1. S. Samuelson. Performance tradeoffs of accelerated first-order optimization algorithms. PhD thesis, University of Southern California, 2024. Keyword(s): Accelerated first-order algorithms, Control for optimization, Convergence rate, Convex optimization, Gradient descent, Gradient-flow dynamics, Heavy-ball method, Nesterov's accelerated method, Nonnormal dynamics, Noise amplification, Optimization, Transient growth.
   

   @PHDTHESIS{samantha-phd24,
   AUTHOR = {S. Samuelson},
   SCHOOL = {University of Southern California},
   TITLE = {Performance tradeoffs of accelerated first-order optimization algorithms},
   YEAR = {2024},
   KEYWORDS = {Accelerated first-order algorithms, Control for optimization, Convergence rate, Convex optimization, Gradient descent, Gradient-flow dynamics, Heavy-ball method, Nesterov's accelerated method, Nonnormal dynamics, Noise amplification, Optimization, Transient growth},
   PDF = {https://viterbi-web.usc.edu/~mihailo/theses/SamanthaSamuelson-PhD.pdf} 
   }
   

1. L. Ballotta, J. Arbelaiz, V. Gupta, L. Schenato, and M. R. Jovanovic. The role of communication delays in the optimal control of spatially invariant systems. IEEE Trans. Automat. Control, 2024. Note: Submitted. Keyword(s): Communication delays, Controller architecture, Distributed control, Fundamental limitations, Partial differential equations, Performance bounds, Spatially-invariant systems, Systems with delay.
   

   @ARTICLE{balarbgupschjovTAC24,
   AUTHOR = {L. Ballotta and J. Arbelaiz and V. Gupta and L. Schenato and M. R. Jovanovi\'c},
   TITLE = {The role of communication delays in the optimal control of spatially invariant systems},
   JOURNAL = {IEEE Trans. Automat. Control},
   YEAR = {2024},
   NOTE = {submitted},
   KEYWORDS = {Communication delays, Controller architecture, Distributed control, Fundamental limitations, Partial differential equations, Performance bounds, Spatially-invariant systems, Systems with delay} 
   }
   




2. H. Mohammadi, M. Razaviyayn, and M. R. Jovanovic. Tradeoffs between convergence rate and noise amplification for momentum-based accelerated optimization algorithms. IEEE Trans. Automat. Control, 2024. Note: Doi:10.1109/TAC.2024.3453656. Keyword(s): Accelerated first-order algorithms, Control for optimization, Convergence rate, Convex optimization, Gradient descent, Fundamental limitations, Heavy-ball method, Nesterov's accelerated method, Nonnormal dynamics, Noise amplification, Second-order moments.
   

   @ARTICLE{mohrazjovTAC24,
   AUTHOR = {H. Mohammadi and M. Razaviyayn and M. R. Jovanovi\'c},
   TITLE = {Tradeoffs between convergence rate and noise amplification for momentum-based accelerated optimization algorithms},
   JOURNAL = {IEEE Trans. Automat. Control},
   YEAR = {2024},
   NOTE = {doi:10.1109/TAC.2024.3453656},
   PDF = {https://arxiv.org/abs/2209.11920},
   KEYWORDS = {Accelerated first-order algorithms, Control for optimization, Convergence rate, Convex optimization, Gradient descent, Fundamental limitations, Heavy-ball method, Nesterov's accelerated method, Nonnormal dynamics, Noise amplification, Second-order moments} 
   }
   




3. H. Mohammadi, M. Tinati, S. Tu, M. Soltanolkotabi, and M. R. Jovanovic. Stability properties of gradient flow dynamics for the symmetric low-rank matrix factorization problem. IEEE Control Syst. Lett., 2024. Note: Submitted. Keyword(s): Low rank matrix factorization, Nonconvex optimization, Stability of nonlinear systems, Gradient flow dynamics.
   

