利用随机逻辑设计时滞水库的可行性研究
Design of a Time Delay Reservoir Using Stochastic Logic: A Feasibility Study
摘要：
本文提出了一种随机逻辑时滞水库设计方法。水库进行了分析，使用一些指标，如内核质量，泛化排名，简单的基准性能，并进行了比较，一个确定性的设计。引入了一种新的重新播种方法，以减少随机噪声的不利影响，这也可以在其他随机逻辑水库计算设计，如回声状态网络。基准测试结果表明，所提出的设计表现良好的噪声容忍分类问题，但需要做更多的工作，以提高随机逻辑时滞水库的回归问题的鲁棒性。
英文摘要：
This paper presents a stochastic logic time delay reservoir design. The reservoir is analyzed using a number of metrics, such as kernel quality, generalization rank, performance on simple benchmarks, and is also compared to a deterministic design. A novel re-seeding method is introduced to reduce the adverse effects of stochastic noise, which may also be implemented in other stochastic logic reservoir computing designs, such as echo state networks. Benchmark results indicate that the proposed design performs well on noise-tolerant classification problems, but more work needs to be done to improve the stochastic logic time delay reservoir's robustness for regression problems.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
