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Electrical Resource Adequacy

 “When buying and selling are controlled by legislation,
the first things to be bought and sold are legislators.”
— P.J. O’Rourke

 

“Federal Power Act” | June 10, 1920, Chapter 285 of the 66th Congress] 

Comment on FERC Action

The Federal Energy Regulatory Commission is an independent agency within the U.S. federal government that regulates interstate transmission of electricity, natural gas, and oil. It oversees wholesale energy markets, pipeline infrastructure, and hydroelectric projects, ensuring fair rates and reliability. While independent, FERC operates under the Department of Energy’s umbrella but does not take direct orders from the executive branch.

FERC enforces energy laws, approves infrastructure projects, and regulates market competition. FERC plays a crucial role in balancing economic, environmental, and energy security concerns, aiming to maintain a stable and efficient energy system across the United States.  Since the U.S. shares interconnected electricity grids with Canada and Mexico, FERC’s decisions on transmission rules and pricing affect energy flows and grid reliability in both countries.

Our interest lies in closing a technical gap that exists upstream from the building service point and downstream from the utility supply point. Some, not all of it, can be accomplished with titles in the IEEE catalog.

Given the dominance of vertical incumbents in the electric power domain, we have submitted a tranche of reliability concepts into the ASHRAE, NFPA and ICC catalogs — not so much with the expectation that they will be gratefully received — but that our proposals will unleash competitive energies among developers of voluntary consensus standards.

One of our proposals was heard at the April-May meetings of the International Code Council.  We are happy to discuss the outcome of that proposal any day at the usual hour.



Commissioner-Led Reliability Technical Conference Agenda: October 16, 2024, 10:00 AM

 


Nothing happened in August

Technical Conference RE: Large Loads Co-Located at Generating Facilities: November 1, 10AM EDT

Echo Chamber Synonyms: mutual admiration society, self congratulatory club,

back patting session, congratulatory loop, closed loop of praise, reciprocal praise fest,

feedback bubble, endless validation cycle, compliment carousel.

Predictive Reliability Analysis of Power Distribution Systems Considering the Effects of Seasonal Factors on Outage Data Using Weibull Analysis Combined With Polynomial Regression


February 2024 Highlights 

Failure Rate Prediction Model of Substation Equipment Based on Weibull Distribution and Time Series Analysis

January 2024 Highlights



Transmission Planning Using a Reliability Criterion

Readings / The Administrative State

In power system engineering, availability and reliability are two important concepts, but they refer to different aspects of the system’s performance.

Reliability:

  • Reliability refers to the ability of a power system to perform its intended function without failure for a specified period under given operating conditions. It is essentially a measure of how dependable the system is.
  • Reliability metrics often include indices such as the frequency and duration of outages, failure rates, mean time between failures (MTBF), and similar measures.
  • Reliability analysis focuses on identifying potential failure modes, predicting failure probabilities, and implementing measures to mitigate risks and improve system resilience.Availability:
  • Availability, on the other hand, refers to the proportion of time that a power system is operational and able to deliver power when needed, considering both scheduled and unscheduled downtime.
  • Availability is influenced by factors such as maintenance schedules, repair times, and system design redundancies.
  • Availability is typically expressed as a percentage and can be calculated using the ratio of the uptime to the total time (uptime plus downtime).
  • Availability analysis aims to maximize the operational readiness of the system by minimizing downtime and optimizing maintenance strategies.

Reliability focuses on the likelihood of failure and the ability of the system to sustain operations over time, while availability concerns the actual uptime and downtime of the system, reflecting its readiness to deliver power when required. Both concepts are crucial for assessing and improving the performance of power systems, but they address different aspects of system behavior.

 

November 2023 Highlights | FERC insight | Volume 10

Determining System and Subsystem Availability Requirements: Resource Planning and Evaluation

Comment: These 1-hour sessions tend to be administrative in substance, meeting the minimum requirements of the Sunshine Act. This meeting was no exception. Access to the substance of the docket is linked here.

Noteworthy: Research into the natural gas supply following Winter Storm Elliot.

