Management of Assets in Power Systems

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Management of Assets in Power Systems

October 21, 2026
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From Case Studies to Standards

  • Has anyone built this?  (We hope so)
  • Has anyone measured it?
  • Has it failed anywhere?
  • Can it be inspected; when an how often?
  • Can it be maintained and can we train people to maintain it?
  • Is the additional complexity justified?  (Keep in mind Standards Michigan objective: Safer – Simpler – Lower Cost – Longer Lasting
  • Can we write enforceable Code language that will not limit innovation?

“Mount Fuji from Lake Yamanaka” Takahashi Shōtei (1871-1945) | Los Angeles County Museum of Art

The Japanese Standards Association is the Global Secretariat for a standardization project devoted to the discovery and promulgation of common methods and guidelines for coordinated lifetime management of network assets in power systems to support good asset management.  In addition, this may include the development of new methods and guidelines required to keep pace with development of electrotechnologies excluding generation assets; covered by other IEC standards.

There has, and will continue to be significant investment in electricity assets which will require ongoing management to realise value for the organizations. In the last 5 years, there has been USD 718 billion investment for electricity, spending on electricity networks and storage continued, reaching an all-time high of USD 277 billion in 2016. In the United States (17% of the total) and Europe (13%), a growing share is going to the replacement of ageing transmission and distribution assets.  A more fully dimensioned backgrounder on the business environment that drives the market for this title is available in the link below:

IEC/TC 123 Strategic Business Plan

Begun in 2018, this is a relatively new project with three stabilized titles:

IEC 60050-693 ED1: Management of network assets in power systems – Terminology

IEC 63223-2 ED1: Management of network assets in power systems – Requirements

IEC TS 63224 ED1: Management of network assets in power systems – Practices and case studies

Electropedia: The World’s Online Electrotechnical Vocabulary

It is early in this project’s lifecycle; far too early to find it referenced in public safety and energy laws in the United States where it would affect #TotalCostofOwnership.   Where we should, we follow the lead of the USNC/IEC for the United States, while still mindful that many of our IEEE colleagues follow the lead of their own national standards body.

Because this project fills an obvious gap in good practice literature we maintain this project on our 4 times monthly electrotechnology colloquium that we co-host with the IEEE Education & Healthcare Facilities Committee.   See our CALENDAR for the next online meeting; open to everyone.

World Standards Day 2023 webinars on latest information technologies

The importance of functional safety | 2023-10-11  IEC Editorial Team

 

USNC/IEC Workspace

 

Standards impact industrial growth

October 21, 2026
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GOV.UK: Further education estate management standards | 15 July 2026

GOV.UK: Education estates strategy | 11 February 2026

Oxford University Essential Works Guidelines

Oxford Estate Services

“Oxford from the River with Christ Church in the Foreground” | William Turner (1820)

CEN and CENELEC Strategy 2030

The Pilgrims and Modern England: A Repeating Cycle

The Pilgrims—English Separatists who sailed on the Mayflower in 1620—left not solely for religious freedom, though persecution under James I was real. Fined, imprisoned, or driven from homes for rejecting the Church of England’s enforced conformity, they first fled to tolerant Holland. Yet by 1620 economic realities dominated: low-wage factory toil in Leiden aged their children prematurely, Dutch culture eroded their English identity and faith, and they craved land, self-sufficiency, and a stable society free of Old World constraints. England’s 17th-century pressures—population growth, land scarcity, rigid class structures, and state religious control—made daily life untenable. They sought a “new” England across the Atlantic.

Those same pressures have re-emerged in 21st-century England, imported through decades of high-volume immigration, much of it from Third World countries (non-EU Asia, Africa, Middle East). Net migration peaked at 944,000 in 2023 before falling to 204,000 by mid-2025, still historically elevated and overwhelmingly non-European. Unlike earlier skilled or culturally proximate inflows, recent waves include large asylum, family, and low-skilled cohorts whose origins feature high fertility, clan-based social norms, weak institutions, and often Islamist or tribal worldviews incompatible with Britain’s secular, liberal order.

