Advances in cost-effective integrated spectrometers
Open accessAbstract
The proliferation of Internet-of-Things has promoted a wide variety of emerging applications that require compact, lightweight, and low-cost optical spectrometers. While substantial progresses have been made in the miniaturization of spectrometers, most of them are with a major focus on the technical side but tend to feature a lower technology readiness level for manufacturability. More importantly, in spite of the advancement in miniaturized spectrometers, their performance and the metrics of real-life applications have seldomly been connected but are highly important. This review paper shows the market trend for chip-scale spectrometers and analyzes the key metrics that are required to adopt miniaturized spectrometers in real-life applications. Recent progress addressing the challenges of miniaturization of spectrometers is summarized, paying a special attention to the CMOS-compatible fabrication platform that shows a clear pathway to massive production. Insights for ways forward are also presented.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Silicon photonic spectrometers for biosensing applications often require an operational wavelength incompatible with the C/L/O bands.
“Silicon photonic spectrometers for biosensing applications often require an operational wavelength incompatible with the C/L/O bands154.”
From Roadmapping the next generation of silicon photonics (2024) · cites this paper as [154]
The Biomedical sensing section (page unavailable) identifies a 700–1100 nm sensing window for glucose and wavelengths of 730 and 850 nm for hemoglobin, supporting the point that some biosensing targets lie outside the named bands. It also describes a 1300–2500 nm glucose-sensing window; it does not establish that silicon photonic biosensing spectrometers often require wavelengths incompatible with all three bands. (LLM, conf=0.78)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 109 · Cited by 309
Research works printed but not linked: 107
- [1]Savage N Spectrometers Nat. Photonics 2009 3 601 602 10.1038/nphoton.2009.185 · DOI
- [2]Bacon CP Mattley Y DeFrece R Miniature spectroscopic instrumentation: applications to biology and chemistry Rev. Sci. Instrum. 2004 75 1 16 10.1063/1.1633025 · DOI
- [3]Chow AW Lab-on-a-chip: opportunities for chemical engineering AIChE J. 2002 48 1590 1595 10.1002/aic.690480802 · DOI
- [4]Crocombe RA Portable spectroscopy Appl. Spectrosc. 2018 72 1701 1751 10.1177/0003702818809719 30335465 · DOI
- [5]McGonigle AJS Smartphone spectrometers Sensors 2018 18 223 10.3390/s18010223 PMC5796291 29342899 · DOI
- [6]Hakala T Direct reflectance measurements from drones: sensor absolute radiometric calibration and system tests for forest reflectance characterization Sensors 2018 18 1417 10.3390/s18051417 PMC5982404 29751560 · DOI
- [7]Blind N Spectrographs for astrophotonics Opt. Express 2017 25 27341 27369 10.1364/OE.25.027341 29092210 · DOI
- [8]He, Z. P., Shu, R. & Wang, J. Y. Imaging spectrometer based on AOTF and its prospects in deep-space exploration application. In Proceedings of SPIE 8196, International Symposium on Photoelectronic Detection and Imaging (SPIE, Beijing, 2011).
- [9]Kulakowski, J. & d’Humières, B. Chip-size spectrometers drive spectroscopy towards consumer and medical applications. In Proceedings of SPIE 11693, Photonic Instrumentation Engineering VIII (SPIE, 2021).
- [10]Fraunhofer. Miniature spectrometer for the smartphone (Fraunhofer-Gesellschaft, 2021). https://www.fraunhofer.de/en/press/research-news/2021/july-2021/miniature-spectrometer-for-the-smartphone.html.
