An event-based architecture for solving constraint satisfaction problems
| Autor: | Mostafa, Hesham, Müller, Lorenz K., Indiveri, Giacomo |
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| Rok vydání: | 2015 |
| Předmět: | |
| Zdroj: | Nature Communications 6, Article number: 8941 (2015), pg. 1-10 |
| Druh dokumentu: | Working Paper |
| DOI: | 10.1038/ncomms9941 |
| Popis: | Constraint satisfaction problems (CSPs) are typically solved using conventional von Neumann computing architectures. However, these architectures do not reflect the distributed nature of many of these problems and are thus ill-suited to solving them. In this paper we present a hybrid analog/digital hardware architecture specifically designed to solve such problems. We cast CSPs as networks of stereotyped multi-stable oscillatory elements that communicate using digital pulses, or events. The oscillatory elements are implemented using analog non-stochastic circuits. The non-repeating phase relations among the oscillatory elements drive the exploration of the solution space. We show that this hardware architecture can yield state-of-the-art performance on a number of CSPs under reasonable assumptions on the implementation. We present measurements from a prototype electronic chip to demonstrate that a physical implementation of the proposed architecture is robust to practical non-idealities and to validate the theory proposed. Comment: First two authors contributed equally to this work |
| Databáze: | arXiv |
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