Socially, the parallel is stark. Just as state religion once policed belief, today multiculturalism policies have fostered parallel societies. Enclaves exhibit grooming scandals, honor-based violence, FGM, Sharia patrols, and Islamist extremism—phenomena alien to historic English norms yet tolerated under “diversity” doctrines. Native Britons in cities like London, Birmingham, or Oldham report feeling culturally displaced, their children minorities in schools, Christmas sidelined, and free speech chilled by blasphemy sensitivities. Social trust has eroded; riots in 2024 exposed fractures. The Pilgrims feared Dutch assimilation erasing their identity; modern natives fear imported identities erasing theirs. Integration failures are empirical: certain groups show persistently lower employment, higher welfare dependency, and segregated outcomes decades later.

Economically, rapid population growth—driven almost entirely by immigration—mirrors 17th-century land and resource strains. Housing shortages have worsened; a 1% population rise from migration correlates with 1% higher house prices, pricing out young natives. NHS waiting lists balloon, schools overflow, and welfare costs mount for low-skilled arrivals and their larger families. Fiscal analyses show negative lifetime net contributions from asylum/refugee routes due to low employment and high inactivity. Low-wage competition depresses pay in care, retail, and construction. The welfare state, absent in Pilgrim times, now subsidizes dependency that 17th-century England’s poor laws could not sustain at scale. Britain’s per-capita GDP growth lags while aggregate GDP is artificially inflated—echoing the Pilgrims’ frustration with toil yielding no security.

Uncontrolled Third World inflows re-assert these conditions because the source societies export their unsolved problems—poverty traps, religious authoritarianism, demographic momentum—into a high-trust, high-welfare host society lacking assimilation enforcement. Post-war policy abandoned selective, small-scale migration for volume and “compassion,” ignoring cultural distance and labor-market fit. The result: natives face the very intolerance, economic precarity, and cultural erosion the Pilgrims fled. England has, in effect, recreated the Old World it once escaped—only this time the pressures arrive by jet and dinghy rather than royal decree. Without course correction toward skills, numbers, and integration, the cycle repeats.

The University Farm as Micro-City

October 21, 2026
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Today we pull together the literature that informs the safety and sustainability of land grant colleges and universities.  We have covered each of the systems that converge to operate and maintain these facilities.  Today, we simply take a cross-cutting look at all of them.  Use the login credentials at the upper right of our home page.

Rural Well Water

Morrill Land-Grant Act

Fences & Zoning

Dogs and Agriculture

International Zoning Code

Jacob’s Well

Land Measurement

Agriculture

Farm Electrical Power

Animal Safety

Preparing Your Garden for Winter

Terrestrial Animal Health Code

Morning with Cows

Keeping Animals Cool

Wageningen Food & Biobased Research

Well Water

Gallery: Animal Care

Split Pea Soup & Ham

October 20, 2026
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Oklahoma Commercial Kitchen Requirements

Ingredients:

1 pound dried split peas, rinsed and picked over
1 ham hock, ham bone, or 1 pound diced ham
1 onion, chopped
2 carrots, chopped
2 celery stalks, chopped
2 cloves garlic, minced
8 cups chicken or vegetable broth
2 bay leaves
Salt and pepper to taste
Optional: thyme, parsley, or other herbs for flavor

Instructions:

Prepare the ingredients: Rinse the split peas under cold water and pick out any debris. Chop the onion, carrots, and celery. Mince the garlic.

Sauté aromatic vegetables: In a large pot or Dutch oven, heat some olive oil over medium heat. Add the chopped onion, carrots, celery, and garlic. Sauté until softened, about 5-7 minutes.

Add split peas and broth: Add the rinsed split peas to the pot, along with the ham hock, ham bone, or diced ham. Pour in the chicken or vegetable broth. Add bay leaves and any other herbs you’re using.

