Data centers in colleges and universities are crucial for supporting the extensive technological infrastructure required for modern education and research. These centers house critical servers and storage systems that manage vast amounts of data, ensuring reliable access to academic resources, administrative applications, and communication networks. They enable the secure storage and processing of sensitive information, including student records, faculty research, and institutional data.
Moreover, data centers facilitate advanced research by providing the computational power needed for data-intensive studies in fields like bioinformatics, climate science, and artificial intelligence. They support virtual learning environments and online course management systems, essential for the increasingly prevalent hybrid and online education models. Efficient data centers also contribute to campus sustainability goals by optimizing energy use through modern, eco-friendly technologies.
Additionally, robust data center infrastructure enhances the university’s ability to attract top-tier faculty and students by demonstrating a commitment to cutting-edge technology and resources. They also play a vital role in disaster recovery and business continuity, ensuring that educational and administrative functions can resume quickly after disruptions. Overall, data centers are integral to the academic mission, operational efficiency, and strategic growth of colleges and universities.
We have followed development of the technical standards that govern the success of these “installations” since 1993; sometimes nudging technical committees — NFPA, IEEE, ASHRAE, BICSI and UL. The topic is vast and runs fast so today we will review, and perhaps respond to, the public consultations that are posted on a near-daily basis. Use the login credentials at the upper right of our home page.
The National Institute of Standards and Technology seeks information to assist in carrying out several of its responsibilities under the Executive order on Safe, Secure, and Trustworthy Development and Use of Artificial Intelligence issued on October 30, 2023. Among other things, the E.O. directs NIST to undertake an initiative for evaluating and auditing capabilities relating to Artificial Intelligence (AI) technologies and to develop a variety of guidelines, including for conducting AI red-teaming tests to enable deployment of safe, secure, and trustworthy systems.
Attention Is All You Need | Authors: Ashish Vaswani et al. (2017). This groundbreaking paper introduced the Transformer architecture, replacing recurrent layers with self-attention mechanisms to enable parallelizable, efficient sequence modeling. It laid the foundational blueprint for all subsequent LLMs, revolutionizing natural language processing by capturing long-range dependencies without sequential processing.
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding | Authors: Jacob Devlin et al. (2018). BERT pioneered bidirectional pre-training via masked language modeling, allowing models to understand context from both directions. As an encoder-only Transformer, it achieved state-of-the-art results on 11 NLP tasks and established the pre-training/fine-tuning paradigm that underpins bidirectional LLMs like those in search and classification.
Training Compute-Optimal Large Language Models | Authors: Jordan Hoffmann et al. (2022). Known as the Chinchilla paper, it revealed that optimal LLM performance requires balanced scaling of model size and data volume (e.g., 70B parameters trained on 1.4T tokens outperform larger models with less data). This shifted research toward data-efficient training, influencing efficient LLM development.
Did you know? If you’ve seen clocks advertised to consumers as “atomic clocks,” those are actually listening to NIST radio stations’ time signals so they can count the seconds accurately. pic.twitter.com/hTTO0smikl
— National Institute of Standards and Technology (@NIST) January 31, 2024
Introduction. [Abstract]. The rapid growth of data centers, with their enormous energy and water demands, necessitates targeted policy interventions to mitigate environmental impacts and protect local communities. To address these issues, states with existing data center tax breaks should adopt sustainable growth policies for data centers, mandating energy audits, strict performance standards, and renewable energy integration, while also requiring transparency in energy usage reporting. “Renewable energy additionality” clauses should ensure data centers contribute to new renewable capacity rather than relying on existing resources. If these measures prove insufficient, states should consider repealing tax breaks to slow unsustainable data center growth. States without tax breaks should avoid such incentives altogether while simultaneously implementing mandatory reporting requirements to hold data centers accountable for their environmental impact. Broader measures should include protecting local tax revenues for schools, regulating utility rate hikes to prevent cost-shifting to consumers, and aligning data center energy demands with state climate goals to avoid prolonging reliance on fossil fuels.
