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检索条件"任意字段=Conference on Advanced Sensor Systems and Applications X"

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***: A Zero-Energy Neural Network Accelerator for Embedded Sensing and Inference systems 19

***: A Zero-Energy Neural Network Accelerator for Embedded S...

引用

17th ACM conference on Embedded Networked sensor systems (SenSys)

作者： Lee, Seulki Nirjon, Shahriar Univ N Carolina Chapel Hill NC 27515 USA

ISBN: (纸本)9781450369503

We introduce *** a co-processor architecture consisting of a main microcontroller (MCU) that executes scaled-down versions of a deep neural network(1) (DNN) inference task, and an accelerator microcontroller that is powered by harvested energy and follows the intermittent computing paradigm [76]. The goal of the accelerator is to enhance the inference performance of the DNN that is running on the main microcontroller. *** opportunistically accelerates the run-time performance of a DNN via one of its four acceleration modes: extended inference, expedited inference, ensemble inference, and latent training. To enable these modes, we propose two sets of algorithms: (1) energy and intermittence-aware DNN inference and training algorithms, and (2) a fast and high-precision adaptive fixed-point arithmetic that beats existing floating-point and fixed-point arithmetic in terms of speed and precision, respectively, and achieves the best of both. To evaluate ***, we implement low-power image and audio recognition applications and demonstrate that their inference speedup increases by 1.6x and 1.7x, respectively, and the inference accuracy increases by 10% and 16%, respectively, when compared to battery-powered single-MCU systems.

关键词： Accelerator Deep neural networks Zero energy Batteryless

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Multilayered self-assembled optical fiber sensors for biomedical applications

Multilayered self-assembled optical fiber sensors for biomed...

引用

conference on Optical Fibers and sensors for Medical applications III

作者： Mecham, JB Kang, Y Davis, B Arregui, FJ Matias, IR Clause, RO NanoSon Inc Blacksburg VA 24060 USA

ISBN: (纸本)0819447579

We report recent developments in the design and fabrication of molecularly self-assembled thin film materials that may be incorporated with optical fiber waveguides to form humidity and other gas sensors of use in biomedical diagnostic systems. Optical fiber distal end sensors based on this concept may be fabricated by molecularly self-assembling selected polymers and functionalized inorganic nanoclusters into multilayered optical thin films on the cleaved and polished flat ends of singlemode optical fibers. Prior work reported at this meeting has studied the synthesis process and sensor dynamics, including sensor 10-90% risetime on the order of microseconds. This paper briefly reviews that work but then reports new developments in the synthesis of the sensor films.

关键词： sensors Polymers Multilayers Humidity Optical fibers Molecular self-assembly Thin films Fiber optics sensors Chemical elements Biomedical optics

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New system applications of modern RF SAW filters

New system applications of modern RF SAW filters

引用

IEEE 1995 NTC Microwave systems conference INTC 95)/1995 International Microwave Symposium and Exhibition

作者： ANEMOGIANNIS, K BAUREGGER, J MACHUI, J RIHA, G SIEMENS MATSUSHITA COMPONENTS MUNICHGERMANY

ISBN: (纸本)078032594X

Modern mobile communication systems have a radio frequency between 800 MHz and 2.0 GHz. Wireless communication systems are one of the most rapidly growing areas of telecommunication. The cellular phone and the cordless phone are already established in today's life. Additional systems like personal communication systems with global access and wireless data networks will become part of tomorrow's communication. The development of such systems is focused on both technological evolution and functional features. The continuously increasing demand for miniaturised components has led to an establishment of SAW components in the circuit of advanced radio devices especially. Furthermore, the specific performance of RF SAW components has an influence on the receiver circuit already. The radio quality is increased, weight, size and total circuit cost are reduced. © 1995 IEEE.

关键词： Mobile telecommunication systems

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A Deep Learning Enabled Software-Defined Radio based Routing Protocol for Underwater Acoustic sensor Networks

A Deep Learning Enabled Software-Defined Radio based Routing...