   @ARTICLE{mohtintusoljovLCSS24,
   AUTHOR = {H. Mohammadi and M. Tinati and S. Tu and M. Soltanolkotabi and M. R. Jovanovi\'c},
   TITLE = {Stability properties of gradient flow dynamics for the symmetric low-rank matrix factorization problem},
   JOURNAL = {IEEE Control Syst. Lett.},
   YEAR = {2024},
   NOTE = {submitted},
   KEYWORDS = {Low rank matrix factorization, Nonconvex optimization, Stability of nonlinear systems, Gradient flow dynamics} 
   }
   




4. I. K. Ozaslan, P. Patrinos, and M. R. Jovanovic. Stability of primal-dual gradient flow dynamics for multi-block convex optimization problems. IEEE Trans. Automat. Control, 2024. Note: Submitted; also arXiv:2408.15969. Keyword(s): Augmented Lagrangian, Exponential convergence, Distributed optimization, Global exponential stability, Gradient flow dynamics, Method of multipliers, Non-smooth optimization, Operator splitting, Primal-dual gradient flow dynamics, Proximal algorithms, Proximal augmented Lagrangian, Regularization for design.
   

   @ARTICLE{ozapatjovTAC24,
   AUTHOR = {I. K. Ozaslan and P. Patrinos and M. R. Jovanovi\'c},
   TITLE = {Stability of primal-dual gradient flow dynamics for multi-block convex optimization problems},
   JOURNAL = {IEEE Trans. Automat. Control},
   YEAR = {2024},
   NOTE = {submitted; also arXiv:2408.15969},
   PDF = {https://arxiv.org/abs/2408.15969},
   KEYWORDS = {Augmented Lagrangian, Exponential convergence, Distributed optimization, Global exponential stability, Gradient flow dynamics, Method of multipliers, Non-smooth optimization, Operator splitting, Primal-dual gradient flow dynamics, Proximal algorithms, Proximal augmented Lagrangian, Regularization for design} 
   }
   




5. W. Wu, J. Chen, M. R. Jovanovic, and T. T. Georgiou. Tannenbaum's gain-margin optimization meets Polyak's heavy-ball algorithm. IEEE Trans. Automat. Control, 2024. Note: Submitted; also arXiv:2409.19882. Keyword(s): Accelerated first-order algorithms, Control for optimization, Convergence rate, Convex optimization, Gradient descent, Fundamental limitations, Heavy-ball method, Integral quadratic constraints, Nesterov's accelerated method, Nevanlinna-Pick interpolation, Optimization, Optimal control, Robust control.
   

   @ARTICLE{wuchejovgeoTAC24,
   AUTHOR = {W. Wu and J. Chen and M. R. Jovanovi\'c and T. T. Georgiou},
   TITLE = {Tannenbaum's gain-margin optimization meets {P}olyak's heavy-ball algorithm},
   JOURNAL = {IEEE Trans. Automat. Control},
   YEAR = {2024},
   NOTE = {submitted; also arXiv:2409.19882},
   PDF = {https://arxiv.org/abs/2409.19882},
   KEYWORDS = {Accelerated first-order algorithms, Control for optimization, Convergence rate, Convex optimization, Gradient descent, Fundamental limitations, Heavy-ball method, Integral quadratic constraints, Nesterov's accelerated method, Nevanlinna-Pick interpolation, Optimization, Optimal control, Robust control} 
   }
   

1. L. Ballotta, J. Arbelaiz, V. Gupta, L. Schenato, and M. R. Jovanovic. Control of reaction-diffusion processes under communication delays. In Proceedings of the 2024 European Control Conference, Stockholm, Sweden, pages 525-530, 2024. Keyword(s): Communication delays, Controller architecture, Distributed control, Fundamental limitations, Partial differential equations, Performance bounds, Systems with delay.
   

   @INPROCEEDINGS{balarbgupschjovECC24,
   AUTHOR = {L. Ballotta and J. Arbelaiz and V. Gupta and L. Schenato and M. R. Jovanovi\'c},
   BOOKTITLE = {Proceedings of the 2024 European Control Conference},
   TITLE = {Control of reaction-diffusion processes under communication delays},
   YEAR = {2024},
   ADDRESS = {Stockholm, Sweden},
   PAGES = {525-530},
   PDF = {https://viterbi-web.usc.edu/~mihailo/papers/balarbgupschjovECC24.pdf},
   KEYWORDS = {Communication delays, Controller architecture, Distributed control, Fundamental limitations, Partial differential equations, Performance bounds, Systems with delay} 
   }
   




2. I. K. Ozaslan and M. R. Jovanovic. From exponential to finite/fixed-time stability: applications to optimization. In Proceedings of the 63rd IEEE Conference on Decision and Control, Milano, Italy, 2024. Note: To appear. Keyword(s): Exponential stability, Finite-time stability, Fixed-time stability, Normalized gradient descent, Gradient flow dynamics, Primal-dual methods.
   

