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The architecture of dynamic reservoir in the echo state network
Chaos: An Interdisciplinary Journal of Nonlinear Science, 2012Echo state network (ESN) has recently attracted increasing interests because of its superior capability in modeling nonlinear dynamic systems. In the conventional echo state network model, its dynamic reservoir (DR) has a random and sparse topology, which is far from the real biological neural networks from both structural and functional perspectives ...
Cui, Hongyan, Liu, Xiang, Li, Lixiang
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MReC: A Multilayer Photonic Reservoir Computing Architecture
20th International Symposium on Quality Electronic Design (ISQED), 2019Photonic reservoir computing is a promising paradigm for large-scale classification and prediction problems. However, its single-layer nature is a bottleneck for higher performance and accuracy. This paper proposes MReC, a novel multi-layer photonic reservoir computing architecture made-up of photonic components such as Mach-Zehnder interferometer and ...
Dharanidhar Dhang +2 more
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Reservoir Architecture and Tough Gas Reservoir Potential of Fluvial Crevasse-splay Deposits
Proceedings, 2015Unconventional tough gas reservoirs in low-net-to-gross fluvial stratigraphic intervals may constitute a secondary source of fossil energy to prolong the gas supply in the future. To date, however, production from these thin-bedded, fine-grained reservoirs has been hampered by the economic risks associated with the uncertainties in their geometry ...
Van Toorenenburg, K.A. (author) +2 more
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A Power-Efficient Architecture for On-Chip Reservoir Computing
2019Reservoir computing is a neuromorphic computing paradigm which is well suited for hardware implementations. In this work, an enhanced reservoir architecture is introduced as to lower the losses and improve mixing behaviour in silicon photonic reservoir computing designs.
Stijn Sackesyn +4 more
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3D Connectivity and Architecture in Sandstone Reservoirs
Proceedings of International Meeting on Petroleum Engineering, 1992Abstract Conventional geological modelling of oil and gas fields has in practice been restricted to illustrations on paper. Complex spatial configurations are usually represented as a limited number of 2D maps and cross-sections, perhaps complemented by a conceptual reservoir model in a block diagram.
M. C. Budding +2 more
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Proceedings, 2011
Seismic Driven Reservoir Characterization: Case Studies of Reservoir Architecture Definition and Reservoir Rock Properties ...
G. Gonzales, Y. Boisseau
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Seismic Driven Reservoir Characterization: Case Studies of Reservoir Architecture Definition and Reservoir Rock Properties ...
G. Gonzales, Y. Boisseau
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FPGA-based Reservoir Computing with Optimized Reservoir Node Architecture
2022 23rd International Symposium on Quality Electronic Design (ISQED), 2022Chunxiao Lin, Yibin Liang, Yang Yi 0002
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Optimum Optical Architectures for Seismic Reservoir Monitoring
Proceedings of Offshore Technology Conference, 2008Abstract Fibre-optic seismic sensing systems for permanent seismic reservoir monitoring have received significant recent interest. Such technology offers the benefits of increased reliability and lower through life cost compared to existing systems based on electrical sensors.
alan Strudley, Philip Nash
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Exploiting Heterogeneous Units for Reservoir Computing with Simple Architecture
2016Reservoir computing is a computational framework suited for sequential data processing, consisting of a reservoir part and a readout part. Not only theoretical and numerical studies on reservoir computing but also its implementation with physical devices have attracted much attention.
Gouhei Tanaka +6 more
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Efficient optical architectures for seismic reservoir monitoring
69th EAGE Conference and Exhibition - Workshop Package, 2007Fibre-optic seismic sensor systems are gaining increased interest in the context of field-wide permanent seismic reservoir monitoring. This interest stems from the expectation of improved reliability and lower through life cost compared to electronic component systems.
A. V. Strudley, P. Nash
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