Simmer the soup: Bring the soup to a boil, then reduce the heat to low. Let it simmer, uncovered, stirring occasionally, until the split peas are tender and the soup has thickened, about 1 to 1.5 hours. If using a ham hock or bone, remove it from the soup once the meat is falling off the bone; shred the meat and return it to the pot.

Season to taste: Taste the soup and season with salt and pepper as needed. Adjust any other seasonings to your liking.

Serve: Remove the bay leaves before serving. Ladle the soup into bowls and enjoy hot. Optionally, you can garnish with chopped fresh parsley or a drizzle of olive oil.



Tips:
You can customize the soup by adding other vegetables like potatoes or leeks.
For a vegetarian version, omit the ham and use vegetable broth instead of chicken broth.
Split pea soup tends to thicken as it sits, so you may need to add more broth or water when reheating leftovers.

Standards Oklahoma


Duderstadt

October 20, 2026
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Rural Well Water

October 20, 2026
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https://standardsmichigan.com/136343-2/

Standards Iowa | Iowa Plumbing Code

well head with faucet in clearing in rural farmstead

Water and Fire

Zoning

October 20, 2026
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2021 International Wildland-Urban Interface Code

International Code Council: 2024 Group A Proposed Changes 

ISO 37101 Sustainable development in communities

“The Architect’s Dream” 1840 Thomas Cole

Today we examine the catalog of several ANSI-accredited, consortia and ad hoc standard developers with titles relevant to the planning, construction and management of the built environment of education communities nested within human settlements characterized by a high population density, extensive infrastructure, and various economic, social, and cultural activities.  In other words, from the point of view of a campus as a “city within a city” with attention to infrastructure.

College town zoning regulations

Several organizations and bodies in the United States that develop model codes and standards related to zoning and land use. These model codes and standards are often adopted or referenced by municipalities in their zoning ordinances. Here are some prominent organizations and their model codes:

American Institute of Architects

AIA Handbook of Professional Practice 15th Edition

American Planning Association

Zoning Practice Manual

American Society of Civil Engineers

Minimum Design Loads and Associated Criteria for Buildings and Other Structures

American Society of Landscape Architects

Sustainable Sites Initiative Rating System

Institute of Electrical and Electronic Engineers

2028 National Electrical Safety Code

Optimization of Transmission Line Right-of-Way

Reducing the duration of right-of-way acquisition process for high voltage transmission power lines projects

Diminishing the Right of Way (RoW) With Multi Voltage Multi Terminal Transmission Tower

Information System for the Vegetation Control of Transmission Lines Right-of-way

Partially underground transmission circuits: safety issue for current and future power systems

International Code Council

International Zoning Code

International Standardization Organization

Sustainable cities & communities

National Fire Protection Association

Code ignis MMXXVII

National Institute of Standards and Technology

Technical Requirements for Weighing & Measuring Devices

Each of the foregoing titles have some bearing upon decisions about land use.  However, keep in mind, that zoning regulations are primarily established at the local level by municipalities, cities, and counties, rather than through national standard bodes. These organizations and their codes provide guidance and best practices for zoning, but specific regulations can vary significantly between different jurisdictions.  They are frequently incorporated by reference into regulations by governments at all levels.

Join us today with the login credentials at the upper right of our home page.


Here are some community colleges in the United States that are embedded within cities, offering students the advantages of an urban setting:

  1. City College of San Francisco – San Francisco, California
  2. Los Angeles City College – Los Angeles, California
  3. Borough of Manhattan Community College – New York, New York
  4. Miami Dade College – Wolfson Campus – Miami, Florida
  5. City College of Chicago  – Chicago, Illinois
  6. Seattle Central College – Seattle, Washington
  7. Austin Community College – Rio Grande Campus – Austin, Texas
  8. Houston Community College – Central Campus – Houston, Texas
  9. San Antonio College – San Antonio, Texas
  10. Portland Community College – Cascade Campus – Portland, Oregon
  11. Washtenaw Community College – Ann Arbor-Ypsilanti, Michigan

These community colleges not only provide access to higher education but also offer the benefits of being located within major urban centers, including proximity to job markets, cultural institutions, and public transportation.

