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2025 International conference on Intelligent Control, computing and Communications, IC3 2025

作者： Kushwah, Virendra Singh Krishnan, Sivaneasan Bala Upreti, Kamal Kumar, Manoj Kshirsagar, Pravin R. Singh, Vinai K. Singapore Institute of Technology Singapore School of Sciences Christ University Department of Computer Science DelhiNCR Ghaziabad India Gurukula Kangri University Department of Mathematics and Statistics Haridwar India J D College of Engineering & Management Department of Electronics & Telecommunication Engineering Nagpur India Gl Bajaj Group of Institutions Department of Computer Science & Engineering Mathura India

ISBN: (纸本)9798331527495

Type ii diabetes mellitus, on the other hand has been regarded as one of the growing concerns globally and thus clearly raises the need for making accurate forecasts of diabetes. The risk for Type ii diabetes can be predicted using Ma-chine Learning as well as any other form to make the predictions much more enhanced than the traditional methods. This paper aims to give a broad overview of literature that has so far been available on the ML algorithms used in the management of Type ii diabetes including such supervised algorithms as logistic regression, alphabet regression, random forest, support vector regression along with other methods such as, ensemble learning, deep learning, and hybrid. Analysis of the main aspects for the performance model such as parameter selection, the way to face and cope with imbalance parameters, interpretability and generalizability across different populations, another aspect that was regarded is the possibility of using real-time data collected with wearable devices and applying tissue and other biomarkers for better prediction. Finally, the key obstacles and future directions towards developing ML algorithms and models explainable and clinically relevant have been introduced to help researchers and practitioners toward effective, personalized, and scalable interventions. © 2025 IEEE.

关键词： Support vector regression

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Advances in Type ii Diabetes Prediction: A Comprehensive Review of Machine Learning Techniques

Advances in Type II Diabetes Prediction: A Comprehensive Rev...

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Intelligent Control, computing and Communications (IC3), International conference on

作者： Virendra Singh Kushwah Sivaneasan Bala Krishnan Kamal Upreti Manoj Kumar Pravin R. Kshirsagar Vinai K. Singh Singapore Institute of Technology SINGAPORE Department of Computer Science School of Sciences Christ University Ghaziabad INDIA Department of Mathematics and Statistics Gurukula Kangri University Haridwar INDIA Department of Electronics & Telecommunication Engineering J D College of Engineering & Management Nagpur INDIA Department of Computer Science & Engineering GL Bajaj Group of Institutions Mathura India

ISBN: (数字)9798331527495

ISBN: (纸本)9798331527501

关键词： Deep learning Support vector machines Adaptation models Accuracy Biological system modeling Predictive models Prediction algorithms Data models Diabetes Wearable devices

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Testbed and Experiments for Quantum-Conventional Networking

Testbed and Experiments for Quantum-Conventional Networking

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Quantum Communications, Networking, and computing (QCNC), International conference on

作者： Nageswara S. V. Rao Muneer Alshowkan Joseph C. Chapman Hsuan-Hao Lu Nicholas A. Peters Joseph M. Lukens Guoliang Xue Saikat Guha Emily Van Milligen Don Towsley Gayane Vardoyan Leonardo Bacciottini Linran Fan Oak Ridge National Laboratory Oak Ridge USA Purdue University West Lafayette IN USA Arizona State University Tempe AZ USA University of Maryland College Park MD USA University of Massachusetts Amherst MA USA University of Texas Austin TX USA

ISBN: (数字)9798331531591

ISBN: (纸本)9798331531607

The realization of quantum networks requires the development of devices and methods unprecedented in conventional networks, and yet they critically depend on the latter for implementing foundational blocks and essential operations. We describe a testbed to support the development and testing of their functionality and performance by providing quantum and conventional data planes and devices, together with a secure conventional control plane. It incorporates a variety of entangled photon sources, qubit technologies, detector technologies, photonic components, and supporting conventional switches and workstations. It implements a novel fiber telescoping scheme that provides suites of connections using fiber spools and inground-aerial fiber loops. We briefly summarize a variety of experiments conducted over this testbed including: (i) flex-grid quantum connection experiments, (ii) quantum state and channel tomography, (iii) utilization of quantum key distribution keys to secure conventional encryption and firewall devices, (iv) comparative study of analytical capacity estimates and entanglement throughput, (v) deployed squeezing coexisting with conventional communications, and (iv) measurement of polarization time variation.