- [12]Yang ZY Miniaturization of optical spectrometers Science 2021 371 eabe0722 10.1126/science.abe0722 33509998 · DOI
- [13]Redding B Compact spectrometer based on a disordered photonic chip Nat. Photonics 2013 7 746 751 10.1038/nphoton.2013.190 · DOI
- [14]Yang ZY Single-nanowire spectrometers Science 2019 365 1017 1020 10.1126/science.aax8814 31488686 · DOI
- [15]Wang HJ On-chip Fourier transform spectrometers by dual-polarized detection Opt. Lett. 2019 44 2923 2926 10.1364/OL.44.002923 · DOI
- [16]Souza MCMM Fourier transform spectrometer on silicon with thermo-optic non-linearity and dispersion correction Nat. Commun. 2018 9 665 10.1038/s41467-018-03004-6 29445152 PMC5813211 · DOI
- [17]Li A Fainman Y Integrated silicon Fourier transform spectrometer with broad bandwidth and ultra-high resolution Laser Photonics Rev. 2021 15 2000358 10.1002/lpor.202000358 · DOI
- [18]Bao J Bawendi MG A colloidal quantum dot spectrometer Nature 2015 523 60 70 10.1038/nature14576 26135449 · DOI · Paper page
- [19]Zhu XX Broadband perovskite quantum dot spectrometer beyond human visual resolution Light.: Sci. Appl. 2020 9 73 10.1038/s41377-020-0301-4 32377335 PMC7190644 · DOI
- [20]Li A Fainman Y On-chip spectrometers using stratified waveguide filters Nat. Commun. 2021 12 2704 10.1038/s41467-021-23001-6 33976178 PMC8113243 · DOI
- [21]Soref R The past, present, and future of silicon photonics IEEE J. Sel. Top. Quantum Electron. 2006 12 1678 1687 10.1109/JSTQE.2006.883151 · DOI
- [22]Khan S Silicon-on-nitride waveguides for mid- and near-infrared integrated photonics Appl. Phys. Lett. 2013 102 121104 10.1063/1.4798557 · DOI
- [23]Yang HJ Transfer-printed stacked nanomembrane lasers on silicon Nat. Photonics 2012 6 615 620 10.1038/nphoton.2012.160 · DOI
- [25]Kulakowski J d’Humières B Compact spectrometers: technologies, market trends and needs PhotonicsViews 2021 18 28 30 10.1002/phvs.202170108 · DOI
- [30]Malin SF Noninvasive prediction of glucose by near-infrared diffuse reflectance spectroscopy Clin. Chem. 1999 45 1651 1658 10.1093/clinchem/45.9.1651 10471679 · DOI
- [31]Uwadaira Y Development of a non-invasive blood glucose sensor using short-wavelength near-infrared spectroscopy and its application to glycemic index determination Nippon Shokuhin Kagaku Kogaku Kaishi 2011 58 97 104 10.3136/nskkk.58.97 · DOI
- [32]Ahn H Emerging optical spectroscopy techniques for biomedical applications—a brief review of recent progress Appl. Spectrosc. Rev. 2018 53 264 278 10.1080/05704928.2017.1324877 · DOI
- [33]Parachalil DR Analysis of bodily fluids using vibrational spectroscopy: a direct comparison of Raman scattering and infrared absorption techniques for the case of glucose in blood serum Analyst 2019 144 3334 3346 10.1039/C9AN00125E 30969288 · DOI
- [34]Zhou XY Nanomaterial-based gas sensors used for breath diagnosis J. Mater. Chem. B 2020 8 3231 3248 10.1039/C9TB02518A 32031564 · DOI
- [36]Türker-Kaya S Huck CW A review of mid-infrared and near-infrared imaging: principles, concepts and applications in plant tissue analysis Molecules 2017 22 168 10.3390/molecules22010168 PMC6155813 28117673 · DOI
- [37]Henn R Hemodialysis monitoring using mid- and near-infrared spectroscopy with partial least squares regression J. Biophotonics 2018 11 e201700365 10.1002/jbio.201700365 29479828 · DOI
- [38]Uwadaira Y Identification of informative bands in the short-wavelength NIR region for non-invasive blood glucose measurement Biomed. Opt. Express 2016 7 2729 2737 10.1364/BOE.7.002729 27446701 PMC4948625 · DOI
- [39]Xue JT Noninvasive and fast measurement of blood glucose in vivo by near infrared (NIR) spectroscopy Spectrochimica Acta Part A Mol. Biomolecular Spectrosc. 2017 179 250 254 10.1016/j.saa.2017.02.032 28259064 · DOI
- [40]Heise HM Noninvasive blood glucose sensors based on near-infrared spectroscopy Artif. Organs 1994 18 439 447 10.1111/j.1525-1594.1994.tb02230.x 8060253 · DOI
- [41]Burmeister JJ Arnold MA Small GW Noninvasive blood glucose measurements by near-infrared transmission spectroscopy across human tongues Diabetes Technol. Therapeutics 2004 2 5 16 10.1089/152091500316683 11467321 · DOI
- [42]Xu KX Non-invasive glucose sensing with near-infrared spectroscopy enhanced by optical measurement conditions reproduction technique Opt. Lasers Eng. 2005 43 1096 1106 10.1016/j.optlaseng.2004.06.018 · DOI
- [43]Zuo, P. et al. Analysis of noninvasive measurement of human blood glucose with ANN-NIR spectroscopy. In Proceedings of 2005 international conference on neural networks and brain (IEEE, Beijing, 2005), 1350–1353.