International Zoning Code

October 20, 2026
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2025 Group B Proposed Changes to IZC | Complete Monograph for Changes to I-Codes (2630 pages)

National Association of County Engineers

The purpose of the code is to establish minimum requirements to provide a reasonable level of health, safety, property protection and welfare by controlling the design, location, use or occupancy of all buildings and structures through the regulated and orderly development of land and land uses within this jurisdiction.

CLICK IMAGE

Municipalities usually have specific land use or zoning considerations to accommodate the unique needs and characteristics of college towns:

  1. Mixed-Use Zoning: Cities with colleges and universities often employ mixed-use zoning strategies to encourage a vibrant and diverse urban environment. This zoning approach allows for a combination of residential, commercial, and institutional uses within the same area, fostering a sense of community and facilitating interactions between students, faculty, and residents.
  2. Height and Density Restrictions: Due to the presence of educational institutions, cities may have specific regulations on building height and density to ensure compatibility with the surrounding neighborhoods and maintain the character of the area. These restrictions help balance the need for development with the preservation of the existing urban fabric.
  3. Student Housing: Cities with colleges and universities may have regulations or guidelines for student housing to ensure an adequate supply of affordable and safe accommodations for students. This can
    include requirements for minimum bedroom sizes, occupancy limits, and proximity to campus.
  4. Parking and Transportation: Given the concentration of students, faculty, and staff, parking and transportation considerations are crucial. Cities may require educational institutions to provide parking facilities or implement transportation demand management strategies, such as promoting public transit use, cycling infrastructure, and pedestrian-friendly designs.
  5. Community Engagement: Some cities encourage colleges and universities to engage with the local community through formalized agreements or community benefit plans. These may include commitments to support local businesses, contribute to neighborhood improvement projects, or provide educational and cultural resources to residents.

This is a relatively new title in the International Code Council catalog; revised every three years in the Group B tranche of titles.  Search on character strings such as “zoning” in the link below reveals the ideas that ran through the current revision:

Complete Monograph: 2022 Proposed Changes to Group B I-Codes (1971 pages)

We maintain it on our periodic I-Codes colloquia, open to everyone.  Proposals for the 2026 revision will be received until January 10, 2025.

2024/2025/2026 ICC CODE DEVELOPMENT SCHEDULE

We maintain it on our periodic I-Codes colloquia, open to everyone with the login credentials at the upper right of our home page.

The City Rises (La città che sale) | 1910 Umberto Boccioni


Related:

“What Happens When Data Centers Come to Town”

Signs, Signs, Signs

  1. Reed v. Town of Gilbert (2015): This Supreme Court case involved a challenge to the town of Gilbert, Arizona’s sign code, which regulated the size, location, and duration of signs based on their content. The court held that the sign code was a content-based restriction on speech and therefore subject to strict scrutiny.
  2. City of Ladue v. Gilleo (1994): In this Supreme Court case, the court struck down a municipal ordinance that banned the display of signs on residential property, except for signs that fell within specific exemptions. The court held that the ban was an unconstitutional restriction on the freedom of speech.
  3. Metromedia, Inc. v. San Diego (1981): This Supreme Court case involved a challenge to a San Diego ordinance that banned off-premises advertising signs while allowing on-premises signs. The court held that the ordinance was an unconstitutional restriction on free speech, as it discriminated against certain types of speech.
  4. City of Ladue v. Center for the Study of Responsive Law, Inc. (1980): In this Supreme Court case, the court upheld a municipal ordinance that prohibited the display of signs on public property, but only if the signs were posted for longer than 10 days. The court held that the ordinance was a valid time, place, and manner restriction on speech.
  5. City of Boerne v. Flores (1997): This Supreme Court case involved a challenge to a municipal sign code that regulated the size, location, and content of signs in the city. The court held that the sign code violated the Religious Freedom Restoration Act, as it burdened the exercise of religion without a compelling government interest.

