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Nonlinear encoding in diffractive information processing using linear optical materials

Light(Science & Applications) 2024年第8期13卷 1675-1688页

作者： Yuhang Li Jingxi Li a.dogan ozcan Electrical&Computer Engineering Department University of CaliforniaLos AngelesCA 90095USA Bioengineering Department University of CaliforniaLos AngelesCA 90095USA California NanoSystems Institute(CNSI) University of CaliforniaLos AngelesCA 90095USA

Nonlinear encoding of optical information can be achieved using various forms of data ***,we analyze the performances of different nonlinear information encoding strategies that can be employed in diffractive optical processors based on linear materials and shed light on their utility and performance gaps compared to the state-of-the-art digital deep neural *** a comprehensive evaluation,we used different datasets to compare the statistical inference performance of simpler-to-implement nonlinear encoding strategies that involve,e.g.,phase encoding,against data repetition-based nonlinear encoding *** show that data repetition within a diffractive volume(e.g.,through an optical cavity or cascaded introduction of the input data)causes the loss of the universal linear transformation capability of a diffractive optical ***,data repetition-based diffractive blocks cannot provide optical analogs to fully connected or convolutional layers commonly employed in digital neural ***,they can still be effectively trained for specific inference tasks and achieve enhanced accuracy,benefiting from the nonlinear encoding of the input *** results also reveal that phase encoding of input information without data repetition provides a simpler nonlinear encoding strategy with comparable statistical inference accuracy to data repetition-based diffractive *** analyses and conclusions would be of broad interest to explore the push-pull relationship between linear material-based diffractive optical systems and nonlinear encoding strategies in visual information processors.

关键词： nonlinear simpler Nonlinear

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OAM-based diffractive all-optical classification

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Advanced Photonics 2024年第1期6卷 6-7页

作者： Md Sadman Sakib Rahman a.dogan ozcan University of California Electrical and Computer Engineering DepartmentLos AngelesCaliforniaUnited States University of California Bioengineering DepartmentLos AngelesCaliforniaUnited States University of California California NanoSystems Institute(CNSI)Los AngelesCaliforniaUnited States

Object classification is an important aspect of machine *** practices in object classification entail the digitization of object information followed by the application of digital algorithms such as deep neural *** execution of digital neural networks is power-consuming,and the throughput is *** existing von Neumann digital computing paradigm is also less suited for the implementation of highly parallel neural network architectures.^(1)

关键词： consuming digit neural

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Prognostic factors and clinical features of rhino-orbitalmucormycosis cases:an update for patient and visual survivals

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International Journal of Ophthalmology(English edition) 2024年第5期17卷 916-923页

作者： Mustafa Aksoy Altan Atakan ozcan Burak Ulas Department of Ophthalmology Cukurova University Faculty of MedicineSaricamAdana 01330Türkiye

AIM:To determine the frequency of patients’vision survival and prognostic factors and evaluate clinical features in rhino-orbital ***:Forty-three eyes of 43 patients followed up with orbital mucormycosis infections were included in the *** characteristics of the patients,symptoms at admission,ophthalmologic and non-ophthalmologic examination findings,clinical findings during follow-up,medical and surgical procedures,and complications were *** survival was determined by assessing the incidence of mortality,and vision survival was defined as achieving a final visual acuity of at least light ***:Twenty-seven(62.8%)patients were male,and 16(37.2%)were *** the underlying disease status of the patients was examined,it was observed that all patients had an underlying disease and diabetes constituted the majority(65.2%).Periorbital swelling(69.8%)and ophthalmoplegia(53.5%)were the most common symptoms and findings at the admission of patients with mucormycosis *** disease resulted in death in 22(51.2%)*** presence of fever and shorter duration of antifungal therapy were associated with lower patient *** surgery was not found to be associated with the survival of the *** eye,loss of pupillary light reflex,and development of central retinal artery occlusion were associated with lower vision ***:This study presents one of the most extensive patient series in the literature on rhino-orbital *** the patients’symptoms at the time of admission and the clinical findings during the infection process will increase awareness about the disease.