- [44]Brown CD Clinical assessment of near-infrared spectroscopy for noninvasive diabetes screening Diabetes Technol. Therapeutics 2005 7 456 466 10.1089/dia.2005.7.456 15929677 · DOI
- [46]Lafrance D Lands LC Burns DH Measurement of lactate in whole human blood with near-infrared transmission spectroscopy Talanta 2003 60 635 641 10.1016/S0039-9140(03)00042-0 18969087 · DOI
- [47]Lafrance D Lands LC Burns DH In vivo lactate measurement in human tissue by near-infrared diffuse reflectance spectroscopy Vibrational Spectrosc. 2004 36 195 202 10.1016/j.vibspec.2004.01.020 · DOI
- [49]Eddy CV Arnold MA Near-infrared spectroscopy for measuring urea in hemodialysis fluids Clin. Chem. 2001 47 1279 1286 10.1093/clinchem/47.7.1279 11427460 · DOI
- [50]Chung H Simultaneous measurement of glucose and glutamine in aqueous solutions by near infrared spectroscopy Appl. Biochem. Biotechnol. 1995 50 109 125 10.1007/BF02783448 7717706 · DOI
- [51]Rhiel M Nondestructive near-infrared spectroscopic measurement of multiple analytes in undiluted samples of serum-based cell culture media Biotechnol. Bioeng. 2002 77 73 82 10.1002/bit.10093 11745175 · DOI
- [52]Cao, N. & Gao, T. X. Noninvasive tissue blood oxygenation measurement based on near infrared spectroscopy (NIRS). In Proceedings of the 2009 3rd International Conference on Bioinformatics and Biomedical Engineering (IEEE, Beijing, 2009), 1–4. 10.1109/ICBBE.2009.5163118. · DOI
- [53]Ayaz H Early diagnosis of traumatic intracranial hematomas J. Biomed. Opt. 2019 24 051411 10.1117/1.JBO.24.5.051411 PMC6992895 30719879 · DOI
- [54]Doddridge GD Shi ZQ Multivariate figures of merit (FOM) investigation on the effect of instrument parameters on a Fourier transform-near infrared spectroscopy (FT-NIRS) based content uniformity method on core tablets J. Pharm. Biomed. Anal. 2015 102 535 543 10.1016/j.jpba.2014.10.019 25459954 · DOI
- [55]Wiercigroch E Raman and infrared spectroscopy of carbohydrates: a review Spectrochimica Acta Part A Mol. Biomolecular Spectrosc. 2017 185 317 335 10.1016/j.saa.2017.05.045 28599236 · DOI
- [56]Wang HJ Note: a unibody NIR transmission probe for in situ liquid detection Rev. Sci. Instrum. 2018 89 036104 10.1063/1.5019188 29604773 · DOI
- [57]Li MG Data fusion of Raman and near-infrared spectroscopies for the rapid quantitative analysis of methanol content in methanol–gasoline Energy Fuels 2019 33 12286 12294 10.1021/acs.energyfuels.9b03021 · DOI
- [58]Cabernard L Comparison of Raman and Fourier transform infrared spectroscopy for the quantification of microplastics in the aquatic environment Environ. Sci. Technol. 2018 52 13279 13288 10.1021/acs.est.8b03438 30350953 · DOI
- [59]Cossel KC Open-path dual-comb spectroscopy to an airborne retroreflector Optica 2017 4 724 728 10.1364/OPTICA.4.000724 29774228 PMC5951401 · DOI
- [60]Campanella B Palleschi V Legnaioli S Introduction to vibrational spectroscopies ChemTexts 2021 7 5 10.1007/s40828-020-00129-4 · DOI
- [62]Brouckaert J Planar concave grating demultiplexer fabricated on a nanophotonic silicon-on-insulator platform J. Lightwave Technol. 2007 25 1269 1275 10.1109/JLT.2007.893025 · DOI
- [63]Pottier P Strain MJ Packirisamy M Integrated microspectrometer with elliptical Bragg mirror enhanced diffraction grating on silicon on insulator ACS Photonics 2014 1 430 436 10.1021/ph400165j · DOI