关键词： Optical fiber polarization Performance evaluation Quantum entanglement Optical fiber networks Tomography Optical fiber devices Workstations Synchronization Optical fiber testing photonics

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photonic devices and algorithms for computing ii

Photonic Devices and Algorithms for Computing II

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2001年

作者： Abdul Ahad Sami Awwal Iftekharuddin M Khan

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Herd male genetic algorithm

Herd male genetic algorithm

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conference on photonic devices and algorithms for computing ii

作者： Caulfield, HJ Phys Opt Corp Nashville TN 37208 USA

ISBN: (纸本)081943759X

There are two extremes in optimization with little ground between them. They are local optimization and global optimization. Local optimization is normally very fast, but the optimum it finds may be far from the best (global) optimum. Global optimization is very slow, but it gives the best optimum - at least in principle. Using mammal herds as rough models, we suggest a new evolutionary method that has aspects of both and achieves intermediate results most of the time: faster-than-global convergence with better-than-local performance.

关键词： Genetic algorithms Fourier transforms Optical filters Performance modeling algorithms Chemical elements Genetics Optimization (mathematics) photonic devices Stochastic processes

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Parallel computing systems using integrated optoelectronic devices

Parallel computing systems using integrated optoelectronic d...

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conference on photonic devices and algorithms for computing ii

作者： Ishikawa, M Univ Tokyo Grad Sch Engn Dept Math Engn & Informat Phys Bunkyo Ku Tokyo 1138656 Japan

ISBN: (纸本)081943759X

Optical interconnections and integrated optoelectronic devices are expected to be promising candidates that solve the lack of interconnection bandwidth between large-scale integrated circuits (LSIs). However, although two-dimensional parallel devices such as vertical-cavity surface-emitting lasers (VCSELs) and spatial light modulators (SLMs) have massive parallelism, their capabilities are not fully utilized without appropriate way to yields high speed processing. From the viewpoint of system and algorithm, the improvement of the physical layer by optical technologies should require the reconsideration of the architectural design and algorithms so that enough performance improvements could be obtained. In this paper, we will present several of our optoelectronic parallel computing systems including a two-layer pipelined parallel system, which is called OCULAR-ii. The system uses VCSELs and phase modulation SLM for realizing free-space reconfigurable optical interconnects. The algorithmic approach is discussed including the optimal load allocation for optically interconnected systems and a novel database management algorithm. As one of the most important technological challenges, the alignment problem of optical beam is also investigated.

关键词： parallel computing integrated optical devices optical interconnection VCSEL SLM

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One-step trinary signed-digit arithmetic using an efficient encoding scheme

One-step trinary signed-digit arithmetic using an efficient ...

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conference on photonic devices and algorithms for computing ii

作者： Salim, WY Fyath, RS Ali, SA Alam, MS Univ Basrah Coll Sci Dept Comp Sci Basrah Iraq

ISBN: (纸本)081943759X

The trinary signed-digit (TSD) number system is of interest for ultrafast optoelectronic computing systems since it permits parallel carry-free addition and borrow-free subtraction of two arbitrary length numbers in constant time. In this paper, a simple coding scheme is proposed to encode the decimal number directly into the TSD form. The coding scheme enables one to perform parallel one-step TSD arithmetic operation. The proposed coding scheme uses only a 5-combination coding table instead of the 625-combination table reported recently for recoded TSD arithmetic technique.

关键词： optoelectronic computing trinary signed-digit encoding carry-free addition borrow-free subtraction

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Translation of decoupling circuits into photonic devices

Translation of decoupling circuits into photonic devices

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conference on photonic devices and algorithms for computing IV

作者： Giglmayr, J Kwanju Inst Sci & Technol Dept Informat & Commun Kwangju 500712 South Korea

