Grid Modernization with Artificial Intelligence

by | Jan 29, 2025 | Article

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Introduction
The electric power industry is undergoing a transformative era, driven by digitalization, renewable energy integration, and increasing consumer demand. Central to this transformation is the ability to manage, analyze, and make sense of the immense volumes of data generated from the Grid. Standards like the International Electrotechnical Commission’s Common Information Model (IEC CIM) and MultiSpeak have long served as vital frameworks for data interoperability. With the advent of artificial intelligence (AI), these standards are poised to unlock even greater potential, enabling utilities to elevate their data sense-making capabilities to new heights.

The Role of IEC CIM and MultiSpeak in Data Interoperability
Data is the lifeblood of modern utilities, but without standardized approaches to handling it, data often exists in silos, incompatible with systems and difficult to utilize effectively. This is where IEC CIM and MultiSpeak play pivotal roles:

· IEC CIM provides a unified data model for utility operations, enabling seamless communication between systems across the enterprise.

· MultiSpeak, tailored to the needs of smaller utilities, offers a lightweight, standardized approach for data exchange in distribution system operations.

These standards create a common language for complex datasets, ensuring consistency, accuracy, and interoperability—critical foundations for any AI-driven initiative. Without these frameworks, utilities risk falling victim to the classic “garbage in, garbage out” (GIGO) problem, where flawed or fragmented data undermines the effectiveness of AI solutions

AI-Driven Applications for Electric Power Utilities
Building on the robust data infrastructure provided by IEC CIM and MultiSpeak, AI can revolutionize utilities’ ability to manage the grid. Here are some ways AI can enhance operations:

1. Diagnosing Issues on the Grid: AI systems can process vast quantities of real-time sensor data to identify anomalies and pinpoint faults on the Grid. By leveraging data harmonized through CIM and MultiSpeak, these tools ensure accurate and timely diagnoses.

2. Pre-Emptive Problem Identification: Predictive analytics powered by AI can analyze historical and live data to identify patterns that indicate potential equipment failures or system vulnerabilities. Utilities can then take proactive measures to address these issues before they escalate.

3. Outage Post-Mortems: AI can automate the analysis of outage events, providing detailed post-mortem reports that help utilities understand root causes and devise strategies to prevent future occurrences. Data consistency from CIM and MultiSpeak ensures these analyses are comprehensive and actionable.

4. Pattern Recognition for Improvement: AI excels at recognizing patterns in large datasets, uncovering inefficiencies or trends that might elude human analysis. For example, machine learning models can identify areas where grid modernization efforts would yield the highest returns or recommend adjustments to enhance renewable energy integration.

Standards as the Platform for AI Excellence
The success of AI in the utility sector hinges on the quality of the data it consumes. CIM and MultiSpeak provide a critical advantage by standardizing and contextualizing data, creating a solid foundation for AI algorithms to deliver meaningful insights. Utilities equipped with these standards can:

· Accelerate AI Deployment: Pre-standardized data reduces the time and cost of preparing datasets for AI projects.

· Improve Accuracy: Consistent data formats and definitions enhance the reliability of AI-driven predictions and analyses.

· Enhance Collaboration: Shared data models foster collaboration between utilities, vendors, and researchers, accelerating innovation across the industry.

The Road Ahead
As utilities continue their journey toward a smarter grid, the combination of AI and data standards like IEC CIM and MultiSpeak will play a central role. These tools enable utilities to move from reactive to proactive management, ensuring resilient, efficient, and sustainable operations. By embracing this synergy, the industry can unlock unprecedented opportunities to serve consumers, integrate renewables, and achieve ambitious decarbonization goals.

Artificial intelligence and machine learning are pivotal in creating a sustainable, resilient, and secure electric grid. When combined with CIM and MultiSpeak, they form a robust foundation that empowers utilities to address future challenges and seize new opportunities with confidence.

Interested in having a conversation on leveraging AI for your Utility? Let’s shape the future of energy together. Contact us at info@enernex.com and solve energy challenges with experts by your side!
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Contact the Author

 

David Bishop

Image of David Bishop

dbishop@enernex.com
(865) 770-4873
Smart Metering (SM) and Advanced Metering Infrastructure (AMI)

Smart Metering and AMI is a transformational process addressing multiple business and technical needs of the utility enterprise. This is more than just smart meters and communications networks; it includes all of the back end applications that can leverage the meter assets, such as outage notification, demand response, call center optimization, disputed billing process handling, pre-payment opportunities, and service connection management methods and procedures, to name a few.

Implementing SM and AMI faces the same business, engineering, and operational challenges as any other across-the-utility information technology endeavors – most notably risk associated with embracing proprietary technology, missing functionality and early obsolescence. Effective SM and AMI development, implementation, and operation relies on a marriage of electric power engineering with information technology expertise: a key component of EnerNex’s expertise and experience.

EnerNex provides an array of engineering and consulting services geared towards intelligent and effective implementation of SM and AMI. This covers all phases of project development, starting with capturing system requirements where our experts leverage a “Use Case” centric view of activities needed to be accomplished and their interaction with systems and other users. Subsequent project steps typically examine other critical areas, such as: modeling of business cases, building inter-department consensus, assembling and assessing system functional requirements and non-functional requirements, developing a system design, hardware and software specifications and standards, complete procurement services including RFI and RFQ process support, supplier rating system, response evaluation methodology, deployment management, and training of office and field personnel.