 


August 14, 2003


 UPDATED POLICIES ON U.S. DECARBONIZATION AND TECHNOLOGY TRANSITIONS


June 15:FERC Finalizes Plans to Boost Grid Reliability in Extreme Weather Conditions

On Monday June 13th, Federal Energy Regulatory Commission commissioners informed the House Committee on Energy and Commerce that the “environmental justice” agenda prohibits reliable dispatchable electric power needed for national power security. One megawatt of natural gas generation does not equal one megawatt of renewable generation. The minority party on the committee — the oldest standing legislative committee in the House of Representatives (established 1795) — appears indifferent to the reliability consequences of its policy.

Joint Federal-State Task Force on Electric Transmission

“Our nation’s continued energy transition requires the efficient development of new transmission infrastructure. Federal and state regulators must address numerous transmission-related issues, including how to plan and pay for new transmission infrastructure and how to navigate shared federal-state regulatory authority and processes. As a result, the time is ripe for greater federal-state coordination and cooperation.”












 

Bibliography:

Natural Gas Act of 1938

Natural Gas Policy Act of 1978

Glossary of Terms Used in NERC Reliability Standards

The Major Questions Doctrine and Transmission Planning Reform

As utilities spend billions on transmission, support builds for independent monitoring

States press FERC for independent monitors on transmission planning, spending as Southern Co. balks

Related:

Homeland Power Security

At the July 20th meeting of the Federal Energy Regulatory Commission Tristan Kessler explained the technical basis for a Draft Final Rule for Improvements to Generator Interconnection Procedures and Agreements, On August 16th the Commission posted a video reflecting changes in national energy policy since August 14, 2003; the largest blackout in American history.

Reflections / John Nash

“Non-Cooperative Games” 1951 | John Nash

Brian Keating: Cosmology, Astrophysics, Aliens & Losing the Nobel Prize

 

Beauty in a World of Ugliness

Cultural Resource Properties

Public Input on the 2029 Edition will be received until January 6, 2027

Comments on the Second Draft of NFPA 909 — Cultural Resource Property Protection — will be received until 3 October 2024

University of Chicago

 

 

Books cannot be killed by fire.  People die, but books never die

No man and no force can put thought in a concentration camp forever

— Franklin Roosevelt

 

Many education communities build and maintain cultural resource properties whose safety and sustainability objectives are informed by local adaptations of consensus products developed by the International Code Council (ICC) and the National Fire Protection Association (NFPA).   We need to understand the ICC and NFPA product suites as a pair.   For most real assets in the education industry  they move “roughly” in tandem even though they are produced by different organizations for a different set of customers.  Sometimes the out-of-step condition between NFPA and ICC permits subject matter experts on technical committees to make the best possible decisions regarding the safety and sustainability agenda of the interest group they represent; but not always.

Occupancy classification is always a first consideration and both the NFPA and the ICC have a claim to some part of this occupancy concept*.   In the ICC suite we find code requirements for many “cultural places of worship” tracking in the following sections of the International Building Code (IBC):

Section 303 Assembly Group A-3

Section 305 Educational Group E

Section 308 Institutional Group I

Note that Sections 305 and 308 recognize the accessory and multi-functional nature of occupancy types in the education industry – i.e child care and adult care function can marge and be an accessory to a place of worship.  The general rule in the IBC is that accessory religious educational rooms and religious auditoriums with occupant loads of less than 100 per room or space are not considered separate occupancies.    Other standards developers are guided by this rule.

"The only thing you absolutely have to know is the location of the library" - Albert Einstein

Close coupled to the IBC for this occupancy class is NFPA 909 Code for the Protection of Cultural Resource Properties – Museums, Libraries, and Places of WorshipFrom the document prospectus:

This code describes principles and practices of protection for cultural resource properties (including, but not limited to, museums, libraries, and places of worship), their contents, and collections, against conditions or physical situations with the potential to cause damage or loss.

• This code covers ongoing operations and rehabilitation and acknowledges the need to preserve culturally significant and character-defining building features and sensitive, often irreplaceable, collections and to provide continuity of operations.

• Principles and practices for life safety in cultural resource properties are outside the scope of this code. Where this code includes provisions for maintaining means of egress and controlling occupant load, it is to facilitate the evacuation of items of cultural significance, allow access for damage limitation teams in an emergency, and prevent damage to collections through overcrowding or as an unintended consequence of an emergency evacuation.

• Library and museum collections that are privately owned and not open to the public shall not be required to meet the requirements of this code.

