Principles underlying efficient exciton transport unveiled by information-geometric analysis
arXiv:2004.14814 · doi:10.1103/PhysRevResearch.3.L032001
Abstract
Adapting techniques from the field of information geometry, we show that open quantum system models of Frenkel exciton transport, a prevalent process in photosynthetic networks, belong to a class of mathematical models known as 'sloppy'. Performing a Fisher-information-based multi-parameter sensitivity analysis to investigate the full dynamical evolution of the system and reveal this sloppiness, we establish which features of a transport network lie at the heart of efficient performance. We find that fine tuning the excitation energies in the network is generally far more important than optimizing the network geometry and that these conclusions hold for different measures of efficiency and when model parameters are subject to disorder within parameter regimes typical of molecular complexes involved in photosynthesis. Our approach and insights are equally applicable to other physical implementations of quantum transport.
References in corpus (36)
- Environment-Assisted Quantum Walks in Photosynthetic Energy Transfer
- Energy Dissipation and Transport in Nanoscale Devices
- Quantum walks: a comprehensive review
- Dephasing assisted transport: Quantum networks and biomolecules
- Efficient simulation of strong system-environment interactions
- Efficient non-Markovian quantum dynamics using time-evolving matrix product operators
- Parameter Space Compression Underlies Emergent Theories and Predictive Models
- QuantumOptics.jl: A Julia framework for simulating open quantum systems
- The geometry of nonlinear least squares with applications to sloppy models and optimization
- The sloppy model universality class and the Vandermonde matrix
- Exploiting the causal tensor network structure of quantum processes to efficiently simulate non-Markovian path integrals
- Efficient and coherent excitation transfer across disordered molecular networks
- Modified-scaled hierarchical equation of motion approach for the study of quantum coherence in photosynthetic complexes
- Coherent quantum transport in disordered systems I: The influence of dephasing on the transport properties and absorption spectra on one-dimensional systems
- Electronic excitation dynamics in multichromophoric systems described via a polaron-representation master equation
- Machine learning non-Markovian quantum dynamics
- Dissipation-assisted matrix product factorization
- A multi-site variational master equation approach to dissipative energy transfer
- Tensor network based machine learning of non-Markovian quantum processes
- Universally Optimal Noisy Quantum Walks on Complex Networks
- Vibration-assisted resonance in photosynthetic excitation energy transfer
- Efficient Real-Time Path Integrals for Non-Markovian Spin-Boson Models
- Classification of Coherent Enhancements of Light-Harvesting Processes
- Geometrical effects on energy transfer in disordered open quantum systems
- Long-range coherent energy transport in Photosystem II
- Quantum coherence and the localization transition
- Quantum versus classical counting in nonMarkovian master equations
- Structure-dynamics relationship in coherent transport through disordered systems
- Environment-Assisted Quantum Transport through Single-Molecule Junctions
- Light-harvesting with guide-slide superabsorbing condensed-matter nanostructures
- Classical noise assists the flow of quantum energy by `momentum rejuvenation'
- The dark side of energy transport along excitonic wires: On-site energy barriers facilitate efficient, vibrationally-mediated transport through optically dark subspaces
- Structure-Dynamics Relation in Physically-Plausible Multi-Chromophore Systems
- Heat pumping with optically driven excitons
- Transport efficiency in topologically disordered networks with environmentally induced diffusion
- Extraordinary electron transmission through a periodic array of quantum dots
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