PDF Page 570: Outlets for educational occupancies (STDMi comment)
PDF Page 52: Demand factors for schools (Definition of schools/colleges should correlate with ICC and ASHRAE occupancies — our historical claim and proposals).
PDF Page 539: “Meeting rooms” should recognize school occupancies according to ICC.
The University of Michigan has supported the voice of the United States education facility industry since 1993 — the second longest tenure of any voice in the United States. That voice has survived several organizational changes but remains intact and will continue its Safer-Simpler-Lower Cost-Longer Lasting advocacy on Code Panel 3 in the 2029 Edition.
Today, during our customary “Open Door” teleconference we will examine the technical concepts under the purview of Code Panel 1; among them:
Article 206 Signaling Circuits
Article 300 General Requirements for Wiring Methods and Materials
Article 590 Temporary Installations
Chapter 7 Specific Conditions for Information Technology
Chapter 9 Conductor Properties Tables
Public Input on the 2029 Edition will be received until April 9, 2026.
ASHRAE 90.4 defines an alternate compliance path, specific to data centers, while the compliance requirements for “non-data center” components are contained in ASHRAE 90.1 . The 90.4 structure also streamlines the ongoing maintenance process as well ensures that Standards 90.1 and 90.4 stay in their respective lanes to avoid any overlap and redundancies relating to the technical and administrative boundaries. Updates to ASHRAE 90.1 will still include the alternate compliance path defined in ASHRAE 90.4. Conversely the 2022 Edition of 90.4-2022 refers to ASHRAE 90.1-2022; cross-referencing one another synchronously
Links to noteworthy coverage from expert agencies on the 2022 revisions:
This title resides on the standing agenda of our Infotech 400 colloquium; hosted several times per year and as close coupled with the annual meetings of ASHRAE International as possible. Technical committees generally meet during these meetings make decisions about the ASHRAE catalog. The next all committee conference will be hostedJanuary 20-24, 2024 in Chicago. As always we encourage education industry facility managers, energy conservation workgroups and sustainability professionals to participate directly in the ASHRAE consensus standard development process. It is one of the better facilities out there.
Proposed Addendum g makes changes to definitions were modified in section 3 and mandatory language in Section 6 to support the regulation of process heat and process ventilation was moved in the section for clarity. Other changes are added based on comments from the first public review including changes to informative notes.
Consultation closes June 4th
Update: February 10, 2023
The most actively managed consensus standard for data center energy supply operating in education communities (and most others) is not published by the IEEE but rather by ASHRAE International — ASHRAE 90.4 Energy Standard for Data Centers (2019). It is not required to be a free access title although anyone may participate in its development. It is copyrighted and ready for purchase but, for our purpose here, we need only examine its scope and purpose. A superceded version of 90.4 is available in the link below:
It is likely that the technical committee charged with updating this standard are already at work preparing an updated version that will supercede the 2019 Edition. CLICK HERE for a listing of Project Committee Interim Meetings.
We maintain many titles from the ASHRAE catalog on the standing agenda of our Mechanical, Energy 200/400, Data and Cloud teleconferences. See our CALENDAR for the next online meeting; open to everyone.
Originally posted Summer 2020.
ASHRAE International has released four new addenda to its energy conservation consensus document ASHRAE 90.4-2016 Energy Standard for Data Centers. This document establishes the minimum energy efficiency requirements of data centers for design and construction, for the creation of a plan for operation and maintenance and for utilization of on-site or off-site renewable energy resources.
It is a relatively new document more fully explained in an article published by ASHRAE in 2016 (Click here). The addenda described briefly:
Addendum a – clarifies existing requirements in Section 6.5 as well as introduce new provisions to encourage heat recovery within data centers.
Addendum b – clarifies existing requirements in Sections 6 and 11 and to provide guidance for taking credit for renewable energy systems.