"The only thing you absolutely have to know is the location of the library" - Albert Einstein

Since we are hard upon release of the 2021 Edition of NFPA 909 let us take a backward look at the current (2017) version of NFPA 909 Code for the Protection of Cultural Resource Properties – Museums, Libraries, and Places of Worship.  Chapter 14 covers “Museums, Libraries and their Collections”.   Chapter 15 covers “Places of Worship”

Free Access Edition NFPA 909

The 2025 Edition is now open for public input.  Let us pick through proposals for the 2021 Edition to inform our approach to its improvement by referencing the technical committee transcripts linked below:

Public Input Report: January 12, 2023

N.B. We find committee response (accepted in principle) to Standards Michigan proposal to articulate conditions in which places of worship and libraries are used as community disaster relief support facilities.  We consider this a modest “code win”.

Circling back to the ICC suite we find elevated interest in hardening community owned facilities to tornadoes, hurricane and floods and other storm related risk in the structural engineering chapters of the International Building Code.

"This We'll Defend."

NFPA 909: Code for the Protection of Cultural Resource Properties – Museums, Libraries, and Places of Worship | 2021 Edition

Leadership and facility managers for enterprises of this type are encouraged to contribute obtain their own (free) NFPA public participation account in order to directly participate in the 2025 revision of NFPA 909 by logging in here: https://www.nfpa.org/login.

Public consultation on the First Draft of the 2025 Edition closes January 4, 2024.

This document is also a standing item on our periodic Prometheus, Lively and Fine Arts teleconference.  See our CALENDAR for the next online meeting; open to everyone.

Issue: [15-258]

Category: Fire Safety, Public Safety

Colleagues: Mike Anthony, Josh Elvove, Joe DeRosier

*See NFPA 101 Life Safety Code

Labeling of Hazardous Art Materials Act

Property Loss Prevention


LEARN MORE:

Guidelines for the Security of Rare Books, Manuscripts, and Other Special Collections, Association of College & Research Libraries, American Library Association, 50 East Huron Street, Chicago, IL 60611-2795.

“A Legal Primer on Managing Museum Collections,” Malaro, Marie, second edition 1998

“Risk and Insurance Management Manual for Libraries,” Mary Breighner and William Payton, edited by Jeanne Drewes, ALA 2005 ISBN 0-8389-8325-1.

Wisconsin Historic Building Code, Madison, WI:Wisconsin Administrative Code.

 

University Art Collections

 

“We have art in order not to perish from the Truth”

— Friedrich Nietzsche

 

We occasionally break from our focus on the technology and management of these “cities-within-cities” and dwell briefly on the primary business of the academy. Academic museums and galleries provide a setting for conveying inherited wisdom to the next generation of cultural leaders. We include in this gallery examples of architectural art of the buildings themselves.   Click on images for more artist and location credit.   Technical information about safety and sustainability of this facility class appears at the bottom of this page.

“Street Scene, Christmas Morning” 1982 Frederick Childe Hassam | Smith College Museum of Art

“The Prairie is My Garden” | Harvey Dunn (1884-1952) | South Dakota State University Art Museum

“La Débâcle or Les Glaçons” (1880) | Claude Monet | University of Michigan Museum of Art

Harvard University Art Museum | “Thatched-Roof Cottage by a Lake” | Myles Birket Foster (1825 – 1899)

“The Fall of Novgorod” (1891) / Klaudii Vasilievich Lebedev / University of Wiscosin Chazen Museum of Art

“Dancer” c. 1923 José Miguel Covarrubias Duclaud | Museum of Art & Archeology University of Missouri

Brigham University Museum of Art | “Crossing the Mississippi on the Ice” | C.C.A. Christensen (1878)

Self-portrait, 1919 Amedeo Modigliani /Museu de Arte Contemporânea da Universidade de São Paulo

 

Princeton University Art Museum | “Shinnecock, Long Island” | William Merritt Chase (1896)

Georgetown University Museum of Art | “Fujiyama from Kawaibashi, at Tokaido” (circa 1880) | Kusakabe Kimbei

“Volcanic Cones” 1934 Maynard Dixon | Brigham Young University

University of Virginia Museum of Art | “The Natural Bridge, Virginia” | Frederic Edwin Church (1852)

Colby College Museum of Art | “Frankie and Johnny” | Alex Katz (1948-1949)

Bowdoin College Museum of Art | View on the Hudson | George Inness

University of Vienna Ceiling Paintings (Medicine)