- [64]Muneeb M Demonstration of Silicon-on-insulator mid-infrared spectrometers operating at 3.8 μm Opt. Express 2013 21 11659 11669 10.1364/OE.21.011659 23736389 · DOI
- [65]Momeni B An on-chip silicon grating spectrometer using a photonic crystal reflector J. Opt. 2010 12 035501 10.1088/2040-8978/12/3/035501 · DOI
- [66]Xie SJ Silicon nitride/silicon dioxide echelle grating spectrometer for operation near 1.55 μm IEEE Photonics J. 2018 10 4502207
- [67]Brouckaert J Planar concave grating demultiplexer with high reflective Bragg reflector facets IEEE Photonics Technol. Lett. 2008 20 309 311 10.1109/LPT.2007.915585 · DOI
- [68]Taha AM Compact MMI-based AWGs in a scalable monolithic silicon photonics platform IEEE Photonics J. 2021 13 6600306 10.1109/JPHOT.2021.3099436 · DOI
- [69]Dai DX Experimental demonstration of an ultracompact Si-nanowire-based reflective arrayed-waveguide grating (de)multiplexer with photonic crystal reflectors Opt. Lett. 2010 35 2594 2596 10.1364/OL.35.002594 20680069 · DOI
- [70]Fang Q Folded silicon-photonics arrayed waveguide grating integrated with loop-mirror reflectors IEEE Photonics J. 2018 10 4900508
- [71]Tondini S Methods for low crosstalk and wavelength tunability in arrayed-waveguide grating for on-silicon optical network J. Lightwave Technol. 2017 35 5134 5141 10.1109/JLT.2017.2768161 · DOI
- [72]Pathak S Comparison of AWGs and echelle gratings for wavelength division multiplexing on silicon-on-insulator IEEE Photonics J. 2014 6 4900109 10.1109/JPHOT.2014.2361658 · DOI
- [73]Munk D Eight-channel silicon-photonic wavelength division multiplexer with 17 GHz spacing IEEE J. Sel. Top. Quantum Electron. 2019 25 8300310 10.1109/JSTQE.2019.2904437 · DOI
- [74]Xu HN Shi YC Flat-top CWdM (de)multiplexer based on MZI with bent directional couplers IEEE Photonics Technol. Lett. 2018 30 169 172 10.1109/LPT.2017.2779489 · DOI
- [75]Davis JA Novel spectral-shaping building block: a narrowband Mach-Zehnder interferometer Photonics Res. 2020 8 1059 1063 10.1364/PRJ.391128 · DOI
- [76]Li A Bogaerts W Experimental demonstration of a single silicon ring resonator with an ultra-wide FSR and tuning range Opt. Lett. 2017 42 4986 4989 10.1364/OL.42.004986 29216162 · DOI
- [77]Li A Bogaerts W Using backscattering and backcoupling in silicon ring resonators as a new degree of design freedom Laser Photonics Rev. 2019 13 1800244 10.1002/lpor.201800244 · DOI
- [78]Li A Backscattering in silicon microring resonators: a quantitative analysis Laser Photonics Rev. 2016 10 420 431 10.1002/lpor.201500207 · DOI
- [79]Xia ZX High resolution on-chip spectroscopy based on miniaturized microdonut resonators Opt. Express 2011 19 12356 12364 10.1364/OE.19.012356 21716473 · DOI
- [80]Shi W Ultra-compact, flat-top demultiplexer using anti-reflection contra-directional couplers for CWDM networks on silicon Opt. Express 2013 21 6733 6738 10.1364/OE.21.006733 23546055 · DOI
- [81]Zheng SN A single-chip integrated spectrometer via tunable microring resonator array IEEE Photonics J. 2019 11 6602809
- [82]Faix, O. Fourier transform infrared spectroscopy. In Methods in Lignin Chemistry (eds. Lin, S. Y. & Dence, C. W.) 83–109 (Berlin: Springer, 1992).
