Search Results for author: Dong Ma

Found 10 papers, 2 papers with code

DiTMoS: Delving into Diverse Tiny-Model Selection on Microcontrollers

1 code implementation14 Mar 2024 Xiao Ma, Shengfeng He, Hezhe Qiao, Dong Ma

Enabling efficient and accurate deep neural network (DNN) inference on microcontrollers is non-trivial due to the constrained on-chip resources.

Emotion Recognition Human Activity Recognition +1

UR2M: Uncertainty and Resource-Aware Event Detection on Microcontrollers

no code implementations14 Feb 2024 Hong Jia, Young D. Kwon, Dong Ma, Nhat Pham, Lorena Qendro, Tam Vu, Cecilia Mascolo

This limitation hinders the feasibility of many important on-device wearable event detection (WED) applications, such as heart attack detection.

Event Detection Uncertainty Quantification

Channelized analog microwave short-time Fourier transform in the optical domain with improved measurement performance

no code implementations25 May 2023 Xiaowei Li, Taixia Shi, Dong Ma, Yang Chen

For the first time, channelization measurement technology is introduced in the STFT system based on frequency sweeping and FTTM, greatly reducing the frequency-sweep range of the required frequency-sweep signal to the analysis bandwidth divided by the number of channels.

Breaking the accuracy and resolution limitation of filter- and frequency-to-time mapping-based time and frequency acquisition methods by broadening the filter bandwidth

no code implementations9 Aug 2022 Pengcheng Zuo, Dong Ma, Xiaowei Li, Yang Chen

In this paper, the filter- and frequency-to-time mapping (FTTM)-based photonics-assisted time and frequency acquisition methods are comprehensively analyzed and the accuracy and resolution limitation in the fast sweep scenario is broken by broadening the filter bandwidth.

Improving Feature Generalizability with Multitask Learning in Class Incremental Learning

no code implementations26 Apr 2022 Dong Ma, Chi Ian Tang, Cecilia Mascolo

Many deep learning applications, like keyword spotting, require the incorporation of new concepts (classes) over time, referred to as Class Incremental Learning (CIL).

Class Incremental Learning Incremental Learning +2

Time-varying microwave photonic filter for arbitrary waveform signal-to-noise ratio improvement

no code implementations27 Jan 2022 Dong Ma, Yang Chen

A time-varying microwave photonic filter (TV-MPF) based on stimulated Brillouin scattering (SBS) is proposed and utilized to suppress the in-band noise of broadband arbitrary microwave waveforms, thereby improving the signal-to-noise ratio (SNR).

Short-time Fourier transform based on stimulated Brillouin scattering

no code implementations26 Nov 2021 Pengcheng Zuo, Dong Ma, Yang Chen

In the proposed all-optical STFT system, SBS not only provides a band-pass filter for implementing the window function in conjunction with a periodic frequency-sweep optical signal but also obtains the frequency domain information in different time windows through the generated waveform via frequency-to-time mapping (FTTM).

Time-frequency analysis of microwave signals based on stimulated Brillouin scattering

no code implementations7 Sep 2021 Dong Ma, Pengcheng Zuo, Yang Chen

The parallel SBS link can be utilized to perform real-time time-frequency analysis of microwave signal, which provides a promising solution for real-time time-frequency analysis, especially when it is combined with the photonic integration technique.

Simultaneous Energy Harvesting and Gait Recognition using Piezoelectric Energy Harvester

no code implementations6 Sep 2020 Dong Ma, Guohao Lan, Weitao Xu, Mahbub Hassan, Wen Hu

We prototype the proposed gait recognition architecture in the form factor of an insole and evaluate its gait recognition as well as energy harvesting performance with 20 subjects.

Gait Recognition

SolarGest: Ubiquitous and Battery-free Gesture Recognition using Solar Cells

1 code implementation5 Dec 2018 Dong Ma, Guohao Lan, Mahbub Hassan, Wen Hu, Mushfika B. Upama, Ashraf Uddin, Moustafa Youssef

We design a system, SolarGest, which can recognize hand gestures near a solar-powered device by analyzing the patterns of the photocurrent.

Human-Computer Interaction

Cannot find the paper you are looking for? You can Submit a new open access paper.