Accelerating phase-field predictions via recurrent neural networks learning the microstructure evolution in latent space. (English) Zbl 1507.74257
MSC:
74M25
Found 778 Documents (Results 101–200)
Recurrent neural network-based internal model control design for stable nonlinear systems. (English) Zbl 1490.93053
Dynamical behavior of recurrent neural networks with different external inputs. (English) Zbl 1487.34058
Metric entropy limits on recurrent neural network learning of linear dynamical systems. (English) Zbl 1487.93022
Recurrent neural networks (RNNs) with dimensionality reduction and break down in computational mechanics; application to multi-scale localization step. (English) Zbl 1507.68278
PhyCRNet: physics-informed convolutional-recurrent network for solving spatiotemporal PDEs. (English) Zbl 1507.65209
A family of varying-parameter finite-time zeroing neural networks for solving time-varying Sylvester equation and its application. (English) Zbl 1490.65078
Real-time model-free resilient control for discrete nonlinear systems. (English) Zbl 07886873
MSC:
93-XX
Input-to-state \(\mathcal{H}_\infty\) learning of recurrent neural networks with delay and disturbance. (English) Zbl 1543.93076
Recurrent emotional contagion for the crowd evacuation of a cyber-physical society. (English) Zbl 1534.91102
Physics-incorporated convolutional recurrent neural networks for source identification and forecasting of dynamical systems. (English) Zbl 1522.65247
MSC:
65P99
Transfer-RLS method and transfer-FORCE learning for simple and fast training of reservoir computing models. (English) Zbl 1521.68160
MSC:
68T05
Classification, inference and segmentation of anomalous diffusion with recurrent neural networks. (English) Zbl 1519.62023
Efficient recurrent neural network methods for anomalously diffusing single particle short and noisy trajectories. (English) Zbl 1511.82030
A deep bidirectional recurrent neural network for identification of SARS-CoV-2 from viral genome sequences. (English) Zbl 1501.92098
Deep recurrent neural networks with finite-time terminal sliding mode control for a chaotic fractional-order financial system with market confidence. (English) Zbl 1498.93086
Bochner definition of Stepanov-like almost automorphic functions on time scales and an application to cellular neural networks with delays. (English) Zbl 1487.34173
A novel method for speed training acceleration of recurrent neural networks. (English) Zbl 1483.68278
MSC:
68T05
Scalable polyhedral verification of recurrent neural networks. (English) Zbl 1493.68220
Silva, Alexandra (ed.) et al., Computer aided verification. 33rd international conference, CAV 2021, virtual event, July 20–23, 2021. Proceedings. Part I. Cham: Springer. Lect. Notes Comput. Sci. 12759, 225-248 (2021).
DiffRNN: differential verification of recurrent neural networks. (English) Zbl 07498004
Dima, Catalin (ed.) et al., Formal modeling and analysis of timed systems. 19th international conference, FORMATS 2021, Paris, France, August 24–26, 2021. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12860, 117-134 (2021).
MSC:
68Qxx
Generative adversarial networks-based pseudo-random number generator for embedded processors. (English) Zbl 07497448
Hong, Deukjo (ed.), Information security and cryptology – ICISC 2020. 23rd international conference, Seoul, South Korea, December 2–4, 2020. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12593, 215-234 (2021).
Finding optimal solutions to a class of parametric optimization problems in terms of parameter values by using multilayer neural networks. (Persian. English summary) Zbl 1486.90196
MSC:
90C31
Echo state networks trained by Tikhonov least squares are \(L^2(\mu)\) approximators of ergodic dynamical systems. (English) Zbl 1491.37075
Assignment model with multi-objective linear programming for allocating choice ranking using recurrent neural network. (English) Zbl 1485.90126
TRU-NET: a deep learning approach to high resolution prediction of rainfall. (English) Zbl 07465663
MSC:
68T05
\(l_2\) Induced norm analysis of discrete-time LTI systems for nonnegative input signals and its application to stability analysis of recurrent neural networks. (English) Zbl 1480.93205
Dynamic behavior of a class of delayed Lotka-Volterra recurrent neural networks on time scales. (English. Russian original) Zbl 1486.34161
Russ. Math. 65, No. 11, 59-75 (2021); translation from Izv. Vyssh. Uchebn. Zaved., Mat. 2021, No. 11, 67-85 (2021).
