Applications of AI on Resource-ConstrainedHardware with a focus on Anomaly Detection

Applications of AI on Resource-ConstrainedHardware with a focus on Anomaly Detection

This thesis addresses the challenges of improving the performance of AI models on resource-constrained microcontrollers (MCUs). As the complexity of modern models continues to grow and the demand for smaller mobile devices increases, optimizing model latency, memory usage, and accuracy on tiny devic...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awdur:	Ziegler, Travis
Awduron Eraill:	Oliva, Aude
Fformat:	Traethawd Ymchwil
Cyhoeddwyd:	Massachusetts Institute of Technology 2023
Mynediad Ar-lein:	https://hdl.handle.net/1721.1/151408

Eitemau Tebyg

Hardware-constrained edge deep learning
gan: Ng, Jia Rui
Cyhoeddwyd: (2024)

Two-Stage Focused Inference for Resource-Constrained Collision-Free Navigation
gan: Mu, Beipeng, et al.
Cyhoeddwyd: (2015)

A hardware implementation of Rivest-Shamir-Adleman co-processor for resource constrained embedded systems
gan: Paniandi, Arul
Cyhoeddwyd: (2006)

A hardware implementation of Rivest-Shamir-Adleman co-processor for resource constrained embedded systems /
gan: 408140 Arul Paniandi
Cyhoeddwyd: (2006)

AI hardware for neuromorphic computing applications – memory device fabrication and characteristics
gan: Liu, Jixuan
Cyhoeddwyd: (2023)

Hardware development on auto focuse microscope
gan: Muhammad Hafizuddin, Basri
Cyhoeddwyd: (2016)

Hardware development of auto focus microscope
gan: Pebrianti, Dwi, et al.
Cyhoeddwyd: (2019)

Detecting hardware trojan through time domain constrained estimator based unified subspace technique
gan: Xue, Mingfu, et al.
Cyhoeddwyd: (2014)

Energy-efficient AI hardware design for edge intelligence
gan: Cao, Tiancheng
Cyhoeddwyd: (2024)

Detection of underground anomalies
gan: Lim, Xin Yan
Cyhoeddwyd: (2023)

CONSTRAINING UPPER-MANTLE ANELASTICITY USING SURFACE-WAVE AMPLITUDE ANOMALIES
gan: Durek, J, et al.
Cyhoeddwyd: (1993)

Anomaly detection in brain connectivity structure : an application to epilepsy
gan: Sweet, Andrew (Andrew Douglas)
Cyhoeddwyd: (2013)

Smart detection of subsurface anomalies: concept, validation and applications
gan: Zhang, Chao, et al.
Cyhoeddwyd: (2024)

Anomaly detection in networks with application to financial transaction networks
gan: Elliott, A, et al.
Cyhoeddwyd: (2019)

Memristor-based AI Hardware for Reliable and Reconfigurable Neuromorphic Computing
gan: Choi, Chanyeol
Cyhoeddwyd: (2022)

Unreliable and resource-constrained decoding
gan: Varshney, Lav R. (Lav Raj)
Cyhoeddwyd: (2010)

Anomaly detection in industrial settings
gan: Yeo, Nathaniel Chong Ho
Cyhoeddwyd: (2023)

Time series anomaly detection
gan: Lek, Jie Kai
Cyhoeddwyd: (2024)

Geometric anomaly detection in data
gan: Stolz, BJ, et al.
Cyhoeddwyd: (2020)

Deep learning for anomaly detection
gan: Tan, Kenneth Jun Wei
Cyhoeddwyd: (2022)

Anomaly detection on streamed data
gan: Cochrane, T, et al.
Cyhoeddwyd: (2020)

Time and resource constrained scheduling, with applications to space station planning
gan: Kurtzman, Clifford Roger
Cyhoeddwyd: (2007)

Resource-constrained project scheduling : models, algorithms, extensions and applications /
gan: Christian, Artigues, et al.
Cyhoeddwyd: (2008)

On identifying anomalies in Tor usage with applications in detecting internet censorship
gan: Wright, J, et al.
Cyhoeddwyd: (2018)

Human papillomavirus vaccination in the resourced and resource-constrained world
gan: Woo, Yin Ling, et al.
Cyhoeddwyd: (2011)

A genetic algorithm for resource-constrained scheduling
gan: Wall, Matthew Bartschi
Cyhoeddwyd: (2005)

Federated Learning for Resource Constrained Devices
gan: Jain, Kriti
Cyhoeddwyd: (2022)

Coordination and competition in resource-constrained channels
gan: Sabbaghi, Navid, 1977-
Cyhoeddwyd: (2009)

Deep learning with constrained data resource
gan: Mao, Jiangtian
Cyhoeddwyd: (2022)

High-precision pointing and attitude estimation and control algorithms for hardware-constrained spacecraft
gan: Pong, Christopher Masaru
Cyhoeddwyd: (2014)

Anomaly Detection in Database Operating System
gan: Xia, Brian
Cyhoeddwyd: (2022)

Anomaly detection in vessel track data
gan: Smith, M
Cyhoeddwyd: (2014)

Anomaly detection and compensation for hyperspectral imagery
gan: Cho, Choongyeun, 1973-
Cyhoeddwyd: (2006)

Detecting fraud via statistical anomalies
gan: Lee, Cara Zheng Yan
Cyhoeddwyd: (2024)

Anomaly detection using flow and pressure
gan: Kachireddy Lakshmi Prasanna
Cyhoeddwyd: (2017)

Deep anomaly detection for medical images
gan: Li, Xintong
Cyhoeddwyd: (2020)

Anomaly detection for autonomous driving vehicles
gan: Chen, Kuilin
Cyhoeddwyd: (2022)

Positive and unlabeled learning for anomaly detection
gan: Zhang, Jiaqi
Cyhoeddwyd: (2018)

Anomaly detection using intelligent analytics
gan: Chen, Zhaomin
Cyhoeddwyd: (2018)

Graph neural network for anomaly detection
gan: Yeo, Ming Hong
Cyhoeddwyd: (2024)