 

NESC & NEC Cross-Code Correlation

October 20, 2026
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Statement from NARUC During its Summer 2018 Committee Meetings

IEEE Education & Healthcare Facilities Committee

Draft Proposals for the 2028 National Electrical Safety Code

Representative State Level Service Quality Standards

MI Power Grid


Relevant Research


PROCESS, PROCEDURES & SCHEDULE

2025-2026 NESC Revision Schedule

Mike Anthony is ID Number 469 | Proposal period closes 11:59 PM US Pacific Time | May 15

Meeting Notes in red

Loss of electric power and internet service happens more frequently and poses at least an equal — if not greater threat — to public safety.  So why does neither the National Electrical Code or the National Electrical Safety Code integrate reliability into their core requirements?  Reliability requirements appear in a network of related documents, either referenced, or incorporated by reference; sometimes automatically, sometimes not.

NESC Main Committee Membership: Page xii

Apart from the IEEE as the accredited standards developer, there are no “pure non-government user-interests” on this committee; although ANSI’s Essential Requirements for balance of interests provides highly nuanced interpretation.  The Classifications on Page xiii represents due diligence on meeting balance of interest requirements.

In our case, we are one of many large universities that usually own district energy plants that both generate and purchase generate electric power (as sometimes provide var support to utilities when necessary; as during the August 2003 North American outage).  For University of Michigan, for example, has about 20 service points at 4.8 – 120 kV.  Its Central Power Plant is the largest cogeneration plant on the DTE system.

Contents: Page xxviii | PDF Page 29

Absence of internet service is at least as much a hazard, and more frequent, than downed wires.   Is there a standards solution?  Consideration of interoperability of internet service power supported on utility poles  should track in the next revision.

No mention of any reliability related IEEE reliability standards in the present edition.  Why is this?

Section 2: Definitions of Special Terms | PDF Page 46

In the 2023 Handbook, the term “reliability” shows up 34 times.

availability (from Bob Arno’s IEEE 3006-series and IEEE 493 Gold Book revision)

reliability (Bob Arno)

utility (PDF Page 57)

communication | PDF Page 47

list of terms defined in the 2023 National Electrical Code that are new and relevant to this revision: (Article 100 NEC)

Bonding jumper, system and supply

Survivability of communication network signaling

Fiber optic cable mounted on common poles with a medium voltage overhead line standardizing procedure

municipal broadband network, digital subscriber line, surveillance cameras

wireless communication system

010. Purpose | PDF Page 40

Looks like improvement since last edition.  Suggest explicit Informational Note, as in the NEC, using “reliability” and referring to other agencies.  “Abnormal events” could be tighter and refer to other standards for abnormal, steady-state events.   The clarification of purpose is welcomed although a great deal remains uncovered by other best practice literature; though that can be repaired in this edition.

Legacy of shared circuit path standards. Should provisions be made for municipal surveillance, traffic and vehicle control infrastructure.  What would that look like?

011. Scope | Covered PDF Page 40

3. Utility facilities and functions of utilities that either (a) generate energy by conversion from
some other form of energy such as, but not limited to, fossil fuel, chemical, electrochemical,
nuclear, solar, mechanical, wind or hydraulic or communication signals, or accept energy or
communication signals from another entity, or (b) provide that energy or communication
signals through a delivery point to another entity.

5. Utility facilities and functions on the line side of the service point supplied by underground or
overhead conductors maintained and/or installed under exclusive control of utilities located on
public or private property in accordance with legally established easements or rights-of-way,
contracts, other agreements (written or by conditions of service), or as authorized by a
regulating or controlling body.
NOTE: Agreements to locate utility facilities on property may be required where easements are either
(a) not obtainable (such as locating utility facilities on existing rights-of-way of railroads or other entities,
military bases, federal lands, Native American reservations, lands controlled by a port authority, or other
governmental agency), or (b) not necessary (such as locating facilities necessary for requested service to a
site).

