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| 1 | High-precision whispering gallery microsensors with ergodic spectra empowered by machine learning显示文摘Whispering gallery mode(WGM)microcavities provide increasing opportunities for precision measurement due to their ultrahigh sensitivity,compact size,and fast response.However,the conventional WGM sensors rely on monitoring the changes of a single mode,and the abundant sensing information in WGM transmission spectra has not been fully utilized.Here,empowered by machine learning(ML),we propose and demonstrate an ergodic spectra sensing method in an optofluidic microcavity for high-precision pressure measurement.The developed ML method realizes the analysis of the full features of optical spectra.The prediction accuracy of 99.97%is obtained with the average error as low as 0.32 kPa in the pressure range of 100 kPa via the training and testing stages.We further achieve the real-time readout of arbitrary unknown pressure within the range of measurement,and a prediction accuracy of 99.51%is obtained.Moreover,we demonstrate that the ergodic spectra sensing accuracy is∼11.5%higher than that of simply extracting resonating modes’wavelength.With the high sensitivity and prediction accuracy,this work opens up a new avenue for integrated intelligent optical sensing. | BING DUAN HANYING ZOU JIN-HUI CHEN CHUN HUI MA XINGYUN ZHAO XIAOLONG ZHENG CHUAN WANG LIANG LIU DAQUAN YANG | 2022 | Photonics Research2022，10，10： | 3 |
| 2 | Diagnostic accuracy of whole-body MRI/DWI image fusion for detection of malignant tumours:a comparison with PET/CT显示文摘 | Fischer MA Nanz D Hany T | | 0，，02： | 1 |
| 3 | Diagnostic accuracy of whole-bodyMRI/DWI image fusion for detection of malignant tumours: A comparison with PET/CT显示文摘 | Fischer MA Nanz D Hany T | 2011 | European Journal of Radiology2011，21，2： | 1 |
| 4 | Genetics of pediatric epilepsy显示文摘 | Hani AJ Mikait HM Mikait MA | 2015 | Pediatr Clin North Am2015，62，3： | 1 |
| 5 | Predictive factors of morbidity and mortality after surgery in the elderly显示文摘 | Hani MA Cherif A Bouasker I | 2004 | Tunis Med2004，82，8： | 1 |
| 6 | Postcatheteriza-tion femoral artery pseudoaneurysms : therapeutic options, acase - controlled study显示文摘 | Heis HA Bani - Hani KE Elheis MA | 2008 | Int J Surg2008，6，3： | 1 |
| 7 | Mortality reduction after implementing a clinical practice guidelines-based management protocol for severe traumatic brain injury显示文摘 | Yaseen MA Samir H Hani MT | 2010 | Journal of Critical Care2010，25，2： | 1 |
| 8 | Predictive factors of morbidity and mortality after surgery in the elderly显示文摘 | Hani MA Cherif A Bouasker I | 2004 | Tunis Med2004，82，8： | 1 |
| 9 | Numerical simulation of densification during consolidation of titanium-matrix coated fibers 显示文摘 | Ma Zhijun Yang Yanqing Wang Hanying | 2006 | Composites: Part A2006，37，10： | 1 |
| 10 | A clinical comparison of the anterolateral and posterolateral approaches to the hip显示文摘 | Ritter MA Hany LD Keafing ME | 2001 | Clin Orthop Relat Res2001，，： | 1 |
| 11 | Diagnostic accuracy of whole- body MRI/I)WI image fusioa for detection of malignant tumours: a comparison wit h PET/CT显示文摘 | Fischer MA Nanz D Hany T | 2010 | Eur Radiol2010，21，2： | 1 |
| 12 | Detection of t(11;22)(q24;q12) translocation breakpoint in paraffin-embedded tissue of the Ewing's sarcoma family by nested reverse transcription-polymerase chain reaction显示文摘 | Adams V Hany MA Schmid M | 1996 | Diagn Mol Pathol1996，5，2： | 1 |
| 13 | A childhood fibrolamellar hepatocellular carcinoma with increased aromatase activity and a near triploid karyotype显示文摘 | Hany MA Betts DR Schmugge M | 1997 | Med Pediatr Oncol1997，28，2： | 1 |
| 14 | ^18 F-FDG imaging:pitfalls and artifacts显示文摘 | Mohei MA Elpida SC Hani AN | 2005 | J Nucl Med Tech2005，33，3： | 1 |
| 15 | Clinical comparison of conventional testicular sperm extraction and microdissection techniques for non-obstructive azoospermia显示文摘 | Ghalayini IF Al-Ghazo MA Hani OB | 2011 | J Clin Med Res2011，3，3： | 1 |
| 16 | Degradable Protein-loaded Polymer Capsules Fabricated by Thiol-disulfide Cross-linking Reaction at Liquid-liquid Interface显示文摘In these years, the encapsulation of proteins for protection and delivery purpose has attracted great interest. In this research,W/O emulsion droplets were used as soft templates and bovine serum albumin(BSA) encapsulated hollow capsules were prepared by liquid-liquid interfacial thiol-disulfide exchange reaction. Block copolymer chains with pendant pyridyl disulfide groups are located at liquid-liquid interface, and upon addition of a macromolecular crosslinking agent with multiple pendant thiol groups into an emulsion,thiol-disulfide interfacial crosslinking reactions lead to the formation of BSA encapsulated hollow capsules. The cleavage of disulfides on the membranes results in the degradation of hollow structures and the release of encapsulated protein molecules. Transmission electron microscopy, scanning electron microscopy, atomic force microscopy, and confocal laser scanning microscopy were employed to characterize the hollow capsules. In comparison with native BSA, BSA molecules encapsulated in the hollow structures show higher catalytic efficiency due to higher local concentration of reactants in the structures. The membranes of the hollow capsules can efficiently protect the encapsulated BSA from hydrolysis by trypsin. | Xiaoteng Ma Guangda Han Hanying Zhao | 2019 | Chinese Journal of Polymer Science2019，37，8： | 0 |
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