- [83]Velasco AV High-resolution Fourier-transform spectrometer chip with microphotonic silicon spiral waveguides Opt. Lett. 2013 38 706 708 10.1364/OL.38.000706 23455272 · DOI
- [84]Podmore H Demonstration of a compressive-sensing Fourier-transform on-chip spectrometer Opt. Lett. 2017 42 1440 1443 10.1364/OL.42.001440 28362792 · DOI
- [85]Herrero-Bermello A On-chip Fourier-transform spectrometers and machine learning: a new route to smart photonic sensors Opt. Lett. 2019 44 5840 5843 10.1364/OL.44.005840 31774793 · DOI
- [86]Li A Fabrication-tolerant Fourier transform spectrometer on silicon with broad bandwidth and high resolution Photonics Res. 2020 8 219 224 10.1364/PRJ.379184 · DOI
- [87]Oliver J Lee WB Lee HN Filters with random transmittance for improving resolution in filter-array-based spectrometers Opt. Express 2013 21 3969 3989 10.1364/OE.21.003969 23481932 · DOI
- [88]Aizu Y Ogino K Asakura T A laser velocimeter using a random pattern Opt. Commun. 1987 64 205 210 10.1016/0030-4018(87)90376-2 · DOI
- [89]Ojeda-Castañeda J Sauceda A Random gratings as correlator sensors Opt. Lett. 1997 22 257 258 10.1364/OL.22.000257 18183167 · DOI
- [90]Donoho DL Compressed sensing IEEE Trans. Inf. Theory 2006 52 1289 1306 10.1109/TIT.2006.871582 · DOI · Paper page
- [91]Oliver J Improving resolution of miniature spectrometers by exploiting sparse nature of signals Opt. Express 2012 20 2613 2625 10.1364/OE.20.002613 22330499 · DOI
- [92]Chang CC Spectrum reconstruction for filter-array spectrum sensor from sparse template selection Optical Eng. 2011 50 114402 10.1117/1.3645086 · DOI
- [93]Kurokawa U Choi BI Chang CC Filter-based miniature spectrometers: spectrum reconstruction using adaptive regularization IEEE Sens. J. 2011 11 1556 1563 10.1109/JSEN.2010.2103054 · DOI
- [94]Chang CC Lee HN On the estimation of target spectrum for filter-array based spectrometers Opt. Express 2008 16 1056 1061 10.1364/OE.16.001056 18542178 · DOI
- [95]Li, A. et al. Ultra-compact single-shot spectrometer enabled by stratified waveguide filters. In Proceedings of the 26th Optoelectronics and Communications Conference (OSA, Hong Kong, China, 2021).
- [96]Redding B Evanescently coupled multimode spiral spectrometer Optica 2016 3 956 962 10.1364/OPTICA.3.000956 · DOI
- [97]Zhou HY Compact, submilliwatt, 2 × 2 silicon thermo-optic switch based on photonic crystal nanobeam cavities Photonics Res. 2017 5 108 112 10.1364/PRJ.5.000108 · DOI
- [98]Abdelatty MY Badr MM Swillam MA Compact silicon electro-optical modulator using hybrid ITO tri-coupled waveguides J. Lightwave Technol. 2018 36 4198 4204 10.1109/JLT.2018.2863571 · DOI
- [99]Bogaerts W Programmable photonic circuits Nature 2020 586 207 216 10.1038/s41586-020-2764-0 33028997 · DOI
- [100]Park T Jeong Y Yu K Cascaded optical resonator-based programmable photonic integrated circuits Opt. Express 2021 29 4645 4660 10.1364/OE.415545 33771036 · DOI
- [101]Winzer PJ Neilson DT From scaling disparities to integrated parallelism: a decathlon for a decade J. Lightwave Technol. 2017 35 1099 1115 10.1109/JLT.2017.2662082 · DOI
- [102]Yao WM Smit MK Wale MJ Monolithic 300 Gb/s parallel transmitter in InP-based generic photonic integration technology IEEE J. Sel. Top. Quantum Electron. 2018 24 6100711 10.1109/JSTQE.2017.2762602 · DOI
- [103]Gnauck, A. H. et al. 25.6-Tb/s C+L-band transmission of polarization-multiplexed RZ-DQPSK signals. In Proceedings of National Fiber Optic Engineers Conference (Optical Society of America, Anaheim, 2007).