On the stability properties of gated recurrent units neural networks. (English) Zbl 1482.93521
Reviewer: Petro Feketa (Kiel)
Stability analysis of regenerative queueing models. Mathematical methods and applications. (English) Zbl 1487.60003
Cham: Springer (ISBN 978-3-030-82437-2/hbk; 978-3-030-82440-2/pbk; 978-3-030-82438-9/ebook). xi, 185 p. (2021).
Reviewer: Hans Daduna (Hamburg)
Reservoir computing for forecasting large spatiotemporal dynamical systems. (English) Zbl 1482.68203
Nakajima, Kohei (ed.) et al., Reservoir computing. Theory, physical implementations, and applications. Singapore: Springer. Nat. Comput. Ser., 117-138 (2021).
Deep reservoir computing. (English) Zbl 1482.68212
Nakajima, Kohei (ed.) et al., Reservoir computing. Theory, physical implementations, and applications. Singapore: Springer. Nat. Comput. Ser., 77-95 (2021).
Short-wave time-varying channel blind equalization algorithm based on convolutional recurrent neural network. (Chinese. English summary) Zbl 1488.94053
Finite-time-stability of a class of fractional order recurrent neural networks. (Chinese. English summary) Zbl 1488.34387
Recurrent fuzzy wavelet neural network variable impedance control of robotic manipulators with fuzzy gain dynamic surface in an unknown varied environment. (English) Zbl 1467.93222
Synthesizing context-free grammars from recurrent neural networks. (English) Zbl 1467.68077
Groote, Jan Friso (ed.) et al., Tools and algorithms for the construction and analysis of systems. 27th international conference, TACAS 2021, held as part of the European joint conferences on theory and practice of software, ETAPS 2021, Luxembourg City, Luxembourg, March 27 – April 1, 2021. Proceedings. Part I. Cham: Springer. Lect. Notes Comput. Sci. 12651, 351-369 (2021).
The universal approximation property. Characterization, construction, representation, and existence. (English) Zbl 1511.41012
Understanding recurrent neural networks using nonequilibrium response theory. (English) Zbl 1539.68306
Recurrent neural network-based optimal attitude control of reentry vehicle. (Chinese. English summary) Zbl 1474.93121
Sliding mode control for finite-time and fixed-time synchronization of delayed complex-valued recurrent neural networks with discontinuous activation functions and nonidentical parameters. (English) Zbl 1466.93025
Low dimensional manifolds in reservoir computers. (English) Zbl 1471.37071
Reviewer: T. C. Mohan (Chennai)
A novel intervention recurrent autoencoder for real time forecasting and non-pharmaceutical intervention selection to curb the spread of Covid-19 in the world. (English) Zbl 1521.92084
Simulation of varying parameter recurrent neural network with application to matrix inversion. (English) Zbl 1540.65105
Pullback attractors for stochastic recurrent neural networks with discrete and distributed delays. (English) Zbl 1460.34094
Semi-supervised joint learning for longitudinal clinical events classification using neural network models. (English) Zbl 07851191
MSC:
62-XX
Finite-time and fixed-time synchronization of complex-valued recurrent neural networks with discontinuous activations and time-varying delays. (English) Zbl 1517.93036
Existence of \(n\)-cycles and border-collision bifurcations in piecewise-linear continuous maps with applications to recurrent neural networks. (English) Zbl 1516.34072
Approximation of fractional order dynamic systems using Elman, GRU and LSTM neural networks. (English) Zbl 07645928
Rutkowski, Leszek (ed.) et al., Artificial intelligence and soft computing. 19th international conference, ICAISC 2020, Zakopane, Poland, October 12–14, 2020. Proceedings. Part I. Cham: Springer. Lect. Notes Comput. Sci. 12415, 215-230 (2020).
