Add all publications from Google Scholar profile

Added 13 publications spanning 2018-2025:
- 2 recent 2025 preprints on LLMs and embeddings
- Key papers on reservoir computing and echo state networks
- PhD thesis (2022)
- COVID-19 ventilation research (2021)
- Crystallography and materials science work (2018-2019)

Publications include citation counts and links to publishers/arXiv.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

Author: AllenGrahamHart

content/publication/chaos-compact-manifolds-2021.md

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+---
+title: "Chaos on compact manifolds: Differentiable synchronizations beyond the Takens theorem"
+date: 2021-06-01
+draft: false
+tags: ["Chaos Theory", "Dynamical Systems", "Synchronization"]
+author: "L. Grigoryeva, A. Hart, J.P. Ortega"
+description: "Analysis of chaos on compact manifolds and differentiable synchronizations beyond the Takens theorem."
+summary: "Analysis of chaos on compact manifolds and differentiable synchronizations beyond the Takens theorem. Cited by 54."
+ShowToc: false
+weight: 6
+---
+
+## Citation
+
+L. Grigoryeva, A. Hart, and J.P. Ortega. "Chaos on compact manifolds: Differentiable synchronizations beyond the Takens theorem." *Physical Review E* 103 (6), 062204, 2021.
+
+**Cited by: 54**
+
+## Links
+
+- [Publisher](https://doi.org/10.1103/PhysRevE.103.062204)
+
+## Abstract
+
+Available at publisher website.

content/publication/echo-state-tikhonov-2021.md

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+---
+title: "Echo state networks trained by Tikhonov least squares are L2(μ) approximators of ergodic dynamical systems"
+date: 2021-05-01
+draft: false
+tags: ["Echo State Networks", "Reservoir Computing", "Approximation Theory"]
+author: "Allen G. Hart, James L. Hook, Jonathan H.P. Dawes"
+description: "Theoretical analysis showing echo state networks trained by Tikhonov least squares are L2(μ) approximators of ergodic dynamical systems."
+summary: "Theoretical analysis showing echo state networks trained by Tikhonov least squares are L2(μ) approximators of ergodic dynamical systems. Cited by 66."
+ShowToc: false
+weight: 7
+---
+
+## Citation
+
+Allen G. Hart, James L. Hook, and Jonathan H.P. Dawes. "Echo state networks trained by Tikhonov least squares are L2(μ) approximators of ergodic dynamical systems." *Physica D: Nonlinear Phenomena* 421, 132882, 2021.
+
+**Cited by: 66**
+
+## Links
+
+- [Publisher](https://doi.org/10.1016/j.physd.2021.132882)
+
+## Abstract
+
+Available at publisher website.

content/publication/echo-state-value-functions-2021.md

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+---
+title: "Using echo state networks to approximate value functions for control"
+date: 2021-02-01
+draft: false
+tags: ["Echo State Networks", "Reinforcement Learning", "Control Theory"]
+author: "Allen G. Hart, K.R. Olding, A.M.G. Cox, O. Isupova, Jonathan H.P. Dawes"
+description: "Application of echo state networks to approximate value functions in control problems."
+summary: "Application of echo state networks to approximate value functions in control problems. Cited by 5."
+ShowToc: false
+weight: 10
+---
+
+## Citation
+
+Allen G. Hart, K.R. Olding, A.M.G. Cox, O. Isupova, and Jonathan H.P. Dawes. "Using echo state networks to approximate value functions for control." arXiv preprint arXiv:2102.06258, 2021.
+
+**Cited by: 5**
+
+## Links
+
+- [arXiv](https://arxiv.org/abs/2102.06258)
+
+## Abstract
+
+Available on arXiv.

content/publication/embedding-approximation-esn-2020.md

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+---
+title: "Embedding and approximation theorems for echo state networks"
+date: 2020-01-01
+draft: false
+tags: ["Echo State Networks", "Approximation Theory", "Recurrent Neural Networks"]
+author: "A. Hart, J. Hook, J. Dawes"
+description: "Theoretical foundations of embedding and approximation properties for echo state networks."
+summary: "Theoretical foundations of embedding and approximation properties for echo state networks. Cited by 149."
+ShowToc: false
+featured: true
+weight: 11
+---
+
+## Citation
+
+A. Hart, J. Hook, and J. Dawes. "Embedding and approximation theorems for echo state networks." *Neural Networks* 128, 234-247, 2020.
+
+**Cited by: 149**
+
+## Links
+
+- [Publisher](https://doi.org/10.1016/j.neunet.2020.05.013)
+
+## Abstract
+
+Available at publisher website.
+
+## Note
+
+This is one of the most highly cited papers in the field of echo state networks and reservoir computing.