Princeton University Art Museum | “Water Lilies and Japanese Bridge” | Claude Monet (1899)

Dinastía Qing / Penn University Museum

Yale University Art Museum | “Young Woman and Child | Berthe Morisot (1966)

 

Princeton University Art Museum | “Mount Adams, Washington” | Albert Bierstadt (1875)

Michigan State University | Broad Art Museum

“Piazza San Marco with the Basilica by Canaletto, 1730” / Harvard University Art Museum

“Boathouses and Lobster Pots” | Fairfield Porter | Amherst College Art Museum

Harvard University | In the Sierras, Lake Tahoe (Albert Bierstadt)

Stanford University Art Museum

“Indians Playing Lacrosse on the Ice” 1934 Yale University Art Gallery

 

Stanford University | “The Burghers of Calais” by Auguste Rodin

University of Texas | Indians of the Northwest (Thomas Hill)

Arizona State University Art Museum

Yale University | The Battle of Bunker Hill (John Trumbull)

Dante Gabriel Rossetti | La Pia de Tolomei | University of Kansas Art Museum

University of Minnesota Art Museum


LEARN MORE:

Workspace / Art Museum Safety & Sustainability

 

print(“Python”)

Python 3.14.0 beta 4 was released July 8th.

 

“Python is the programming equivalent

of a Swiss Army Knife.”

— Some guy

 

The Python Standard Library

Open source standards development is characterized by very open exchange, collaborative participation, rapid prototyping, transparency and meritocracy.   The Python programming language is a high-level, interpreted language that is widely used for general-purpose programming. Python is known for its readability, simplicity, and ease of use, making it a popular choice for beginners and experienced developers alike.  Python has a large and active community of developers, which has led to the creation of a vast ecosystem of libraries, frameworks, and tools that can be used for a wide range of applications. These include web development, scientific computing, data analysis, machine learning, and more.

Another important aspect of Python is its versatility. It can be used on a wide range of platforms, including Windows, macOS, Linux, and even mobile devices. Python is also compatible with many other programming languages and can be integrated with other tools and technologies, making it a powerful tool for software development.  Overall, the simplicity, readability, versatility, and large community support of Python make it a valuable programming language to learn for anyone interested in software development including building automation.

As open source software, anyone may suggest an improvement to Python(3.X) starting at the link below:

Python Enhancement Program

Python Download for Windows

Python can be used to control building automation systems. Building automation systems are typically used to control various systems within a building, such as heating, ventilation, air conditioning, lighting, security, and more. Python can be used to control these systems by interacting with the control systems through the building’s network or other interfaces.

There are several Python libraries available that can be used for building automation, including PyVISA, which is used to communicate with instrumentation and control systems, and PyModbus, which is used to communicate with Modbus devices commonly used in building automation systems. Python can also be used to develop custom applications and scripts to automate building systems, such as scheduling temperature setpoints, turning on and off lights, and adjusting ventilation systems based on occupancy or other variables. Overall, Python’s flexibility and versatility make it well-suited for use in building automation systems.

Subversion®

Building Automation & Control Networks

Fountains

“Temple, Fountain and Cave in Sezincote Park” | Thomas Daniell (1819) | Yale Center for British Art

From time to time we break from our interest in lowering the cost of our “cities-within-cities” to enjoy the work of our colleagues responsible for seasonal ambience and public art.  We have a dedicated post that celebrates the accomplishments of our gardeners and horticultural staff.   Today we dedicate a post to campus fountains–a focal point for gathering and a place for personal reflection for which there is no price.

Alas, we find a quickening of standards developing organizations growing their footprint in the spaces around buildings now.  They used to confine the scopes of their standardization enterprises to the building envelope.  That day will soon be behind us as an energized cadre of water rights social justice workers, public safety, sustainability and energy conservation professionals descend upon campus fountains with prescriptive requirements for evaporation rates, bromine concentrations, training, certification and inspections.  In other words regulators and conformity functionaries will outnumber benefactors and fountain designers 1 million to 1.

We will deal with all that when the day comes.  For the moment, let’s just enjoy them.

We are happy to walk you through the relevant structural, water safety, plumbing and electrical issues any day at 11 AM EST during our daily standing online teleconferences.   Click on any image for author attribution, photo credit or other information.

