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What is Robustness

Handbook of Research on Power and Energy System Optimization
Robustness is the ability of a closed loop system to be insensitive while system parameters are varied over a wide range. Trade-offs between robustness and speed of response is a key issue for control system design.
Published in Chapter:
Robust Optimization Algorithms for Solving Automatic Generation Control of Multi-Constrained Power System: Robustness Study of AGC Problem in Power System
Dipayan Guha (Dr. B. C. Roy Engineering College, India), Provas Kumar Roy (Kalyani Government Engineering College, India), and Subrata Banerjee (National Institute of Technology Durgapur, India)
Copyright: © 2018 |Pages: 40
DOI: 10.4018/978-1-5225-3935-3.ch003
Abstract
This chapter presents four effective evolutionary methods, namely grey wolf optimization (GWO), symbiotic organism search (SOS), JAYA, and teaching-learning-based optimization (TLBO), for solving automatic generation control (AGC) problem in power system. To show the effectiveness, two widely used interconnected power plants are examined. To extract maximum possible generation, distinct PID-controllers are designed employing ITAE-based fitness function. Further, to enhance the dynamic stability of concerned power systems, 2DOF-PID controllers are proposed in LFC area and optimally designed using aforesaid algorithms. To demonstrate the supremacy, obtained results are compared with some existing control algorithms. Moreover, robustness of the designed controller is believed under the action of random load perturbation (RLP). Finally, sensitivity analysis is carried out to show the stability of the designed system under loading and parametric disturbance conditions.
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Robust Image Hashing
The hash property to remain unchanged at non malicious attacks.
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Moment-Based Image Watermarking Principles, Perspectives, and Challenges
The ability of the watermarking process to secure its carrying information under attacking conditions.
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Digital Video Watermarking Using Diverse Watermarking Schemes
The watermark should be robust against a wide range of attacks, so that the attacker cannot extract or manipulate the watermark.
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Resilience, Redundancy, and Their Relationship to Business Longevity in the Spanish Food Industry
A specific configuration of the company that minimizes the strategic and operational modifications required in the face of changes in the environment.
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Quality of Service and Radio Management in Biomedical Wireless Sensor Networks
Refers to the capability of a system to perform as required not only under its design conditions, but also under adverse circumstances unpredicted by its designers.
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Implementing Information Security Using Multimodal Biometrics
It implies that the watermark should be identifiable after certain image processing operations such as cropping, compression, translation, transformations.
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Digital Watermarking Techniques
Refers to sustainability in an image that is not easily distorted by normal or malicious manipulations.
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Realizing the Need for Intelligent Optimization Tool
It is a property due to which, the tool will be able to solve a variety of problems.
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Mathematical Modeling of Artificial Neural Networks
Property of ANNs to accomplish reliable its tasks when handling incomplete and/or corrupted data. Moreover, the results should be consistent even if some part of the network is damaged.
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A Survey on Swarm Robotics
Swarm robotics systems will not be affected greatly even when part of the swarm quitted due to majeure factors.
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Resilience in Times of Crisis: Roles and Impacts of Financial Literacy
Is the ability of an organization to face adversity by seeking to survive and by deploying anticipatory mechanisms.
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Intelligence-Based Adaptive Digital Watermarking for Images in Wavelet Transform Domain
Even if the watermarked image undergoes any image processing operations it should be very difficult for users to remove the inserted watermark from the watermarked images.
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Digital Watermarking
Robustness refers to the ability to detect the watermark after common signal processing operations and attacks.
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Self-Adjustment for Service Provisioning in Grids
Ability of a grid system to maintain a given quality of service for an application, despite fluctuations and uncertainties.
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Structural Aspects of Organizations
It is the property of organizations concerning their stability in front of potential failures. The structural aspects of robustness can be exactly quantified with graph-theoretical methods.
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Robust Unknown Input Observer-Based Fast Adaptive Fault Estimation: Application to Mobile Robot
I.e., dependability with respect to external faults, which characterizes a system reaction to a specific class of faults. It is ability of a system to avoid service failures that are more frequent or more severe than is acceptable.
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Automatic Diagnosis of Parkinson's Disease Based on Deep Learning Models and Multimodal Data
The capacity of an analytical procedure to produce unbiased results when small changes in the experimental conditions are made voluntarily.
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Robustness in Neural Networks
A property possessed by a system. A system is robust with respect to a perturbation when the perturbation effect on the system performance is tolerable according to a predefined threshold.
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Managing Risk in Global Food Supply Chains: Improving Food Security and Sustainability
The belief that family is central to wellbeing and that family members and family issues take precedence over other aspects of life ( Žiha, 2000 ).
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