A Mixed Integer Linear Programming Approach for Cortical Visual Prostheses Design
Format:
Paperback
En stock
0.62 kg
Sí
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Amazon
USA
- This book, which is based on the author's second PhD thesis, adapts the complex brain stimulation optimization problem so that it is possible to solve it using a mixed integer linear programming (MILP) framework. The desirable capabilities of the framework (feasibility analysis and solutions degree of optimality assessment) help researchers in avoiding pursuing infeasible goals as well as premature convergence to non-optimal solutions which would otherwise drive them to seek unnecessarily complex stimulation setups. Moreover, the analysis of what goals are infeasible under what stimulation setups gives researchers “food for thought” and is expected to enrich their insight and knowledge. The framework is able to find the optimal electrodes currents and locations that maximize electrical stimulation focality. The book adopts a cortical visual prosthesis design case study to highlight the merits of the proposed framework. The adopted detailed computational model within the case study is complex enough to capture the realistic biological challenges associated with the application but at the same time simple enough to allow for the extensive computations required by the used mathematically rigorous optimization procedures. We expect the proposed computational framework to be useful for other researchers to investigate their own innovative ideas.
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