Purdue University

The Great Court at Trinity College, Cambridge

Regent University

University of Washington

Hauptgebäude der Ludwig-Maximilians-Universität München, Bayern, Deutschland

College of the Desert / Palm Desert, California

California Institute of Technology

Berry College

Utah Valley University

Universitat d’Alacant / Sant Vicent del Raspeig, Spain

Collin County Community College / Plano, Texas

University of Toledo

University of Michigan College of Engineering

Harvard University

Florida State University

University of North Texas

 

Lightning Protection Systems

2026 Public Input Report | 2026 Public Comment Report

FEMA National Risk Index: Lightning

“Benjamin Franklin Drawing Electricity from the Sky” 1816 Benjamin West

 

Benjamin Franklin conducted his famous experiment with lightning on June 10, 1752.

He used a kite and a key to demonstrate that lightning was a form of electricity.

This experiment marked an important milestone in understanding the nature of electricity

and laid the foundation for the development of lightning rods and other lightning protection systems.

 

Seasonal extreme weather patterns in the United States, resulting in damages to education facilities and delays in outdoor athletic events — track meets; lacrosse games, swimming pool closures and the like — inspire a revisit of the relevant standards for the systems that contribute to safety from injury and physical damage to buildings: NFPA 780 Standard for the Installation of Lightning Protection Systems

FREE ACCESS

To paraphrase the NFPA 780 prospectus:

  • This document shall cover traditional lightning protection system installation requirements for the following:
       (1) Ordinary structures

       (2) Miscellaneous structures and special occupancies
       (3) Heavy-duty stacks
       (4) Structures containing flammable vapors, flammable gases, or liquids with flammable vapors
       (5) Structures housing explosive materials
       (6) Wind turbines
       (7) Watercraft
       (8) Airfield lighting circuits
       (9) Solar arrays
  • This document shall address lightning protection of the structure but not the equipment or installation requirements for electric generating, transmission, and distribution systems except as given in Chapter 9 and Chapter 12.

(Electric generating facilities whose primary purpose is to generate electric power are excluded from this standard with regard to generation, transmission, and distribution of power.  Most electrical utilities have standards covering the protection of their facilities and equipment. Installations not directly related to those areas and structures housing such installations can be protected against lightning by the provisions of this standard.)

  • This document shall not cover lightning protection system installation requirements for early streamer emission systems or charge dissipation systems.

“Down conductors” must be at least #2 AWG copper (0 AWG aluminum) for Class I materials in structures less than 75-ft in height

“Down conductors: must be at least 00 AWG copper (0000 AWG aluminum) for Class II Materials in structures greater than 75-ft in height.

Related grounding and bonding  requirements appears in Chapters 2 and Chapter 3 of NFPA 70 National Electrical Code.  This standard does not establish evacuation criteria.  

University of Michigan | Washtenaw County (Photo by Kai Petainen)

The current edition is dated 2023 and, from the transcripts, you can observe concern about solar power and early emission streamer technologies tracking through the committee decision making.  Education communities have significant activity in wide-open spaces; hence our attention to technical specifics.

2023 Public Input Report

2023 Public Comment Report

Public input on the 2026 revision is receivable until 1 June 2023.

We always encourage our colleagues to key in their own ideas into the NFPA public input facility (CLICK HERE).   We maintain NFPA 780 on our Power colloquia which collaborates with IEEE four times monthly in European and American time zones.  See our CALENDAR for the next online meeting; open to everyone.

Lightning flash density – 12 hourly averages over the year (NASA OTD/LIS) This shows that lightning is much more frequent in summer than in winter, and from noon to midnight compared to midnight to noon.

Issue: [14-105]

Category: Electrical, Telecommunication, Public Safety, Risk Management

Colleagues: Mike Anthony, Jim Harvey, Kane Howard


More

Installing lightning protection system for your facility in 3 Steps (Surge Protection)

IEEE Education & Healthcare Facility Electrotechnology

Readings: The “30-30” Rule for Outdoor Athletic Events Lightning Hazard

Churches and chapels are more susceptible to lightning damage due to their height and design. Consider:

Height: Taller structures are more likely to be struck by lightning because they are closer to the cloud base where lightning originates.

Location: If a church or chapel is situated in an area with frequent thunderstorms, it will have a higher likelihood of being struck by lightning.

Construction Materials: The materials used in the construction of the building can affect its vulnerability. Metal structures, for instance, can conduct lightning strikes more readily than non-metallic materials.