012. General Rules | Covered PDF Page 42

For all particulars not specified, but within the scope of these rules, as stated in Rule 011A, design,
construction, operation, and maintenance should be done in accordance with accepted good practice
for the given local conditions known at the time by those responsible for the communication or
supply lines and equipment

General purpose clause could use some work since no definition of “accepted good practice”.  Refer to IEEE bibliography.

 

Section 2: Definition of special terms | PDF Page 46

Recommendations elsewhere should track here.

 The word “installation” appears 256 times and is generally understood in context by experts.  Suggest borrow from NEC to clarify our concern for including co-linear/communication circuits. 

conduit.  exclusive control, lines, photovoltaic, NEC interactive. qualified

Section 3: Reference

NFPA 70®, National Electrical Code® (NEC®). [Rules 011B4 NOTE, 099C NOTE 1, and 127

IEEE Std 4™-1995, IEEE Standard Techniques for High-Voltage Testing. [Table 410-2 and Table 410-3]
IEEE Std 516™-2009, IEEE Guide for Maintenance Methods on Energized Power-Lines. [Rules 441A4
NOTE 2, 446B1, and 446D3 NOTE, and Table 441-5, Footnote 4]
IEEE Std 1427™-2006, IEEE Guide for Recommended Electrical Clearances and Insulation Levels in
Air-Insulated Electrical Power Substations. [Rule 124A1 NOTE, Table 124-1, 176 NOTE, and 177 NOTE]
IEEE Std 1584™-2002, IEEE Guide for Performing Arc Flash Hazard Calculations. [Table 410-1,
Footnotes 1, 3, 6, and 14]
IEEE Std C62.82.1™-2010, IEEE Standard for Insulation Coordination—Definitions, Principles, and Rules.
[Table 124-1 Footnote 5]

Add references to Gold Book, 1386, etc. IEC since multinationals conform.

 

Safety Rules for the Installation and Maintenance of Overhead Electric Supply and Communication Line | PDF Page 111

Has anyone confirmed that these tables match NEC Table 495.24 lately?  If it helps: there were no meaningful changes in the 2023 NEC in Article 495, the high voltage article

Section 11. Protective arrangements in electric supply stations | PDF Page 77

A safety sign shall be displayed on or beside the door or gate at each entrance. For fenced or
walled electric supply stations without roofs, a safety sign shall be displayed on each exterior
side of the fenced or wall enclosure. Where the station is entirely enclosed by walls and roof, a
safety sign is required only at ground level entrances. Where entrance is gained through
sequential doors, the safety sign should be located at the inner door position.  (A clarification but no change.  See Standards Michigan 2017 proposals)

Recommend that all oil-filled cans be removed and services upgraded through energy regulations with new kVA ratings

Section 12: Installation and maintenance of equipment

093. Grounding conductor and means of connection

Fences
The grounding conductor for fences required to be effectively grounded by other parts of this
Code shall meet the requirements of Rule 093C5 or shall be steel wire not smaller than Stl WG
No. 5.

D. Guarding and protection | PDF Page 67

124. Guarding live parts| PDF Page 85

Propose roofs required for exterior installations

Part 2. Safety Rules for the Installation and Maintenance of Overhead Electric Supply and Communication Line | Page 72

Section 22. Relations between various classes of lines and equipment | Page 80

222. Joint use of structures | Page 82

Where the practice of joint use is mutually agreed upon by the affected utilities, facilities shall be subject to the appropriate grade of construction specified in Section 24. Joint use of structures should be
considered for circuits along highways, roads, streets, and alleys. The choice between joint use of structures and separate lines shall be determined through cooperative consideration with other joint
users of all the factors involved, including the character of circuits, worker safety, the total number and weight of conductors, tree conditions, number and location of branches and service drops, structure
conflicts, availability of right-of-way, etc.