ISBN: (纸本)081944555X

Several circuits, the following two are denoted by (A) and (B), are needed for decoupling of light-wave circuits (LWCs) and for a future transfer function matrix (TFM) synthesis of LWCs. (A) Controller matrix of a feedback (FB) which is an optical network composed of (i) variable weighted distributed FBs, implemented by electro-optically tunable gratings at waveguides (WGs) and (ii) optical isolators (OIs) or (iii) switches, respectively, for the correct flow of the optical field in the network. The controller matrix may be generalized to include space-variable elements according to a step function by step-wise arranged electrodes at the substrate of the gratings. Another generalization is the introduction of several wavelengths by subsequently arranged gratings of different spacing at the WGs of the controller matrix. The inclusion of such controller matrices at several wavelengths into a WDM switch requires various frequency converters (FCs) for the non-blocking operation. (B) Optical differentiator with regard to the longitudinal space coordinate of a WG which is composed of (i) reflection-type Mach-Zehnder interferometers (RMZIs) arranged at a (ii) fish-bone WG pattern for the implementation of the parallel RMZIs. The interleaved organization of the arms in (ii) provides the approximate differentiation of tile optical field in a WG. The application of (A) and (B) to the advanced control of couplers is proposed (derivative FB). The paper presents circuits and their principles rather than their evaluation. The final goal is the photonic integration of the presented decoupling circuits.

关键词： waveguide coupling decoupling distributed feedback output feedback derivative feedback tapering in 2-D tapering in 3-D (tunable) grating controller matrix reflection-type Mach-Zehnder interferometer difference scheme forward rule backward rule differentiation of the optical field in a waveguide

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High-performance end-to-end deep learning IM/DD link using optics-informed neural networks

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OPTICS EXPRESS 2023年第12期31卷 20068-20079页

作者： Roumpos, Ioannis De Marinis, Lorenzo Kirtas, Manos Passalis, Nikolaos Tefas, Anastasios Contestabile, Giampiero Pleros, Nikos Moralis-Pegios, Miltiadis Vyrsokinos, Konstantinos Aristotle Univ Thessaloniki Dept Phys Thessaloniki Greece Aristotle Univ Thessaloniki Dept Informat Thessaloniki Greece Aristotle Univ Thessaloniki Ctr Interdisciplinary Res & Innovat Thessaloniki Greece Scuola Super Sant Anna I-56124 Pisa Italy

In this paper, we introduce optics-informed Neural Networks and demonstrate experimentally how they can improve performance of End-to-End deep learning models for IM/DD optical transmission links. Optics-informed or optics-inspired NNs are defined as the type of DL models that rely on linear and/or nonlinear building blocks whose mathematical description stems directly from the respective response of photonic devices, drawing their mathematical framework from neuromorphic photonic hardware developments and properly adapting their DL training algorithms. We investigate the application of an optics-inspired activation function that can be obtained by a semiconductor-based nonlinear optical module and is a variant of the logistic sigmoid, referred to as the photonic Sigmoid, in End-to-End Deep Learning configurations for fiber communication links. Compared to state-of-the-art ReLU-based configurations used in End-to-End DL fiber link demonstrations, optics-informed models based on the photonic Sigmoid show improved noise-and chromatic dispersion compensation properties in fiber-optic IM/DD links. An extensive simulation and experimental analysis revealed significant performance benefits for the photonic Sigmoid NNs that can reach below BER HD FEC limit for fiber lengths up to 42 km, at an effective bit transmission rate of 48 Gb/s. & COPY;2023 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement

关键词： Bit error rate Fiber optic communications Nonlinear impairments Optical computing Optical signals photonic devices

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High aspect ratio submicron microstructures in LiNbO₃:: fabrication and potential applications to photonic devices

High aspect ratio submicron microstructures in LiNbO<sub>3</...

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conference on photonic devices and algorithms for computing

作者： Yin, SZ Penn State Univ Dept Elect Engn University Pk PA 16802 USA

ISBN: (纸本)0819432911

Fabrication of high aspect ratio submicron to nanometer range micro structures in LiNbO3 using a state of the art Schlumberger AMS 3000 focused ion beam (FIB) system is presented. The submicron structures with about 350 nm width and 1600 nm depth are fabricated by employing XeF2 gas assisted Gallium ion beam etching with 50 pA of ion beam current. A variety of opto-electronic devices such as micro sensors, directional couplers, extremely compact electro-optic modulators and wavelength filters could be built based on this type of high aspect ratio submicron structures in LiNbO3, which may lead to the next generation of integrated opto-electronic devices that have higher levels of device integration and enhanced functionality.

关键词： lithium niobate focused ion beam etching photonic devices microstructures MEMs

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