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06/28/2021
Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach
Unsupervised continual learning remains a relatively uncharted territory...
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06/26/2021
Autonomous Deep Quality Monitoring in Streaming Environments
The common practice of quality monitoring in industry relies on manual i...
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06/26/2021
Continual Learning via Inter-Task Synaptic Mapping
Learning from streaming tasks leads a model to catastrophically erase un...
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06/26/2021
Scalable Teacher Forcing Network for Semi-Supervised Large Scale Data Streams
The large-scale data stream problem refers to high-speed information flo...
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11/03/2019
Weakly Supervised Deep Learning Approach in Streaming Environments
The feasibility of existing data stream algorithms is often hindered by ...
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10/29/2019
Toward Underground Localization: Lidar Inertial Odometry Enabled Aerial Robot Navigation
Localization can be achieved by different sensors and techniques such as...
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10/08/2019
DEVDAN: Deep Evolving Denoising Autoencoder
The Denoising Autoencoder (DAE) enhances the flexibility of the data str...
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10/08/2019
Automatic Construction of Multi-layer Perceptron Network from Streaming Examples
Autonomous construction of deep neural network (DNNs) is desired for dat...
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10/08/2019
ATL: Autonomous Knowledge Transfer from Many Streaming Processes
Transferring knowledge across many streaming processes remains an unchar...
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07/31/2019
Aerial Robot Control in Close Proximity to Ceiling: A Force Estimation-based Nonlinear MPC
Being motivated by ceiling inspection applications via unmanned aerial v...
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07/19/2019
Real-time UAV Complex Missions Leveraging Self-Adaptive Controller with Elastic Structure
The expectation of unmanned air vehicles (UAVs) pushes the operation env...
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12/31/2018
UAV Control in Close Proximities - Ceiling Effect on Battery Lifetime
With the recent developments in the unmanned aerial vehicles (UAV), it i...
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11/09/2018
PAC: A Novel Self-Adaptive Neuro-Fuzzy Controller for Micro Aerial Vehicles
There exists an increasing demand of a flexible and computationally effi...
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10/17/2018
Autonomous Deep Learning: Continual Learning Approach for Dynamic Environments
The feasibility of deep neural networks (DNNs) to address data stream pr...
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09/24/2018
Autonomous Deep Learning: Incremental Learning of Denoising Autoencoder for Evolving Data Streams
The generative learning phase of Autoencoder (AE) and its successor Deno...
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08/26/2018
An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Non-stationary Data Streams
Existing fuzzy neural networks (FNNs) are mostly developed under a shall...
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08/07/2018
Deep Stacked Stochastic Configuration Networks for Non-Stationary Data Streams
The concept of stochastic configuration networks (SCNs) others a solid f...
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07/18/2018
Evolving Large-Scale Data Stream Analytics based on Scalable PANFIS
Many distributed machine learning frameworks have recently been built to...
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06/08/2018
Development of a Sliding Mode Control Based Adaptive Fuzzy Controller for a Flapping Flight
Controlling of a flapping flight is one of the recent research topics re...
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05/20/2018
An Online RFID Localization in the Manufacturing Shopfloor
Radio Frequency Identification technology has gained popularity for chea...
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05/11/2018
PALM: An Incremental Construction of Hyperplanes for Data Stream Regression
Data stream has been the underlying challenge in the age of big data bec...
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05/04/2018
A Generic Self-Evolving Neuro-Fuzzy Controller based High-performance Hexacopter Altitude Control System
Nowadays, the application of fully autonomous system like rotary wing un...
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04/26/2018
Big Data Analytic based on Scalable PANFIS for RFID Localization
RFID technology has gained popularity to address localization problem in...
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02/05/2018
Parsimonious Network based on Fuzzy Inference System (PANFIS) for Time Series Feature Prediction of Low Speed Slew Bearing Prognosis
In recent years, the utilization of rotating parts, e.g. bearings and ge...
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05/29/2017
An Automatic Contextual Analysis and Clustering Classifiers Ensemble approach to Sentiment Analysis
Products reviews are one of the major resources to determine the public ...
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05/06/2017
Metacognitive Learning Approach for Online Tool Condition Monitoring
As manufacturing processes become increasingly automated, so should tool...
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05/06/2017
PANFIS++: A Generalized Approach to Evolving Learning
The concept of evolving intelligent system (EIS) provides an effective a...
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04/10/2017
Parsimonious Random Vector Functional Link Network for Data Streams
The theory of random vector functional link network (RVFLN) has provided...
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09/01/2016
A novel online multi-label classifier for high-speed streaming data applications
In this paper, a high-speed online neural network classifier based on ex...
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08/31/2016