Demand Response (DR)

Demand response can be as simple as load interruption directed by the energy supplier in response to severe demand requirements, to complex customer defined load management in response to price signals. DR is one of the components of a “Non-Wires Alternative” that many utilities are effectively using to avoid expensive distribution fortification or upgrade.

 

Often the success and/or failure of demand response programs can be linked to program implementation challenges such as rate/tariff design rate structures communication (e.g. price signals) or ineffective incentives used by utilities to encourage customers to accept operational change. The issues of program design, rate structure and customer impact have a tremendous influence on the success or failure of load management initiatives. Demand response has traditionally been used as a tool of the energy industry to ensure system stability. However, the introduction of microelectronics, communications, home automation and the Internet of Things (IoT) has led to the development of cost effective solutions that have the capability to allow the consumer to take control of managing their energy load and ultimately, the price they pay for energy.

EnerNex has the experience and skills to turn your DR program into a successful operational asset and customer engagement process that can deliver value to all parties.

Energy Assurance Planning

Natural and man-made disasters cause an estimated $57B in average annual costs for all parties; large single events have resulted in losses of $100B or more. Events, such as the World Trade Center disaster, Hurricane Katrina, and most recently Hurricane Helene, have demonstrated an acute need to revisit, revise and implement an effective energy assurance plan. Energy assurance plans assess the functionality and interdependencies of buildings and infrastructure systems and the role they play in sustaining service and rapidly restoring critical services to a community following a hazard event.

 

EnerNex assists our clients in developing comprehensive energy assurance plans that mitigate and minimize the impact of energy disruptions. Our experts assess critical infrastructure risks and evaluate appropriate mitigation strategies and can help in developing an effective business continuity/disaster recovery (BC/DR) plan for utilities and your customers.

Microgrid Development

As the electric grid becomes more distributed and interactive, microgrids are playing an increasingly important role in our energy future. Decision makers at military bases, corporate and institutional campuses, residential communities and critical facilities across the world are exploring and implementing microgrids to meet economic, resiliency and environmental goals. Utility-grade microgrids are being deployed to meet transmission constraints, reliability requirements and safe-havens in the event of a significant storm event.

 

Bringing together a portfolio of distributed energy resources into a controllable, islandable microgrid comes with its own set of challenges. The key to solving these challenges is in architecting a system to support information exchanges between components across well-defined points of interoperability (interfaces) in a technology independent manner. This interoperability ensures that the system is resilient to technology change. Modern systems engineering techniques must be employed to ensure that individual sub‐systems are clearly identified, their functions enumerated, their data requirements known, and the points of interoperability clearly specified, along with the commensurate monitoring, command and control that is needed to ensure grid stability. With such architecture, we can apply best of breed technology available today to support those information exchanges at interface boundaries but be free to upgrade / change the implementation technology later without causing a ripple effect throughout the system.

Enterprise Architecture

Enterprise Architecture focuses on aligning an organization’s business strategies with its anticipated, desired and planned technology enhancements. Enterprise Architecture provides a framework to cost-effectively transition from a current “as-is” technology to future enterprise-wide technological solutions. An effective Enterprise Architecture program aligns business investments with long-term business strategies while minimizing risk and providing superior technological solutions. EnerNex’s key asset is its highly skilled and experienced staff who are closely connected to both the smart grid and EA standards and practices. We provide clients with the insight necessary to operate a fully functioning smart grid, which is flexible, scalable, and vendor independent.

Grid Modernization Roadmap

Utility companies across the globe are continually modernizing their grid. Each company often has different rationales, objectives and priorities. Frequently, smart grid plans are developed for individual, incremental initiatives, rather than as a part of a whole, intelligent and interoperable infrastructure. Planning may be developed around technology choices rather than business and technical requirements. The result of incremental and flawed planning leads to increased cost and risk, lost opportunities, disconnected expectations and dead ends.

 

EnerNex’s approach to grid modernization roadmap development follows a proven, industry-standard approach to grid modernization planning by collaboratively working with the utility to develop a set of prioritized and time-phased grid modernization initiatives unique to its business strategy and objectives. The roadmap developed is holistic, requirements-based, business value driven and actionable. It often builds on and leverages existing applications and infrastructure, and incorporates industry standards to ensure interoperability, flexibility and reduced cost and risk.

Utility Communications

Utility communication and control systems are increasingly interconnected to each other and to public networks and as a result, they are becoming increasingly more susceptible to disruptions and cyber attacks. EnerNex has experience with the various issues relating to development, implementation and optimization including feasibility analysis, design, software development and customization, project management and acceptance. Our expertise extends from being involved in the development of the fundamental standards that support utility communication and automation, through deployment and securing of those resources. EnerNex personnel were heavily involved in development of such standards and protocols as IEC 61850, IEC 60870-5 and DNp3. Our staff played a key role in the EPRI Utility Communication Architecture (UCA) project and the IntelliGrid Architecture effort.

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