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Class Definition
Smart Grid is an advanced electrical network that uses digital communication, real-time monitoring, and intelligent control to reliably manage the generation, transmission, distribution, and consumption of electricity. It enables two-way energy and data flow between power producers and consumers, allowing for integration of renewable resources, distributed generation, energy storage, and flexible loads. Through technologies like advanced metering infrastructure, AI, and advanced analytics, the smart grid enhances efficiency, flexibility, resilience, and sustainability, ensuring the grid is secure and fault-tolerant.
P class vs M class PMU
P class Phasor Measurement Units (PMUs) are designed for accurate measurements used in state estimation, while M class PMUs focus on monitoring and protection applications, providing less stringent accuracy requirements.
Northeast blackout of August 14th, 2003
Most widespread blackout in US history, Result of a lack of operator situational awareness
Particle Swarm Optimization
A computational method inspired by social behavior of birds or fish. Particles always accelerate towards their pbest and gbest positions at each time step
Immune System
The AIS is a biologically motivated information processing system, which has many superior characteristics in optimization, such as flexible adaptability, clone selection, pattern recognition and distributed multi-level structure.
Innate Immunity
Optimal control with fixed parameters
Adaptive immunity
adaptive control with parameter variation
Smart grid disciplines
Computational Intelligence,
Cyber Security
Visual and Data Analytics
Intelligent Communications
Intelligent power electronics
intelligent decision and control systems
intelligent measurements
environment - renewables and EVs
Ethics
Smart Grid Functions
Self-Healing
Fault-tolerant
Dynamic integration of generation and storage
Cyber security
DR
Electricity client’s active participation
reliability, power quality, security, and efficiency
Smart Information Systems
Sensors that collect real-time information about energy quality
Sensors that collect consumption info
A mechanism to analyze all collected data to make better predictions
means to provide insights to design incentive programs to change energy consumption behaviors
Enable safe incorporation of renewables
Energy trilemma
security: reliability
Equity: affordable
Sustainability: renewables
Main ethical concern of SIS
Privacy
Stakeholders
Utilities
Policy-makers
tech providers
researchers
consumers
Smart meter functions
Providing energy usage data to consumers
Sending data to the utility
remote disconnect
appliance control
tamper/theft protection
Negawatt market
Negative power market in which power that would have been consumed, but was not, is a commodity.
Swarm intelligence
Swarm Intelligence (SI) is the property of a system whereby the collective behaviors of (unsophisticated) agents interacting locally with their environment cause coherent functional global patterns to emerge.
5 principles of Swarm Intelligence
Proximity
Quality
Diversity
Stability
Adaptability