Addendum d – a response to a Request for Interpretation on the 90.4 consideration of DieselRotary UPS Systems (DRUPS) and the corresponding accounting of these systems in the Electrical Loss Component (ELC). In crafting the IC, the committee also identified several marginal changes to 90.4 definitions and passages in Section 8 that would add further clarity to the issue. This addendum contains the proposed changes for that aim as well as other minor changes to correct spelling or text errors, incorporate the latest ELC values into Section 11, and to refresh information in the Normative Reference.
Addendum e adds language to Section 11 intended to clarify how compliance with Standard 90.4 can be achieved through the use of shared systems.
Comments are due September 6th. Until this deadline you may review the changes and comment upon them by by CLICKING HERE
Education facility managers, energy conservation workgroups and sustainability professionals are encouraged to participate directly in the ASHRAE standard development process. Start at ASHRAE’s public commenting facility:
The ASHRAE catalog is a priority title in our practice. This title appears on the standing agenda of our Infotech sessions. See our CALENDAR for the next online meeting; open to everyone.
Page 522/523: 305.2 Group E, day care facilities for five or fewer children.
Page 624: Group E Security
Page 1440: Storm Shelters
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Today at the usual hour we review a selection of global building codes and standards that guide best practice for safety, accessibility, and functionality for day care facilities; with special interest in the possibilities for co-locating square footage into the (typically) lavish unused space in higher education facilities.
Use the login credentials at the upper right of our home page.
Today we review the codes and standards that apply to the instructional and research facilities that support nursing science and practice. There is no single organization with a best practice catalog as there are in other disciplines we follow. Best practice is inspired by the inherited wisdom of practitioners, faculty and students who work alongside other members of healthcare provider teams.
Use the login credentials at the upper right of our home page.
Safety and sustainability for any facility begins with an understanding of who shall occupy the built environment and how. University settings, with mixed-use phenomenon arising spontaneously and temporarily, often present challenges. Educational communities are a convergent settings for families; day care facilities among them. First principles regarding occupancy classifications for day care facilities appear in Section 308 of the International Building Code, Institutional Group I; linked below:
The ICC Institutional Group I-4 classification includes buildings and structures occupied by more than five persons of any age who received custodial care for fewer than 24 hours per day by persons other than parents or guardian, relatives by blood, marriage or adoption, and in a place other than the home of the person cared far. This group includes both adult and child day care.
We maintain focus on child day care. Many educational communities operate child day care enterprises for both academic study and/or as auxiliary (university employee benefit) enterprises.
Princeton University Child Care Center
Each of the International Code Council code development groups fetch back to a shared understanding of the nature of the facility; character of its occupants and prospective usage patterns.
The 2024 revision of the International Building code is in production now. Ahead of the formal, market release of the Group A tranche of titles you can sample the safety concepts in play during this revision with an examination of the documents linked below:
Search on the terms “day care” and “daycare” in the link at the top of this page to get a sample of the prevailing concepts; use of such facilities as storm shelters, for example.
“The Country School” | Winslow Homer
We encourage our safety and sustainability colleagues to participate directly in the ICC Code Development process. We slice horizontally through the disciplinary silos (“incumbent verticals”) created by hundreds of consensus product developers every week and we can say, upon considerable authority that the ICC consensus product development environment is one of the best in the world. Privately developed standards (for use by public agencies) is a far better way to discover and promulgate leading practice than originating technical specifics from legislative bodies. CLICK HERE to get started. Contact Kimberly Paarlberg (kpaarlberg@iccsafe.org) for more information.
There are competitor consensus products in this space — Chapter 18 Day-Care Occupancies in NFPA 5000 Building Construction and Safety Code, for example; a title we maintain the standing agenda of our Model Building Code teleconferences. It is developed from a different pool of expertise under a different due process regime. See our CALENDAR for the next online meeting; open to everyone.
