Advanced Memory and Neural ComputingNeural Networks and Reservoir Computing
Abstract
ABSTRACT Conventional neuromorphic devices face challenges in achieving efficient integration of light sensing and synaptic computation because of structural and material limitations. In this work, we developed an indium‐tin‐zinc oxide/transparent gelatin electrolyte synaptic transistor incorporating rare metal indium. The device features a lateral‐gate and top‐enclosed configuration, enabling independent and synergistic modulation of both horizontal electrical inputs and vertical optical signals. We further revealed an oxygen‐vacancy‐mediated asymmetric carrier trapping mechanism, which, under electro‐optical co‐stimulation, induces superadditive ion–photon–electron interactions and significantly enhances the dynamic range of synaptic weight modulation. Based on this mechanism, we demonstrated the first superadditive in‐sensor reservoir computing system capable of simultaneous spatiotemporal signal encoding and classification, achieving high‐accuracy recognition in both Morse code and handwritten digit tasks. This work establishes a new approach and hardware foundation for developing compact, high‐efficiency neuromorphic devices, holding great potential for edge‐oriented vision computing applications.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
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