关键词： mucormycosis rhino-orbital-mucormycosis orbital apex syndrome retinal arterial occlusion

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Effect of a cervical collar on optic nerve sheath diameter in trauma patients

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World Journal of Emergency Medicine 2024年第2期15卷 126-130页

作者： Mümin Murat Yazici ozcan Yavasi Department of Emergency Medicine Recep Tayyip Erdogan University Training and Research HospitalRize 53020Türkiye

BACKGROUND:As advocated in advanced trauma life support and prehospital trauma life support protocols,cervical immobilization is applied until cervical spine injury is *** study aimed to show the difference in optic nerve sheath diameter(ONSD)between patients with and without a cervical collar using computed tomography(CT).METHODS:This was a single-center,retrospective study examining trauma patients who presented to the emergency department between January 1,2021,and December 31,*** ONSD on brain CT of the trauma patients was measured and analyzed to determine whether there was a difference between the ONSD with and without the cervical ***:The study population consisted of 169 *** CT imaging of patients with(n=66)and without(n=103)cervical collars,the mean ONSD in the axial plane were 5.43±0.50 mm and 5.04±0.46 mm respectively for the right eye and 5.50±0.52 mm and 5.11±0.46 mm respectively for the left *** results revealed an association between the presence of a cervical collar and the mean ONSD,which was statistically significant(P<0.001)for both the right and left ***:A cervical collar may be associated with increased *** effect of this increase in the ONSD on clinical outcomes needs to be investigated,and the actual need for cervical collar in the emergency department should be evaluated on a case-by-case basis.

关键词： Optic nerve sheath diameter Computed tomography Trauma Emergency medicine

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All-optical complex field imaging using diffractive processors

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Light(Science & Applications) 2024年第6期13卷 1122-1139页

作者： Jingxi Li Yuhang Li Tianyi Gan Che-Yung Shen Mona Jarrahi a.dogan ozcan Electrical and Computer Engineering Department University of CaliforniaLos AngelesCA90095USA Bioengineering Department University of CaliforniaLos AngelesCA90095USA California NanoSystems Institute(CNSI) University of CaliforniaLos AngelesCA90095USA

Complex field imaging,which captures both the amplitude and phase information of input optical fields or objects,can offer rich structural insights into samples,such as their absorption and refractive index ***,conventional image sensors are intensity-based and inherently lack the capability to directly measure the phase distribution of a *** limitation can be overcome using interferometric or holographic methods,often supplemented by iterative phase retrieval algorithms,leading to a considerable increase in hardware complexity and computational ***,we present a complex field imager design that enables snapshot imaging of both the amplitude and quantitative phase information of input fields using an intensity-based sensor array without any digital *** design utilizes successive deep learning-optimized diffractive surfaces that are structured to collectively modulate the input complex field,forming two independent imaging channels that perform amplitude-to-amplitude and phase-to-intensity transformations between the input and output planes within a compact optical design,axially spanning~100 *** intensity distributions of the output fields at these two channels on the sensor plane directly correspond to the amplitude and quantitative phase profiles of the input complex field,eliminating the need for any digital image reconstruction *** experimentally validated the efficacy of our complex field diffractive imager designs through 3D-printed prototypes operating at the terahertz spectrum,with the output amplitude and phase channel images closely aligning with our numerical *** envision that this complex field imager will have various applications in security,biomedical imaging,sensing and material science,among others.

关键词： field. utilize collective

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Heat and mass transfer of a circular porous moist object located in a triangular shaped vented cavity

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Journal of Central South University 2024年第6期31卷 1956-1972页

作者： SELIMEFENDIGIL Fatih ozcan COBAN Seda OZTOP Hakan F Department of Mechanical Engineering College of EngineeringKing Faisal UniversityAl Ahsa 31982Saudi Arabia Department of Mechanical Engineering Manisa Celal Bayar UniversityManisa 45140Turkey Department of Mechanical Engineering Technology FacultyFırat UniversityElazığTurkey

