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Self-configuring high-speed multi-plane light conversion
José C A Rocha1,2, Unė G Būtaitė3, Joel Carpenter4
1Physics and Astronomy, University of Exeter, Exeter, EX4 4QL, UK. jd964@exeter.ac.uk.
Nature Communications
|December 8, 2025
Summary
We developed a self-configuring multi-plane light converter (MPLC) that rapidly adapts to real-world conditions. This diffractive neural network technology achieves high-fidelity optical transformations, overcoming previous design limitations.
Area of Science:
- Optics and Photonics
- Diffractive Optics
- Neural Network Applications
Background:
- Multi-plane light converters (MPLCs), also known as diffractive neural networks, perform unitary transformations between optical field sets.
- Traditional MPLC design relies on digital models, but performance degrades significantly due to mismatches with physical implementations.
- Complexity in MPLC design leads to sensitivity to misalignments and aberrations.
Purpose of the Study:
- To create a self-configuring MPLC that automatically compensates for physical imperfections.
- To accelerate the convergence of MPLC design and improve performance fidelity.
- To demonstrate the capability of arbitrary optical transformations and universal mode sorting.
Main Methods:
- Introduction of 'multi-plane wavefront shaping' to simultaneously reshape multiple spatial light modes.
- Development of a high-speed MPLC platform utilizing a kHz-rate phase-only light modulator.
- Implementation of a self-configuring design approach that absorbs misalignments and aberrations.
Main Results:
- Achieved self-configuration of MPLCs within minutes, automatically correcting for unknown aberrations and misalignments.
- Demonstrated arbitrary optical transformations and universal mode sorters with ultra-high fidelity.
- Significantly reduced performance degradation caused by mismatches between digital models and physical devices.
Conclusions:
- The developed self-configuring MPLC technology overcomes critical limitations of previous designs.
- Multi-plane wavefront shaping combined with high-speed modulation enables rapid and robust MPLC convergence.
- This approach holds significant potential for advancing optical communications, photonic computing, and imaging technologies.

