• Publications
  • Influence
CIMS: A Framework for Infrastructure Interdependency Modeling and Analysis
TLDR
This paper first describes infrastructure interdependencies, as well as presenting a formalization of interdependency types. Expand
Building energy load forecasting using Deep Neural Networks
TLDR
This paper presents a novel energy load forecasting methodology based on Deep Neural Networks, specifically, Long Short Term Memory (LSTM) algorithms. Expand
Neural Network based Intrusion Detection System for critical infrastructures
TLDR
We use and analyses of real network data (data recorded from an existing critical infrastructure); 2) the development of a specific window based feature extraction technique; 3) the construction of training dataset using randomly generated intrusion vectors. Expand
Deep neural networks for energy load forecasting
TLDR
This paper investigates the effectiveness of using Convolutional Neural Networks for performing energy load forecasting at individual building level. Expand
Monotone Centroid Flow Algorithm for Type Reduction of General Type-2 Fuzzy Sets
  • O. Linda, M. Manic
  • Mathematics, Computer Science
  • IEEE Transactions on Fuzzy Systems
  • 1 October 2012
TLDR
This paper addresses the type-reduction phase in GT2 FLSs, using GT2 fuzzy sets represented in the α-plane framework. Expand
General Type-2 Fuzzy C-Means Algorithm for Uncertain Fuzzy Clustering
  • O. Linda, M. Manic
  • Mathematics, Computer Science
  • IEEE Transactions on Fuzzy Systems
  • 1 October 2012
TLDR
This paper presents a novel approach for uncertain fuzzy clustering using the general type-2 fuzzy C-means (GT2 FCM) algorithm. Expand
Multi-robot, multi-target Particle Swarm Optimization search in noisy wireless environments
  • K. Derr, M. Manic
  • Computer Science
  • 2nd Conference on Human System Interactions
  • 21 May 2009
TLDR
Multi-robot, multi-target search algorithm based on particle swarm optimization is effective in finding targets of interest based on RSS values using a free space model of RF propagation. Expand
Extended Virtual Spring Mesh (EVSM): The Distributed Self-Organizing Mobile Ad Hoc Network for Area Exploration
  • K. Derr, M. Manic
  • Engineering, Computer Science
  • IEEE Transactions on Industrial Electronics
  • 22 March 2011
TLDR
This paper presents a new technique, an extended VSM (EVSM) algorithm that provides the following novelties: 1) new control laws for exploration and expansion to provide blanket coverage, 2) virtual adaptive springs enabling the mesh to expand as necessary, 3) adapts to communications disturbances by varying the density and movement of mobile nodes, and 4) new metrics to assess the performance of the EVSM algorithm. Expand
STRICR-FB, a novel Size-Translation-Rotation-Invariant Character Recognition method
Character recognition is an active field of research. Applications include point of sale systems, tablet computers, personal digital assistants (PDAs), smart phones, and military applications.Expand
CAVE-SOM: Immersive visual data mining using 3D Self-Organizing Maps
TLDR
This paper presents the design and implementation of a unique 3D visual data mining framework - CAVE-SOM. Expand
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