Heat and mass transfer of a circular-shaped porous moist object inside a two-dimensional triangle cavity is investigated by using finite element *** porous object is considered to be a moist food sample,located in the middle of the cavity with inlet and outlet ports with different configurations of inlet/outlet *** drying performance is numerically assessed for different values of Reynolds numbers(between 50 and 250),dry air inlet temperature(between 40 and 80℃)and different locations of the *** is observed that changing the port locations has significant impacts on the flow recirculaitons inside the triangular chamber while convective drying performance is highly *** moisture content reduces with longer time and for higher Reynolds number(Re)*** P4 where inlet and outlet ports are in the middle of the walls provides the most effective configuration in terms of convective drying performance while the worst case is seen for P1 case where inlet and outlet are closer to the corners of the *** is a 192% difference between the moisture reduction of these two cases at Re=250,T=80℃ and t=120 min.

关键词： convective drying porous domain cavity flow inlet/exit port finite element method

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Determination of characteristics for mechanically separated organic fraction of MsW at a full-scale anaerobic digestion plant

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Waste Disposal and Sustainable Energy 2024年第2期6卷 233-241页

作者： Yagmur Kabakci Sadiye Kosar Ozgur dogan Fehmi Gorkem Uctug Osman Atilla Arikan Department of Environmental Engineering Istanbul Technical University34469 AyazagaIstanbulTurkiye TUBITAK Marmara Research Center 41400 GebzeKocaeliTirkiye Centre for Water Technology(WATEC)and Department of Biological and Chemical Engineering Aarhus UniversityOle Worms Allé38000 Aarhus CDenmark Faculty of Engineering Izmir University of Economics35330BalcovaIzmirTurkiye

Anaerobic digestion(AD)as a waste management method has the potential to reduce greenhouse gas emissions while pro-ducing renewable energy,making it a viable option for managing the organic fraction of municipal solid waste(OFMSW).OFMSW characteristics can vary depending on factors such as waste source,composition and separation *** charac-teristics of OFMSW are critical for analyzing and monitoring the AD process to optimize biogas *** this study,the waste composition and physicochemical characteristics of the mechanically separated OFMSW(ms-OFMSW)were determined at a full-scale AD plant in *** ms-OFMSW samples were collected monthly after mechanical separation and were subsequently sent to the anaerobic *** composition and physicochemical characteristics of the samples were determined by manual *** results showed that the majority of the ms-OFMSW(76.45%±1.71%)was organic,while 8.99%±1.56%was recyclable and 14.56%±1.69%was *** of environmental benefits for the recyclable materials was determined using a free online tool provided by Environmental Protection ***(399.7 GJ)and plas-tics(403.7 GJ)both saved nearly the same amount of energy while metals saved the most water(421.8 m3),with the greatest positive *** benefits ranged from 3 tons to 40 tons of carbon dioxide equivalent for each waste *** findings suggest that efficient pre-separation units can improve the anaerobic digestibility of OFMSW,while also providing greater environmental benefits by preventing recyclable waste from the anaerobic *** addition to encouraging source separation applications,this study demonstrates the need for improved technologies to separate OFMSW from mixed MSW.

关键词： Anaerobic digestion Composition Mechanical separation Organic fraction of municipal solid waste Ms-OFMSW

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Is sarcopenia effective on survival in patients with metastatic gastric cancer?

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World Journal of Gastrointestinal Oncology 2024年第5期16卷 1861-1868页

作者： Ozlem dogan Hayriye Sahinli Yakup Duzkopru Tuba Akdag Abdulkadir Kocanoglu Department of Medical Oncology Adıyaman University Training and Research HospitalAdiyaman 02100Turkey Department of Medical Oncology Ankara Etlik City HospitalAnkara 06170Turkey Department of Radiology University of Health SciencesDiskapi Yildirim Beyazit Training and Research HospitalAnkara 06000Turkey Department of Medical Oncology Ankara Ataturk Sanatoryum Training and Research HospitalAnkara 06170Turkey