Proximity to Other Structures: If the church or chapel is located near other taller structures like trees, utility poles, or buildings, it could increase the chances of lightning seeking a path through these objects before reaching the building.

Lightning Protection Systems: Installing lightning rods and other lightning protection systems can help to divert lightning strikes away from the structure, reducing the risk of damage.

Maintenance: Regular maintenance of lightning protection systems is essential to ensure their effectiveness. Neglecting maintenance could result in increased susceptibility to lightning damage.

Historical Significance: Older buildings might lack modern lightning protection systems, making them more vulnerable to lightning strikes.

The risk can be mitigated by proper design, installation of lightning protection systems, and regular maintenance. 

Virginia Tech

Solar Panels on King’s College Chapel Roof

“…The solar panels will populate the gothic chapel roof, producing an approximate 105,000 kWh of energy a year – enough to run the chapel’s electricity, and saving around £20,000 in energy bills per year. The college confirmed that any excess energy would be sold off to the national grid.

King’s College Announcement

Solar Panels on King’s College Chapel Roof

Solar panels perform better when listening to music:

A 2013 study by researchers at Imperial College London and Queen Mary University of London showed that solar panels actually work better when exposed to music, of multiple genres. Scientists at the university proved that when exposed to high pitched sounds, like those found in rock and pop music, the solar cells’ power output increased by up to 40 percent. Classical music was also found to increase the solar cells’ energy production, but slightly less so than rock and pop, as it generally plays at a lower pitch than pop and rock. Whether they know it or not, British band Coldplay are just one of the artists benefitting from this research. During their 2021 tour, they installed solar photovoltaic panels in the build-up to each show, “behind the stage, around the stadium and where possible in the outer concourses”…

BS 7671 Requirements for Electrical Installations

The Major Differences in Electrical Standards Between the U.S. and Europe

Representative Calculation: (WAG)

To determine how much electrical power and lighting 12 kilowatts (kW) will provide for an educational facility, we need to consider the following factors:

    1. Power Distribution: How the 12 kW will be distributed across different electrical needs such as lighting, computers, HVAC (heating, ventilation, and air conditioning), and other equipment.
    2. Lighting Requirements: The specific lighting requirements per square foot or room, which can vary based on the type of facility (classrooms, libraries, laboratories, etc.).
    3. Efficiency of Lighting: The type of lighting used (e.g., LED, fluorescent, incandescent) as this affects the power consumption and lighting output.

We start with lighting.

    1. Lighting Efficiency:
      • LED lights are highly efficient, typically around 100 lumens per watt.
      • Fluorescent lights are less efficient, around 60-70 lumens per watt.
    2. Lighting Power Calculation:
      • 12 kW (12,000 watts) of LED lighting at 100 lumens per watt would provide: 12,000 watts×100 lumens/watt=1,200,000 lumens
    3. Illumination Requirements:
      • Classroom: Approximately 300-500 lux (lumens per square meter).
      • Library or laboratory: Approximately 500-750 lux.
    4. Area Coverage:
      • If we target 500 lux (which is 500 lumens per square meter), we can calculate the area covered by the lighting: (1,200,000 lumens)/ 500 lux=2,400 square meters

Now we need to allocate power to other loads.

    1. Lighting: Assuming 50% of the 12 kW goes to lighting:
      • Lighting Power: 6 kW (6,000 watts)
      • Using the previous calculation: 6,000 watts×100 lumens/watt=600,000 lumens
      • Area Coverage for lighting (at 500 lux): (600,000 lumens)/500 lux=1,200 square meters
    2. Other Electrical Needs:
      • Computers and equipment: Typically, a computer lab might use around 100 watts per computer.
      • HVAC: This can vary widely, but let’s assume 4 kW is allocated for HVAC and other systems.

Breakdown:

    • Lighting: 6 kW
    • Computers/Equipment: 2 kW (e.g., 20 computers at 100 watts each)
    • HVAC and other systems: 4 kW

Summary

    • Lighting: 12 kW can provide efficient LED lighting for approximately 1,200 square meters at 500 lux.
    • General Use: When distributed, 12 kW can cover lighting, a computer lab with 20 computers, and basic HVAC needs for a small to medium-sized educational facility.

The exact capacity will vary based on specific facility needs and equipment efficiency.

 

 

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