content/publication/example-publication.md

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+---
+title: "Generalised synchronisations, embeddings, and approximations for continuous time reservoir computers"
+date: 2024-01-01
+draft: false
+tags: ["Reservoir Computing", "Dynamical Systems", "Synchronisation"]
+author: "Allen G. Hart"
+description: "Analysis of generalised synchronisations, embeddings, and approximations for continuous time reservoir computers."
+summary: "Analysis of generalised synchronisations, embeddings, and approximations for continuous time reservoir computers. Cited by 9."
+ShowToc: false
+weight: 3
+---
+
+## Citation
+
+Allen G. Hart. "Generalised synchronisations, embeddings, and approximations for continuous time reservoir computers." *Physica D: Nonlinear Phenomena* 458, 133956, 2024.
+
+**Cited by: 9**
+
+## Links
+
+- [Publisher](https://doi.org/10.1016/j.physd.2023.133956)
+
+## Abstract
+
+Available at publisher website.

content/publication/example-publication/index.md

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+---
+title: "Generic and Isometric Embeddings in Reservoir Computers"
+date: 2025-01-01
+draft: false
+tags: ["Reservoir Computing", "Machine Learning", "Embeddings"]
+author: "Allen G. Hart"
+description: "Analysis of generic and isometric embeddings in reservoir computing systems."
+summary: "Analysis of generic and isometric embeddings in reservoir computing systems."
+ShowToc: false
+weight: 2
+---
+
+## Citation
+
+Allen G. Hart. "Generic and Isometric Embeddings in Reservoir Computers." arXiv preprint arXiv:2508.21522, 2025.
+
+## Links
+
+- [arXiv](https://arxiv.org/abs/2508.21522)
+
+## Abstract
+
+Available on arXiv.

content/publication/generalised-synchronisations-2024.md

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+---
+title: "A hidden Markov model for describing turbostratic disorder applied to carbon blacks and graphene"
+date: 2019-01-01
+draft: false
+tags: ["Crystallography", "Hidden Markov Models", "Materials Science"]
+author: "Allen G. Hart, T.C. Hansen, W.F. Kuhs"
+description: "Application of hidden Markov models to describe turbostratic disorder in carbon blacks and graphene."
+summary: "Application of hidden Markov models to describe turbostratic disorder in carbon blacks and graphene. Cited by 2."
+ShowToc: false
+weight: 12
+---
+
+## Citation
+
+Allen G. Hart, T.C. Hansen, and W.F. Kuhs. "A hidden Markov model for describing turbostratic disorder applied to carbon blacks and graphene." *Foundations of Crystallography* 75 (3), 501-516, 2019.
+
+**Cited by: 2**
+
+## Links
+
+- [Publisher](https://doi.org/10.1107/S2053273319003789)
+
+## Abstract
+
+Available at publisher website.

content/publication/generic-isometric-embeddings-2025.md

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+---
+title: "Learning strange attractors with reservoir systems"
+date: 2023-01-01
+draft: false
+tags: ["Reservoir Computing", "Dynamical Systems", "Strange Attractors"]
+author: "L. Grigoryeva, A. Hart, J.P. Ortega"
+description: "Investigation of learning strange attractors using reservoir computing systems."
+summary: "Investigation of learning strange attractors using reservoir computing systems. Cited by 40."
+ShowToc: false
+weight: 4
+---
+
+## Citation
+
+L. Grigoryeva, A. Hart, and J.P. Ortega. "Learning strange attractors with reservoir systems." *Nonlinearity* 36 (9), 4674, 2023.
+
+**Cited by: 40**
+
+## Links
+
+- [Publisher](https://doi.org/10.1088/1361-6544/ace492)
+
+## Abstract
+
+Available at publisher website.