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2022 International conference on Sustainable Computing and Data Communication systems, ICSCDS 2022

作者： Sreeraj, Anoop Vijayalakshmi, P. Rajendran, V. Vels Institute of Science Technology Advanced Studies Department of Electronics Communication Engineering Chennai India

ISBN: (纸本)9781665478847

Over the recent years, several aquatic applications rely on promising networking techniques like the underwater acoustic sensor network (UWSN) for data exchange. UWSN exhibits certain challenges like high energy consumption, low bandwidth, and high latency while building network protocols. The UWSN routing issue is addressed in this paper by introducing a lifetime aware, energy efficient, adaptive, deep learning enabled software-defined radio-based routing protocol for underwater acoustic sensor networks. The network development risks are largely reduced and the flexibility is increased using a novel paradigm called Software-Defined Networking (SDN). Distribution of the sensor nodes and their residual energy helps in prolonging the network lifetime using generic MAC protocols. An adequate number of nodes are selected for forwarding the packets by calculating the reward function throughout the routing process while distributing the residual energy of each node among a group of nodes. A deep reinforcement learning algorithm is used for optimization of this routing protocol by reducing the throughput and delay. Network lifetime, latency, energy efficiency, and packet delivery rate of the proposed model is compared with the existing models. Simulation is performed on Aqua-sim platform. From the results of simulation, it is evident that the proposed model increases the network lifetime by 15% when compared to the conventional techniques. © 2022 IEEE.

关键词： Routing protocols

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A novel control system of PM brushless in-wheel motors used for EVs 6

A novel control system of PM brushless in-wheel motors used ...

引用

6th International conference on Electrical Machines and systems

作者： Ge, YH Li, CS Ni, GZ Zhejiang Univ Coll Elect Engn Hangzhou 310027 Peoples R China

ISBN: (纸本)750626210X

A novel DSP based control system of permanent magnet brushless in-wheel motors used for micro Electric Vehicles (EVs) is presented. A new digital electric differential algorithm and the corresponding control techniques, such as the measurement of the phase current by using one current sensor, the phase position measurement etc., are also discussed. Experimental results are presented to validate the feasibility and robustness of the proposed control system in engineering applications of EVs.

关键词： electric vehicles permanent magnet motors brushless machines machine control torque control electric current measurement DSP permanent magnet brushless in-wheel motors micro electric vehicles EV digital electric differential algorithm phase current measurement current sensor phase position measurement robustness

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Wi-Fi and GSM Based Motion sensor for Home Security System Apllication 4

Wi-Fi and GSM Based Motion Sensor for Home Security System A...

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4th International conference on Electronic Devices, systems and applications (ICEDSA)

作者： Jusoh, Mohamad Huzaimy Bin Jamali, Muhammad Firdaus Abidin, Ahmad Faizal bin Zainal Sulaiman, Ahmad Asari Hussin, Mohamad Fahmi Adv Comp & Commun Communities Res Appl Electromagnet Res Grp Shah Alam Malaysia Univ Teknol MARA Shah Alam Fac Elect Engn Selangor Malaysia

The Wi-Fi and GSM based home security system is a system designed to reduce the high rates of crimes in most personal housing. The overall project consists of three major parts;the input part that consists of sensors, the software part that operates the entire hardware structure, and the output part, which consists of camera, alarm system, and micro secure digital (SD) data storage card. It is based on the principle of infrared radiation generated by a human body heat which trigger the passive infrared (PIR) sensor. The microcontroller processes the received signal, then trigger the buzzer alarm, camera and alerts the home owner through an SMS. Once triggered, the camera will capture the image of the intruder and the image will be saved in SD card. As alert to the user (away), the Global System for Mobile Communication (GSM) will send the Short Message Service (SMS) from the device to the user's mobile phone. The image will be sent to Dropbox data cloud storage via Wi-Fi for further clarification. The prototype was successfully developed, tested and has been installed at residential area in Taman Cahaya Alam, Section U12, Shah Alam, Malaysia.

关键词： Global system for mobile communications

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Dynamic minimal spanning tree routing protocol for large wireless sensor networks

Dynamic minimal spanning tree routing protocol for large wir...

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2006 1st IEEE conference on Industrial Electronics and applications, ICIEA 2006

作者： Guangyan, Huang xiaowei, Li Jing, He Advanced Test Technology Lab. Institute of Computing Technology PI Chinese Academy of Sciences Beijing 100080 China Chinese Academy of Sciences Research Center on Data Technology and Knowledge Economy Beijing 100080 China

ISBN: (纸本)078039514X

Hundreds or thousands of wireless sensor nodes with limited energy resource are randomly scattered in the observation fields to extract the data messages for users. Because their energy resource cannot be recharged, energy efficiency becomes one of the most important problems. LEACH is an energy efficient protocol by grouping nodes into clusters and using Cluster Heads (CH) to fuse data before transmitting to the Base Station (BS). BCDCP improves LEACH by introducing a Minimal Spanning Tree (MST) to connect CHs and adopting iterative cluster splitting algorithm to choose CHs or form clusters. This paper proposes another innovative cluster-based routing protocol named Dynamic Minimal Spanning Tree Routing Protocol (DMSTRP), which improves BCDCP by introducing MSTs instead of clubs to connect nodes in clusters. Simulation results show that DMSTRP excels LEACH and BCDCP in terms of both network lifetime and delay when the network size becomes large. © 2006 IEEE.