Reliability considerations for sustaining internet service when power supply is absent. 

Par2 Section 20 Safety Rules for the Installation and Maintenance of Overhead Electric Supply and Communication Line | PDF Page 111

Has anyone confirmed that these tables match NEC Table 495.24 lately?

Part 3. Safety Rules for the Installation and Maintenance of Underground Electric Supply and Communication Lines | Page 220

Renewable energy for internet access

311. Installation and maintenance

A. Persons responsible for underground facilities shall be able to indicate the location of their facilities.
B. Reasonable advance notice should be given to owners or operators of other proximate facilities that
may be adversely affected by new construction or changes in existing facilities.
C. For emergency installations, supply and communication cables may be laid directly on grade if the
cables do not unreasonably obstruct pedestrian or vehicular traffic and either:

1. The cables are covered, enclosed, or otherwise protected, or
2. The locations of the cables are conspicuous.
Supply cables operating above 600 V shall meet either Rule 230C or 350B.
NOTE: See Rules 014B2 and 230A2d.

Part 4. Work Rules for the Operation of Electric Supply and Communications Lines and Equipment | PDF Page 289

When and why was the term “Work” added to the title of this section?   

Core text for the definition of wireless communication system reliability

 


Appendix E Bibliography| PDF Page 355

 

 

 

Index | PDF Page 398

 


The word “reliability” appears only three times.  Should it track in the NESC or should it track in individual state requirements.  So neither the NEC nor the NESC couples closely with power and communication reliability; despite the enormity and speed of research.

 

Language 600

October 19, 2026
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Starting from the canonicals of any standard suitable for optimizing innovation (and incorporation by reference into public law) — Title, Scope, Purpose and Definitions — we will turn our attention to the Call for Public Comment by NIST which is open until July 28th.

Innovation and Competitiveness in Artificial Intelligence

Artificial intelligence is built upon language, but the meaning of “standard language” becomes complicated when machines learn from billions of human expressions. Unlike electrical, building or safety standards, language standards are rarely governed by a single authority. Dictionaries, style manuals, universities, publishers, governments and professional societies establish conventions, while ordinary speakers continuously modify them. AI systems operate in the middle of this tension between prescription and usage.

Training data. Large language models learn statistical patterns from books, websites, journalism, academic literature, software and other sources. The composition of that material influences what the model recognizes as normal, authoritative or acceptable language. Decisions about inclusion, exclusion and weighting can therefore function as de facto standards, even when no formal standards organization is involved.

 Grammar and intelligibility. AI can reinforce conventional spelling, syntax and technical terminology, making communication across institutions and borders easier. This is particularly valuable in engineering, medicine, law and education, where small differences in terminology can have substantial consequences. Yet excessive normalization may flatten dialect, regional vocabulary and inherited forms of expression.

Meaning. Words change over time and contested words often carry political, cultural or institutional assumptions. When an AI system chooses one definition over another, it may unintentionally appear to settle a dispute that society itself has not settled. Transparency about ambiguity is therefore an important characteristic of trustworthy AI.

Tchnical standardization. AI increasingly depends upon formal vocabularies, ontologies, metadata, machine-readable definitions and interoperability protocols. Standards organizations such as International Organization for Standardization, IEEE and National Institute of Standards and Technology have roles in developing frameworks through which AI systems can be evaluated and governed.

Above all we still face the question: Who gets to set the language standard? Should AI reflect contemporary majority usage, established literary traditions, professional terminology, institutional style or the language of particular communities? Probably some combination is unavoidable.

For Standards Michigan, the deeper question may be this: AI does not merely follow language standards; through widespread daily use, it may increasingly help create them. If millions of students, teachers, engineers and institutions rely upon AI to write and interpret language, the model’s linguistic choices can become conventions themselves. Understanding how those choices are made may therefore become as important as understanding the standards written by traditional standards-setting bodies.

 

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