   @INPROCEEDINGS{ozajovCDC24,
   AUTHOR = {I. K. Ozaslan and M. R. Jovanovi\'c},
   TITLE = {From exponential to finite/fixed-time stability: applications to optimization},
   BOOKTITLE = {Proceedings of the 63rd IEEE Conference on Decision and Control},
   YEAR = {2024},
   ADDRESS = {Milano, Italy},
   NOTE = {to appear},
   PDF = {https://arxiv.org/abs/2409.11713},
   KEYWORDS = {Exponential stability, Finite-time stability, Fixed-time stability, Normalized gradient descent, Gradient flow dynamics, Primal-dual methods} 
   }
   




3. S. Samuelson and M. R. Jovanovic. Tradeoffs between convergence speed and noise amplification in first-order optimization: the role of averaging. In Proceedings of the 2024 American Control Conference, Toronto, Canada, pages 650-655, 2024. Keyword(s): Accelerated first-order algorithms, Averaging, Control for optimization, Convergence rate, Convex optimization, Gradient flow dynamics, Noise amplification, Nonnormal dynamics, Two-step momentum algorithm.
   

   @INPROCEEDINGS{samjovACC24,
   AUTHOR = {S. Samuelson and M. R. Jovanovi\'c},
   TITLE = {Tradeoffs between convergence speed and noise amplification in first-order optimization: the role of averaging},
   BOOKTITLE = {Proceedings of the 2024 American Control Conference},
   YEAR = {2024},
   ADDRESS = {Toronto, Canada},
   PAGES = {650-655},
   PDF = {https://viterbi-web.usc.edu/~mihailo/papers/samjovACC24.pdf},
   KEYWORDS = {Accelerated first-order algorithms, Averaging, Control for optimization, Convergence rate, Convex optimization, Gradient flow dynamics, Noise amplification, Nonnormal dynamics, Two-step momentum algorithm} 
   }
   




4. E. Yagiz, I. K. Ozaslan, B. Tasdelen, M. R. Jovanovic, Y. Tian, and K. S. Nayak. Dynamic mode decomposition enables low-latency high temporal resolution reconstruction for golden-angle spiral real-time MRI. In Proceedings of the International Society for Magnetic Resonance in Medicine Annual Meeting, Singapore, 2024. Keyword(s): Dynamic mode decomposition, Medical imaging.
   

   @InProceedings{yagozatasjovtianayISMRM24,
   author = {E. Yagiz and I. K. Ozaslan and B. Tasdelen and M. R. Jovanovi{\'c} and Y. Tian and K. S. Nayak},
   booktitle = {Proceedings of the International Society for Magnetic Resonance in Medicine Annual Meeting},
   title = {Dynamic mode decomposition enables low-latency high temporal resolution reconstruction for golden-angle spiral real-time {MRI}},
   year = {2024},
   address = {Singapore},
   KEYWORDS = {Dynamic mode decomposition, Medical imaging} 
   }
   




5. E. Yagiz, B. Tasdelen, I. K. Ozaslan, M. R. Jovanovic, Y. Tian, and K. S. Nayak. Dynamic mode decomposition cardiac phase estimation for adult and fetal real-time MRI. In Proceedings of the International Society for Magnetic Resonance in Medicine Annual Meeting, Singapore, 2024. Keyword(s): Dynamic mode decomposition, Medical imaging.
   

   @InProceedings{yagtasozajovtianayISMRM24,
   author = {E. Yagiz and B. Tasdelen and I. K. Ozaslan and M. R. Jovanovi{\'c} and Y. Tian and K. S. Nayak},
   booktitle = {Proceedings of the International Society for Magnetic Resonance in Medicine Annual Meeting},
   title = {Dynamic mode decomposition cardiac phase estimation for adult and fetal real-time {MRI}},
   year = {2024},
   address = {Singapore},
   KEYWORDS = {Dynamic mode decomposition, Medical imaging} 
   }
   

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