关键词： Wireless sensor networks

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Active interrogation technique for wavelength-division-multiplexed fiber Bragg grating sensor system

Active interrogation technique for wavelength-division-multi...

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conference on Photonic systems and applications

作者： Yu, YL Tam, H Chung, WH Heilongjiang Univ Res Inst Fiber Opt Harbin 150080 Peoples R China

ISBN: (纸本)0819443255

An active interrogation technique for a 16-cascaded wavelength-division multiplexing fiber Bragg grating sensor system is proposed. The system has been demonstrated using a combination of a feedback control technique, which makes the transmission of an employed tunable F-P filter track the Bragg wavelength of the interrogated sensor automatically, and a technique for choosing the output wavelength of a ring-compounded-cavity fiber laser by tuning the applied voltage of the filter. Demodulated by using an unbalanced scanning Michelson interferometer, a sensitivity of 1.682 Deg/muepsilon has been achieved.

关键词： fiber Bragg grating ring-cavity fiber laser wavelength-division multiplexed interrogation demodulation fiber Bragg grating sensor system

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LogLens: A Real-time Log Analysis System 38

LogLens: A Real-time Log Analysis System

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38th IEEE International conference on Distributed Computing systems (ICDCS)

作者： Debnath, Biplob Solaimani, Mohiuddin Gulzar, Muhammad Ali Arora, Nipun Lumezanu, Cristian xu, Jianwu Zong, Bo Zhang, Hui Jiang, Guofei Khan, Latifur NEC Labs Amer Inc Princeton NJ 08540 USA Univ Texas Dallas CS Dept Richardson TX 75083 USA Ant Financial Hangzhou Peoples R China

ISBN: (纸本)9781538668719

Administrators of most user-facing systems depend on periodic log data to get an idea of the health and status of production applications. Logs report information, which is crucial to diagnose the root cause of complex problems. In this paper, we present a real-time log analysis system called LogLens that automates the process of anomaly detection from logs with no (or minimal) target system knowledge and user specification. In LogLens, we employ unsupervised machine learning based techniques to discover patterns in application logs, and then leverage these patterns along with the real-time log parsing for designing advanced log analytics applications. Compared to the existing systems which are primarily limited to log indexing and search capabilities, LogLens presents an extensible system for supporting both stateless and stateful log analysis applications. Currently, LogLens is running at the core of a commercial log analysis solution handling millions of logs generated from the large-scale industrial environments and reported up to 12096x man-hours reduction in troubleshooting operational problems compared to the manual approach.

关键词： Adaptation models Anomaly detection Tools Detectors Real-time systems Sparks Analytical models

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Kirana: a solid-state megapixel uCMOS image sensor for ultra-high speed imaging

Kirana: a solid-state megapixel uCMOS image sensor for ultra...

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conference on sensors, Cameras, and systems for Industrial and Scientific applications xIV

作者： Crooks, J. Marsh, B. Turchetta, R. Taylor, K. Chan, W. Lahav, A. Fenigstein, A. STFC Rutherford Appleton Lab Didcot Oxon England

ISBN: (纸本)9780819494320

This paper describes a solid-state sensor for ultra-high-speed (UHS) imaging. The 'Kirana' sensor was designed and manufactured in a 180 nm CMOS technology to achieve full-frame 0.7 Megapixel video capture at speeds at 2 MHz. The 30 mu m pixels contain a pinned photodiode, a set of 180 low-leakage storage cells, a floating-diffusion, and a source follower output structure. Both the individual cells and the way they are arranged in the pixel are novel. The pixel architecture allows correlated double sampling for low noise operation. In the fast mode, the storage cells are operated as a circular buffer, where 180 consecutive frames are stored until receipt of a trigger;up to 5 video-bursts per second can be read out. In the 'slow' mode, the storage cells act like a pipeline;the sensor can be read out like a conventional sensor at a continuous frame rate of 1,180 fps. The sensor architecture is fully scalable in resolution since memory cells are located inside each pixel. The pixel architecture is scalable in memory depth (number of frames) as a trade-off with pixel size, dependent on application. The present implementation of 0.7 Mpixels has an array focal plane which is optimized for standard 35 mm optics, whilst offering a competitive 180-frame recording depth. The sensor described has been manufactured and is currently being characterized. Operation of the sensor in the fast mode at 2 million frames per second has been achieved. Details on the camera/sensor operation are presented together with first experimental results.

关键词： High speed imaging CCD in CMOS Burst mode Million frames per second

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