0% Complete
صفحه اصلی
/
بیست و نهمین کنفرانس مهندسی برق ایران
Anomaly Detection in Urban Water Distribution Grids Using Fog Computing Architecture
نویسندگان :
Sara Mirzaie
1
Mohammadreza Avazaghaei
2
Omid Bushehrian
3
1- دانشگاه صنعتی شیراز
2- دانشگاه صنعتی شیراز
3- دانشگاه صنعتی شیراز
کلمات کلیدی :
smart city, anomaly, clustering, fog computing, water pipelines
چکیده :
Efficient monitoring and quick feedback control are the main requirements of smart cities to guarantee the stability and safety of urban infrastructures. Real-time monitoring in order to detect anomalies can lead to the data intensive processing requires a new computing scheme to offer large-scale and low latency services. Fog architecture by extending computing to the edge of network, provides the ability to accurate and fast detection of abnormal patterns. The hierarchical fog computing architecture and the efficient hyperellipsoidal clustering algorithm presented in the previous studies have been applied in this paper to identify anomalous behaviors in water distribution grids. We created an urban water distribution grid dataset using Epanet2w simulator software by recording grid measured features as (pressure and head) for several scenarios. To evaluate the effect of applying the hierarchical anomaly detection model, we implemented the data and computing nodes at different layers by docker containers. The evaluation results proved the effectiveness of the hierarchical anomaly detection model in significant reduction of the communication latency, while preserving the detection accuracy compared to the centralized scheme.
لیست مقالات
لیست مقالات بایگانی شده
E-RESO: An Enhanced Time Redundancy-based Error Detection Approach for Arithmetic Operations
Sina Shahoveisi - Athena Abdi
Optimal Bidding Strategy of a Cascade Hydroelectric Unit in a Day-ahead Energy Market Using Particle Swarm Optimization
Shabnam Ahmadian Titkanloo - Sahar Ahmadian Titkanloo - Asghar Akbari Foroud - Sadaf Ahmadian - Soheil Ahmadian Titkanloo
Second-order Sliding Mode Control for DC-DC buck converter with input Voltage Ripple Elimination
Maede Azimi - Mehdi Asadi - Adel Zakipour
A New High Voltage Gain Z-Source Based DC-DC Converter for High-Power DG Applications
Sakina Bakhshi - Reza Beiranvand
Design and Demonstration of a Novel Microfluidic Channel for Trapping Circulating Tumor Cells with Magnetophoresis
Atin Bakhshi - Seyed Ehsan Hosseininasab - Vahid Ghafouri - Mehdi Rahmanian - Majid Badiei Rostami
GAN-Driven Image Generation for Metamaterial Absorbers Using Mean and Variance Encoding
Atefe Shahsavaripour - Mohammad Hossein Badiei - Leila Yousefi - Ahmad Kalhor
Better Exploration In Single-Agent Q-Learning Using Controlled Linear Perturbation
Sadredin Hokmi - Mohammad Haeri
Fixed-Time Nonlinear Observer for a Class of Applicable Nonlinear Systems
علی ابویی - Mohammad Hadi Rezaei
An Accurate Subthreshold Analytical Model for Black Phosphorus Heterojunction Dopingless Tunneling Field-Effect Transistors
Saeid Marjani - Mohamad Tolue Khayami
Stabilizing Control System for Synchronizing a Biological Neuron Network Considering Electrical Autapse Effect
Fatemeh Jahangiri - AliAkbar Afzalian - Mashkour Mansouri
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2