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Constantinos Siettos

istituto di scienze e tecnologie per l'energia e la mobilita sostenibili (stems-cnr)

26H指数
214论文数
4.0K被引数
收录论文 36
发表时间
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Going with the flow to solve for symmetry-driven PDE dynamics with physics-informed neural networks利用物理信息神经网络求解对称性驱动的偏微分方程动力学
errNature Communications
IF15.7
err2026-08-05
err0
errOAAI
errMichail E. Kavousanakis; Gianluca Fabiani; Anastasia S. Georgiou; Constantinos Siettos; Panayotis G. Kevrekidis; Ioannis G. Kevrekidis
err分享
err收藏
Enabling local neural operators to perform equation-free system-level analysis使局部神经网络算子能够进行无方程的系统级分析
errNature Machine Intelligence
IF23.9
err2026-07-15
err0
PREAI
errGianluca Fabiani; Hannes Vandecasteele; Somdatta Goswami; Constantinos Siettos; Ioannis G. Kevrekidis
err分享
err收藏
Surrogate normal-forms for the numerical bifurcation and stability analysis of Navier-Stokes flows via machine learning基于机器学习的纳维-斯托克斯流数值分岔与稳定性分析的代理正规形
errCommunications in Nonlinear Science and Numerical Simulation
IF3.8
err2026-05-25
err0
errOAAI
errAlessandro Della Pia; Dimitrios G. Patsatzis; Gianluigi Rozza; Lucia Russo; Constantinos Siettos
err分享
err收藏
Neural operators for free-boundary problems自由边界问题的神经算子
errNature Machine Intelligence
IF23.9
err2026-05-21
err0
PREAI
errConstantinos Siettos
err分享
err收藏
Next generation equation-free multiscale modelling of crowd dynamics via machine learning下一代无方程多尺度人群动力学建模方法：基于机器学习
errJournal of Computational Physics
IF3.8
err2026-04-13
err0
PREAI
errHector Vargas Alvarez; Dimitrios G. Patsatzis; Lucia Russo; Ioannis G. Kevrekidis; Constantinos Siettos
err分享
err收藏
Numerical bifurcation analysis of turing and symmetry broken patterns of a PDE model for vegetation dynamicsPDE植被动态模型的图灵及对称破缺模式数值分岔分析
errJournal of Mathematical Biology
IF2.3
err2026-04-09
err1
PREAI
errSpiliotis, Konstantinos; Russo, Lucia; Siettos, Constantinos; Giannino, Francesco
err分享
err收藏
PDE-free mass-constrained learning of complex systems with hidden states隐含状态复杂系统的无偏微分方程质量约束学习
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-03-16
err0
errOAAI
errGianmaria Viola; Alessandro Della Pia; Ioannis Kevrekidis; Lucia Russo; Constantinos Siettos
err分享
err收藏
Data-driven identification of macroscopic dynamics with implicit equation-free sampling and Gaussian process regression: for the example of an integrate-and-fire neural network基于隐式方程自由采样和高斯过程回归的数据驱动宏观动力学识别：以积分-发放神经网络为例
errEuropean Physical Journal-Special Topics
IF2.3
err2026-01-01
err0
PREAI
errSettmacher, Torben; Wallner, Hannes; Spiliotis, Konstantinos; Siettos, Constantinos; Starke, Jens
err分享
err收藏
GoRINNs: Godunov-Riemann informed neural networks for learning hyperbolic conservation lawsGoRINNs: 基于Godunov-Riemann信息的神经网络，用于学习双曲守恒律
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2025-05-14
err0
errOAAI
errPatsatzis, Dimitrios G.; di Bernardo, Mario; Russo, Lucia; Siettos, Constantinos
err分享
err收藏
RandONets: Shallow networks with random projections for learning linear and nonlinear operators
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2025-01-01
err3
errOAAI
errFabiani, Gianluca; Kevrekidis, Ioannis G.; Siettos, Constantinos; Yannacopoulos, Athanasios N.
err分享
err收藏
Learning the latent dynamics of fluid flows from high-fidelity numerical simulations using parsimonious diffusion maps
