Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Microbially-Induced Carbonate Precipitation by Carbonic Anhydrases: A Novel Approach for Lead-Zinc Tailings Remediation.

Applied biochemistry and biotechnology·2026
Same author

Effects of Wushu Programs on Lower-Limb Explosive Power in Preschool Children Aged 5-6 Years: A Cluster-Randomized Controlled Trial.

Journal of functional morphology and kinesiology·2026
Same author

A porphyrin-chitosan Schiff base polymer for sequential ratiometric detection of Fe<sup>3+</sup> and ascorbic acid via UV-Vis spectroscopy.

Talanta·2026
Same author

Workers/crews' mental workload dynamics in closed cabins: A task-difficulty-adaptive random forest model for instrument monitoring tasks using multimodal biosignals.

Work (Reading, Mass.)·2026
Same author

Research on key technologies of thick slurry filling chamber method for earth pressure balance shield in karst areas.

Scientific reports·2026
Same author

Pulse Electrodeposited NiFeCoMoW High-Entropy Alloy Electrode for Efficient Alkaline Water Electrolysis.

Small (Weinheim an der Bergstrasse, Germany)·2026
Same journal

Multifunctional reconfigurable terahertz metasurface based on vanadium dioxide phase transition: achieving broadband absorption and efficient polarization conversion.

Applied optics·2026
Same journal

High-Q-factor electromagnetically induced transparency utilizing quasi-bound states in the continuum in an all-dielectric terahertz metasurface.

Applied optics·2026
Same journal

Automated stitching interferometry for high-precision metrology of X-ray mirrors.

Applied optics·2026
Same journal

Experimental demonstration of an approach to designing a metal-dielectric DBR resonant cavity structure.

Applied optics·2026
Same journal

High-precision wavefront reconstruction from a single-shot interferogram using a physics-driven hybrid feature calibration network.

Applied optics·2026
Same journal

Ultra-high-Q Fano resonance based on coupled topological corner states in Kagome photonic crystals.

Applied optics·2026
See all related articles

Related Experiment Video

Updated: Apr 25, 2026

Bringing the Visible Universe into Focus with Robo-AO
10:35

Bringing the Visible Universe into Focus with Robo-AO

Published on: February 12, 2013

21.4K

Adaptive design framework for heterogeneous off-axis reflective imaging systems.

Yiwei Sun, Yangjie Wei

    Applied Optics
    |April 24, 2026
    PubMed
    Summary
    This summary is machine-generated.

    Machine learning creates an adaptive framework for designing off-axis reflective imaging systems. This approach unifies different configurations, improving efficiency and imaging quality for optical observation instruments.

    More Related Videos

    Multimodal Volumetric Retinal Imaging by Oblique Scanning Laser Ophthalmoscopy oSLO and Optical Coherence Tomography OCT
    12:22

    Multimodal Volumetric Retinal Imaging by Oblique Scanning Laser Ophthalmoscopy oSLO and Optical Coherence Tomography OCT

    Published on: August 4, 2018

    8.0K
    Measuring Spatially- and Directionally-varying Light Scattering from Biological Material
    11:57

    Measuring Spatially- and Directionally-varying Light Scattering from Biological Material

    Published on: May 20, 2013

    15.0K

    Related Experiment Videos

    Last Updated: Apr 25, 2026

    Bringing the Visible Universe into Focus with Robo-AO
    10:35

    Bringing the Visible Universe into Focus with Robo-AO

    Published on: February 12, 2013

    21.4K
    Multimodal Volumetric Retinal Imaging by Oblique Scanning Laser Ophthalmoscopy oSLO and Optical Coherence Tomography OCT
    12:22

    Multimodal Volumetric Retinal Imaging by Oblique Scanning Laser Ophthalmoscopy oSLO and Optical Coherence Tomography OCT

    Published on: August 4, 2018

    8.0K
    Measuring Spatially- and Directionally-varying Light Scattering from Biological Material
    11:57

    Measuring Spatially- and Directionally-varying Light Scattering from Biological Material

    Published on: May 20, 2013

    15.0K

    Area of Science:

    • Optical engineering
    • Machine learning applications
    • Advanced imaging systems

    Background:

    • Off-axis reflective imaging systems are crucial for optical observation but suffer from complex, experience-dependent design processes.
    • Current design methods lack a unified framework for heterogeneous configurations (e.g., two-mirror, three-mirror), leading to inefficiencies and design trade-offs.

    Purpose of the Study:

    • To develop an adaptive machine learning-based design framework for heterogeneous off-axis reflective imaging systems.
    • To establish a unified design workflow across different mirror configurations.
    • To enhance the efficiency and flexibility of optical system design.

    Main Methods:

    • Automated dataset construction for multi-mirror off-axis systems with high imaging quality.
    • Development of an adaptive encoding method for unified optical parameter description across configurations.
    • Training and application of a random forest generation model, followed by the Wassermann-Wolf method for system derivation.

    Main Results:

    • Successful generation of both off-axis two-mirror and three-mirror systems using a single framework.
    • Generated systems met specified imaging quality requirements.
    • Demonstrated adaptability to diverse input requirements.

    Conclusions:

    • The proposed adaptive framework offers an effective and systematic methodology for generating off-axis reflective imaging systems.
    • This approach provides increased flexibility for designing systems with varying numbers of mirrors.
    • The framework addresses the limitations of traditional design methods, paving the way for advanced optical design.