Evidence map›Paper›PMID 41222382›Full record

ArticleNanomaterials (Basel, Switzerland)2025

Adjoint-Driven Inverse Design of a Quad-Spectral Metasurface Router for RGB-NIR Sensing.

Rishad Arfin, Jeongwoo Son, Jens Niegemann, Dylan McGuire, Mohamed H Bakr

Abstract read
In one paragraph

Article in Nanomaterials (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Rishad ArfinDepartment of Electrical & Computer Engineering, McMaster University, Hamilton, ON L8S 4K1, Canada.
Jeongwoo SonAnsys Korea, 100, Toegye ro, Jung gu, Seoul 04631, South Korea.
Jens NiegemannAnsys Canada Ltd., 1700-1095 West Pender Street, Vancouver, BC V6E 2M6, Canada.
Dylan McGuireAnsys Canada Ltd., 1700-1095 West Pender Street, Vancouver, BC V6E 2M6, Canada.
Mohamed H BakrDepartment of Electrical & Computer Engineering, McMaster University, Hamilton, ON L8S 4K1, Canada.

Funding

Mitacs Not availableNatural Sciences and Engineering Research Council of Canada RGPIN - 2023 - 04825
6 · The paper itself

Abstract

There has been an increasing demand for high-resolution image sensing technologies in recent years due to their diverse and advanced optical applications. With recent advances in nanofabrication technologies, this can be achieved through the realization of high-density pixels. However, the development of high-density and miniaturized pixels introduces challenges to the conventional color filters, which generally transmit and absorb different spectral components of light. A significant portion of the incident light is inherently lost using conventional color filters. Moreover, as the pixel size is shrunk, optical losses appear to be substantial. To address these fundamental limitations, a novel nanophotonic optical router is proposed in this work. Our router utilizes a single-layer, all-dielectric metasurface as a spectral router. The metasurface is designed through an inverse design approach that exploits adjoint sensitivity analysis. A novel figure of merit is developed and incorporated in the inverse design process, enabling the metasurface design to effectively sort and route the incoming light into four targeted channels, each corresponding to a distinct spectral component-red, green, blue, and near-infrared. We demonstrate that the proposed quad-spectral metasurface router, having a compact footprint of 2 μm×2 μm, achieves an average optical efficiency of approximately 39% across the broad spectral range, i.e., 400-850 nm, with each spectral channel exceeding an efficiency of 25%. This surpasses the maximum efficiency attainable by the conventional four-channel color filters. Our proposed quad-spectral metasurface router offers a wide range of applications in low-light imaging, image fusion, computational photography, and computer vision. In addition, this work highlights the applicability of an adjoint-based inverse design approach to accelerate the development of compact, efficient, and high-performance nanophotonic devices for the next generation of imaging and sensing systems.

Indexed as

adjoint sensitivitycolor filtersinverse designmetasurface spectral router

Identifiers

PMID41222382
PMCPMC12609015

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.