Geometrical versus time-series representation of data in quantum control learning. (English) Zbl 1514.81151
MSC:
81Q93
On the behavior of fuzzy grey cognitive maps. (English) Zbl 1509.37023
Bello, Rafael (ed.) et al., Rough sets. International joint conference, IJCRS 2020, Havana, Cuba, June 29 – July 3, 2020. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12179, 462-476 (2020).
On the convergence of input-output fuzzy cognitive maps. (English) Zbl 1509.37024
Bello, Rafael (ed.) et al., Rough sets. International joint conference, IJCRS 2020, Havana, Cuba, June 29 – July 3, 2020. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12179, 449-461 (2020).
Observer-based finite-time bounded analysis for switched inertial recurrent neural networks under the PDT switching law. (English) Zbl 1518.93113
A parametric recurrent neural network scheme for solving a class of fuzzy regression models with some real-world applications. (English) Zbl 1491.62072
The echo index and multistability in input-driven recurrent neural networks. (English) Zbl 1484.68181
Robustness of LSTM neural networks for multi-step forecasting of chaotic time series. (English) Zbl 1490.68198
Global exponential asymptotic stability of RNNs with mixed asynchronous time-varying delays. (English) Zbl 1482.92017
Improved recurrent neural network-based manipulator control with remote center of motion constraints: experimental results. (English) Zbl 1493.70046
Synthesis of recurrent neural dynamics for monotone inclusion with application to Bayesian inference. (English) Zbl 1478.93192
Transferrable feature and projection learning with class hierarchy for zero-shot learning. (English) Zbl 1483.68341
A recurrent neural network-accelerated multi-scale model for elasto-plastic heterogeneous materials subjected to random cyclic and non-proportional loading paths. (English) Zbl 1506.74453
Automata complete computation with Hodgkin-Huxley neural networks composed of synfire rings. (English) Zbl 1468.68095
Probabilistic inference of binary Markov random fields in spiking neural networks through mean-field approximation. (English) Zbl 1471.92042
Analog neuron hierarchy. (English) Zbl 1468.68099
Recurrent neural variational model for follower-based influence maximization. (English) Zbl 1461.91225
MSC:
91D30
Stability analysis of a class of impulsive recurrent neural networks with multi-proportional delays. (Chinese. English summary) Zbl 1474.34509
A recalling-enhanced recurrent neural network: conjugate gradient learning algorithm and its convergence analysis. (English) Zbl 1457.68233
Robust stability of Markovian jumping neural networks with time-varying delays. (English) Zbl 1458.34130
Time series forecasting based on seasonality modeling and its application to electricity price forecasting. (Chinese. English summary) Zbl 1463.62276
Accelerated share repurchase and other buyback programs: what neural networks can bring. (English) Zbl 1454.91287
Square-mean almost automorphic solution of a stochastic cellular neural network on time scales. (English) Zbl 1460.34113
Reviewer: Chao Wang (Kunming)
Stability of antiperiodic recurrent neural networks with multiproportional delays. (English) Zbl 1456.34071
Dynamics of spiking map-based neural networks in problems of supervised learning. (English) Zbl 1453.92018
Quaternion-valued recurrent projection neural networks on unit quaternions. (English) Zbl 1460.68094
A unified framework of online learning algorithms for training recurrent neural networks. (English) Zbl 1480.68015
Reviewer: Bardia Yousefi (Philadelphia)
Stability of unique pseudo almost periodic solutions with measure. (English) Zbl 07250670
MSC:
45-XX
Random recurrent neural networks with delays. (English) Zbl 1453.34105
Reviewer: David Cheban (Chisinau)
An intelligent nonlinear meta element for elastoplastic continua: deep learning using a new time-distributed residual U-net architecture. (English) Zbl 1442.74043
Time-series machine-learning error models for approximate solutions to parameterized dynamical systems. (English) Zbl 1442.65446
Improving RNA secondary structure prediction via state inference with deep recurrent neural networks. (English) Zbl 1439.92147
MSC:
92D20
Event-triggered \(H_\infty\) synchronization for switched discrete time delayed recurrent neural networks with actuator constraints and nonlinear perturbations. (English) Zbl 1437.93110
Almost automorphic solutions for quaternion-valued Hopfield neural networks with mixed time-varying delays and leakage delays. (English) Zbl 1437.93074
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