Congrats to my son for graduating with Honors from Eastern Michigan – don’t blink time flies – so so proud of what he’s accomplished & love him to pieces 💙🎉🥳 pic.twitter.com/qAj2ndRVwA
We need a reality dating show called “Average SEC Couples” that’s just 15 Average Joe’s from the South wooing 15 gorgeous women with generational wealth. pic.twitter.com/hhNGYUPw3S
Since I’m making happy announcements, Anne and I are expecting our first grandchild (a grandson we’re told) in February. We’re very proud of and happy for our oldest son Aedan and his wife Addy. Thanks be to God! pic.twitter.com/3xFXGYaes0
💙Last middle school dance💙
Time is flying, but I’ve loved every moment of this phase — shopping for his unique style, the cologne hunts, the late-night talks, and watching him chase what he loves. Keep being authentically you, GT!💥 pic.twitter.com/glH8AHyid4
One week postpartum with the sweetest baby ever. I am blessed beyond measure to have had my 5th successful home birth and a very smooth recovery. God is so good! pic.twitter.com/bWBqAtOUkj
A South African man who recently picked up an abandoned baby in Mpumalanga suburb of Emalahleni is now applying for court permission to adopt the boy and get him a birth certificate
Ten years after our wedding, our triplets have finally arrived… Thank you to everyone who sent us congratulations. These are our most precious treasures. #fblifestylepic.twitter.com/AXKOj7vL7Q
The body of 8-year-old Mystic camper Virginia Hollis was found along the Guadalupe River earlier this week, more than a week after the July 4 floods in Texas.
Yesterday, this angel’s favorite horse followed her casket through the streets to bid her farewell. 😭 pic.twitter.com/T8f8O6n4q3
After 15 years of marriage, the first child is actually twins! 🥳Maybe no one will say it, but we want to share this joy anyway. 🌹 pic.twitter.com/T60zPJZ0tT
He was with me almost every day for 12 years. The best living creature I’ve ever known including humans.
He protected children and loved his job out here.
I hope I can be half the man this dog was to our world. I buried him last evening in his beloved woods.
A heartfelt surprise for her best friend on graduation day.. She didn’t expect it because they hadn’t seen each other in so long, ever since her friend moved to another citypic.twitter.com/3pxswYFVNt
From couple matching to couple chief-ing!!!thrilled and honored to serve as chief residents together at the program that shaped us. Grateful for the journey and excited for what’s ahead! #HUHpic.twitter.com/lClrJpGABW
20th March 2010
A couple – just married – choose to cycle from the church to their reception.
From my book ‘Cambridge – Town & Gown’. pic.twitter.com/Y9zzcUsHh4
We got him moved into the new house! His bride-to-be is helping him decorate and put things away and will be joining him there on their wedding night! Today, only a few tears were shed (out of his sight). We are beyond happy for them! @BrandonLansdownpic.twitter.com/NSNmzg8hyG
Naistenpäivän kunniaksi haluan jakaa, että minulla on onni ja siunaus odottaa omaa tytärtä. Toivon näyttäväni hänelle samanlaista naisen mallia kuin oma äitini on näyttänyt minulle. Nainen voi olla vahva ja lempeä, sitkeä ja kaunis, herkkä ja periksiantamaton. Nainen voi olla… pic.twitter.com/MivsLRh1wJ
Syracuse University. Kissing Bench: This bench on the Quad is steeped in tradition. Legend has it that if a couple kisses on the bench, they will eventually marry. Conversely, if a single person sits there alone, they risk staying single forever.
University of Idaho. Hello Walk and Kissing Rock: While not a bench, this area on campus features a large rock where students have historically kissed. It’s a romantic tradition for couples at the university.
It is so rare for people to see a normal, white family that lefties think it gives ”Third Reich vibes”. This really tells us that we need to make it less rare.
New update alert! The 2022 update to the Trademark Assignment Dataset is now available online. Find 1.29 million trademark assignments, involving 2.28 million unique trademark properties issued by the USPTO between March 1952 and January 2023: https://t.co/njrDAbSpwBpic.twitter.com/GkAXrHoQ9T
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