BACKGROUND Sarcopenia is a progressively diminishing state characterized by the reduction of muscle mass and density,which is frequently observed in malignancies of solid *** To assess how sarcopenia affects the overall survival of individuals who have been diagnosed with metastatic gastric *** The study retrospectively included individuals who had been diagnosed with metastatic gastric cancer between January 2008 and December *** was identified through the calculation of the average Hounsfield units(HUAC)using computed tomography(CT)images taken at the time of diagnosis in *** A total of 118 patients with metastatic gastric cancer were *** was detected in 29 patients(24.6%).The median survival of all patients was 8(1-43)*** median survival of patients with sarcopenia was 2 mo,while it was 10 mo for those without sarcopenia(P<0.001).A significant relationship was found between sarcopenia and *** Sarcopenia has been observed to impact survival outcomes in various types of solid tumor *** patients can be identified in a short time,easily and inexpensively,by HUAC measurements from CT images used for diagnosis,and survival could be promoted with nutritional support.

关键词： Hounsfield units Sarcopenia Gastric cancer Survival Psoas muscle mass Muscle density

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All-optical image denoising using a diffractive visual processor

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Light(Science & Applications) 2024年第3期13卷 429-445页

作者： Çağatay Işıl Tianyi Gan Fazil Onuralp Ardic Koray Mentesoglu Jagrit Digani Huseyin Karaca Hanlong Chen Jingxi Li Deniz Mengu Mona Jarrahi Kaan Akşit a.dogan ozcan Electrical and Computer Engineering Department University of CaliforniaLos AngelesCA 90095USA Bioengineering Department University of CaliforniaLos AngelesCA 90095USA California NanoSystems Institute(CNSI) University of CaliforniaLos AngelesCA 90095USA University College London Department of Computer ScienceLondonUnited Kingdom

Image denoising,one of the essential inverse problems,targets to remove noise/artifacts from input *** general,digital image denoising algorithms,executed on computers,present latency due to several iterations implemented in,e.g.,graphics processing units(GPUs).While deep learning-enabled methods can operate non-iteratively,they also introduce latency and impose a significant computational burden,leading to increased power ***,we introduce an analog diffractive image denoiser to all-optically and non-iteratively clean various forms of noise and artifacts from input images–implemented at the speed of light propagation within a thin diffractive visual processor that axially spans<250×λ,whereλis the wavelength of *** all-optical image denoiser comprises passive transmissive layers optimized using deep learning to physically scatter the optical modes that represent various noise features,causing them to miss the output image Field-of-View(FoV)while retaining the object features of *** results show that these diffractive denoisers can efficiently remove salt and pepper noise and image rendering-related spatial artifacts from input phase or intensity images while achieving an output power efficiency of~30–40%.We experimentally demonstrated the effectiveness of this analog denoiser architecture using a 3D-printed diffractive visual processor operating at the terahertz *** to their speed,power-efficiency,and minimal computational overhead,all-optical diffractive denoisers can be transformative for various image display and projection systems,including,e.g.,holographic displays.

关键词： remove rendering holographic

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Streamlined CFD simulation framework to generate wind-pressure coefficients on building facades for airflow network simulations

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Building Simulation 2021年第4期14卷 1189-1200页

作者： Timur dogan Patrick Kastner Cornell University Department of ArchitectureEnvironmental Systems LaboratoryEast Sibley HallIthacaNY14850USA

Building energy modeling software generally comes with capable airflow network solvers for natural ventilation evaluation in multi-zone building energy models. These approaches rely on arrays of pressure coefficients representing different wind directions derived from simple box-shaped buildings without contextual obstructions. For urban or obstructed sites, or more complex building shapes, however, further evaluation is needed to avoid geometric oversimplification. In this study, we present an automated and easy-to-use simulation workflow for OpenFOAM-based exterior airflow simulations to generate arrays of pressure coefficients for arbitrary building shapes and contextual situations. The workflow is compared to other methods commonly used to obtain pressure coefficients for natural ventilation analysis. Finally, we assess for which climate zones and building types modelers should rely on more accurate CFD-based pressure coefficients and where it may be justifiable to rely on easier and readily available analytical approaches to determine pressure coefficients. Results suggest that existing workflows lead to significant error in predicted comfort hours for climates in the Global South and modelers should consider CFD-based facade pressure coeficients.

关键词： natural ventilation airflow networks EnergyPlus pressure coefficients computational fluid dynamics

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