errPHYSICS OF FLUIDS
IF4.3
err2024-10-24
err0
PREAI
errDella Pia, Alessandro; Patsatzis, Dimitrios G.; Russo, Lucia; Siettos, Constantinos
err分享
err收藏
SLOW INVARIANT MANIFOLDS OF SINGULARLY PERTURBED SYSTEMS VIA PHYSICS-INFORMED MACHINE LEARNING
errSIAM JOURNAL ON SCIENTIFIC COMPUTING
IF2.6
err2024-07-05
err1
errOAAI
errPatsatzis, Dimitrios; Fabiani, Gianluca; Russo, Lucia; Siettos, Constantinos
err分享
err收藏
Task-oriented machine learning surrogates for tipping points of agent-based models
errNATURE COMMUNICATIONS
IF15.7
err2024-05-15
err5
errOAAI
errFabiani, Gianluca; Evangelou, Nikolaos; Cui, Tianqi; Bello-Rivas, Juan M.; Martin-Linares, Cristina P.; Siettos, Constantinos; Kevrekidis, Ioannis G.
err分享
err收藏
Discrete-time nonlinear feedback linearization via physics-informed machine learning
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2023-11-01
err4
errOAAI
errAlvarez, Hector Vargas; Fabiani, Gianluca; Kazantzis, Nikolaos; Siettos, Constantinos; Kevrekidis, Ioannis G.
err分享
err收藏
Human behavioral crowds review, critical analysis and research perspectives
errMATHEMATICAL MODELS & METHODS IN APPLIED SCIENCES
IF3
err2023-06-06
err29
errOAAI
errBellomo, Nicola; Liao, Jie; Quaini, Annalisa; Russo, Lucia; Siettos, Costantinos
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err收藏
Data-driven control of agent-based models: An Equation/Variable-free machine learning approach
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2023-04-01
err13
errOAAI
errPatsatzis, Dimitrios G.; Russo, Lucia; Kevrekidis, Ioannis G.; Siettos, Constantinos
err分享
err收藏
The relation of integrated psychological therapy to resting state functional brain connectivity networks in patients with schizophrenia
errPSYCHIATRY RESEARCH
IF3.9
err2021-12-01
err9
PREAI
errGallos, I. K.; Mantonakis, L.; Spilioti, E.; Kattoulas, E.; Savvidou, E.; Anyfandi, E.; Karavasilis, E.; Kelekis, N.; Smyrnis, N.; Siettos, C., I
err分享
err收藏
Extreme learning machine collocation for the numerical solution of elliptic PDEs with sharp gradients极端学习机配置用于具有尖锐梯度的椭圆pde的数值解
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2021-12-01
err36
errOAAI
errCalabro, Francesco; Fabiani, Gianluca; Siettos, Constantinos
err分享
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ISOMAP and machine learning algorithms for the construction of embedded functional connectivity networks of anatomically separated brain regions from resting state fMRI data of patients with Schizophrenia
errAIMS NEUROSCIENCE
IF2.7
err2021-01-01
err16
errOAAI
errGallos, Ioannis K.; Gkiatis, Kostakis; Matsopoulos, George K.; Siettos, Constantinos
err分享
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Construction of embedded fMRI resting-state functional connectivity networks using manifold learning基于流形学习的嵌入式fMRI静息态功能连接网络构建
errCOGNITIVE NEURODYNAMICS
IF3.9
err2020-11-03
err19
errOAAI
errGallos, Ioannis K.; Galaris, Evangelos; Siettos, Constantinos I.
err分享
err收藏

研究方向

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合作学者
合作期刊
E
Eleftherios Mylonakis
H 指数: 93 · 论文数: 569
L
Lieven Lagae
H 指数: 77 · 论文数: 515
P
P. G. Kevrekidis
H 指数: 74 · 论文数: 910
I
Ioannis G. Kevrekidis
H 指数: 69 · 论文数: 633
M
Mario di Bernardo
H 指数: 61 · 论文数: 580
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