- [104]Hong Y Experimental demonstration of dual O+C-Band WdM transmission over 50-km SSMF with direct detection J. Lightwave Technol. 2020 38 2278 2284 10.1109/JLT.2020.2964155 · DOI
- [105]Wonfor A Large port count high-speed optical switch fabric for use within datacenters [Invited] J. Optical Commun. Netw. 2011 3 A32 A39 10.1364/JOCN.3.000A32 · DOI
- [106]Cheng QX Recent advances in optical technologies for data centers: a review Optica 2018 5 1354 1370 10.1364/OPTICA.5.001354 · DOI
- [107]Lacaita A Single-photon detection beyond 1 μm: performance of commercially available germanium photodiodes Appl. Opt. 1994 33 6902 6918 10.1364/AO.33.006902 20941237 · DOI
- [108]Michel J Liu JF Kimerling LC High-performance Ge-on-Si photodetectors Nat. Photonics 2010 4 527 534 10.1038/nphoton.2010.157 · DOI
- [109]Billah MR Hybrid integration of silicon photonics circuits and InP lasers by photonic wire bonding Optica 2018 5 876 883 10.1364/OPTICA.5.000876 · DOI · Paper page
- [110]Li N Ultra-low-power sub-photon-voltage high-efficiency light-emitting diodes Nat. Photonics 2019 13 588 592 10.1038/s41566-019-0463-x · DOI
- [111]Matsumoto T Hybrid-integration of SOA on silicon photonics platform based on flip-chip bonding J. Lightwave Technol. 2019 37 307 313 10.1109/JLT.2018.2870128 · DOI
- [112]Luo XS Wafer-scale dies-transfer bonding technology for hybrid III/V-on-silicon photonic integrated circuit application IEEE J. Sel. Top. Quantum Electron. 2016 22 8200612 10.1109/JSTQE.2016.2553453 · DOI
- [113]Yoon J Heterogeneously integrated optoelectronic devices enabled by micro-transfer printing Adv. Optical Mater. 2015 3 1313 1335 10.1002/adom.201500365 · DOI
- [115]Hadibrata W Compact, high-resolution inverse-designed on-chip spectrometer based on tailored disorder modes Laser Photonics Rev. 2021 15 2000556 10.1002/lpor.202000556 · DOI
- [116]Yu SL Optical Free-form couplers for high-density integrated photonics (OFFCHIP): a universal optical interface J. Lightwave Technol. 2020 38 3358 3365 10.1109/JLT.2020.2971724 · DOI
- [117]Jimenez Gordillo OA Plug-and-play fiber to waveguide connector Opt. Express 2019 27 20305 20310 10.1364/OE.27.020305 31510127 · DOI
- [118]Kita DM High-performance and scalable on-chip digital Fourier transform spectroscopy Nat. Commun. 2018 9 4405 10.1038/s41467-018-06773-2 30353014 PMC6199339 · DOI
- Authors
- Li, A., Yao, C., Xia, J., Wang, H., Cheng, Q., Penty, R., Fainman, Y., & Pan, S.
- Affiliations
- Nanjing University of Aeronautics and Astronautics (CN)
- University of Cambridge (GB)
- University of California San Diego (US)
- Corresponding author
- Cheng, Qixiang
- Fainman, Yeshaiahu
- Pan, Shilong
- ORCID
- Venue
- Light: Science & Applications
- Published
- 2022-06-07
- Volume
- 11
- Issue
- 1
- Pages
- 174-174
- ISSN
- 2047-7538 (ISSN-L)
- PMC
- PMC9174208
- OpenAlex
- W4282039959
- Cited by
- 309
- References
- 109
- Citations by year
- 2026: 70 · 2025: 101 · 2024: 89 · 2023: 43 · 2022: 6
- FWCI
- 3.89
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Light Science & Applications (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Apollo (University of Cambridge) (submittedVersion, cc-by)
- Apollo (cc-by)
- Apollo
- Funders
- National Natural Science Foundation of China (62105149)
- Natural Science Foundation of Jiangsu Province (BK20210288)
- Topics
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Photonic and Optical Devices
- Physical Sciences › Engineering › Biomedical Engineering › Advanced optical system design
- Physical Sciences › Engineering › Electrical and Electronic Engineering › CCD and CMOS Imaging Sensors
- Keywords
- spectrometer miniaturization, CMOS-compatible fabrication, Internet of Things, manufacturability, technology readiness level, market trends
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review