to the cost function. Control limits are applied using<br />

an active set strategy. As cost reduction slows, conjugate directions are<br />

explored at intervals using a Fibonacci line search.<br />

10.9 Future Research<br />

Although a great deal has been accomplished, the scale of the research is<br />

ambitious and a considerable amount of simulation code verification and<br />

system proving remains. The near-term evolution of this work is presented<br />

in §11.<br />

10-6

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