Engineering Reference Library

Formulas, standards, and quick-reference tables for infrastructure architects. Everything you need to validate sizing decisions without leaving the workbench.

Power & Electrical

Single-Phase Power

Formula
W = V × A
WWatts (apparent power)
VVoltage (Volts)
AAmperage (Amps)
Power Calculator

Three-Phase Power

Formula
W = V × A × √3
√31.732 (phase constant)
208V / 30A10.8 kW apparent
208V / 60A21.6 kW apparent
400V / 32A22.2 kW apparent
Power Calculator

NEC 80% Continuous Load Rule

Standard

For continuous loads (defined as >3 hours), the NEC (Article 210.20) requires that the load not exceed 80% of the branch circuit rating. Servers are always continuous loads.

20A circuit16A safe / 3.84 kW @ 240V
30A circuit24A safe / 5.76 kW @ 240V
60A circuit48A safe / 11.5 kW @ 240V
Power Calculator

Watts → BTU/hr Conversion

Formula
BTU/hr = W × 3.412

Used to size CRAC/CRAH cooling units. Always calculate heat output from total rack draw, not just server TDP — include switches, PDUs, and patch panels.

5 kW rack17,060 BTU/hr
10 kW rack34,120 BTU/hr
20 kW rack68,240 BTU/hr

PUE — Power Usage Effectiveness

Reference
PUE = Total Facility W ÷ IT Load W
PUE 1.0Theoretical perfect — impossible
PUE 1.2Excellent (hyperscale target)
PUE 1.5Average enterprise DC
PUE 2.0+Aging / inefficient facility

Common Data Center Voltages

Reference
120V 1φUS standard office / NEMA 5-15
208V 1φ/3φUS data center standard
230V 1φEU / international standard
400V 3φHigh-density EU / hyperscale
480V 3φUS high-density / industrial

Storage & RAID

RAID Usable Capacity

Formula
U = S × (n − p)
UUsable capacity
SSingle drive size
nTotal drive count
pParity drives (overhead)
RAID Calculator

RAID Level Quick Reference

Reference
RAID 0No fault tolerance, penalty ×1
RAID 11 drive failure, penalty ×2
RAID 51 drive failure, penalty ×4
RAID 62 drive failures, penalty ×6
RAID 1050% overhead, penalty ×2
RAID Calculator

Functional IOPS Formula

Formula
F = (R×T) + (W×T÷P)
R / WRead % / Write % (decimal)
TTotal raw IOPS pool
PRAID write penalty
IOPS Calculator

Drive IOPS Baseline Reference

Reference
7.2K SATA HDD~75–100 IOPS
10K SAS HDD~130 IOPS
15K SAS HDD~175–210 IOPS
SATA SSD~5,000+ IOPS
SAS SSD~15,000 IOPS
NVMe SSD~10K–1M+ IOPS
IOPS Calculator

Backup Transfer Time

Formula
T = D ÷ (S × η)
DData size (bytes)
SLink speed (bytes/sec)
ηEfficiency factor (typically 0.8)

80% efficiency accounts for TCP overhead and background traffic on shared networks. Production windows rarely sustain 100% line rate.

Backup Calculator

Binary vs. Decimal Storage

Reference

Drive manufacturers use base-10 (1 TB = 1,000,000,000,000 bytes). Operating systems use base-2 (1 TiB = 1,099,511,627,776 bytes). A "12TB" drive formats to ~10.9 TiB.

1 TB (decimal)≈ 931 GiB
12 TB drive≈ 10.9 TiB usable
Loss factor~7.4% per TB

Networking & IP

Usable Hosts per Subnet

Formula
H = 2^(32−n) − 2
nCIDR prefix length
−2Network + Broadcast reserved
Subnet Calculator

Common CIDR Prefix Reference

Reference
/816,777,214 hosts
/1665,534 hosts
/24254 hosts — standard LAN
/25126 hosts — split subnet
/2662 hosts
/2814 hosts — small segment
/296 hosts
/302 hosts — point-to-point
Subnet Calculator

Bandwidth Throughput Reference

Reference

Network speeds are in bits; storage is in bytes. Divide by 8 to convert.

1 Gbps~125 MB/s theoretical max
10 Gbps~1.25 GB/s theoretical max
25 Gbps~3.125 GB/s theoretical max
100 Gbps~12.5 GB/s theoretical max

RFC 1918 Private Address Space

Standard
10.0.0.0/8Class A — 16M addresses
172.16.0.0/12Class B — 1M addresses
192.168.0.0/16Class C — 65K addresses

These ranges are non-routable on the public internet and are reserved exclusively for private network use.

Compute & GPU

CPU Performance Score

Formula
G = C × Hz × IPC × η
CTotal core count
HzClock speed (GHz)
IPCArchitecture factor
ηCache efficiency multiplier
CPU Calculator

L3 Cache Density Targets

Reference
<1 MB/coreDense / VDI — memory pressure expected
1–2 MB/coreGeneral enterprise — adequate
>2 MB/coreEnterprise target — recommended minimum
>4 MB/corePerformance — ideal for DB workloads
CPU Calculator

GPU VRAM Sizing Formula

Formula
M = (P×B) + (U×T×C)
PModel parameters (billions)
BBytes per param (precision)
U×T×CKV cache (users × tokens × 0.00035)

Apply a 1.2× overhead multiplier for CUDA kernels and activation tensors.

GPU Calculator

Model Precision Reference

Reference
FP324 bytes/param — Training
BF16/FP162 bytes/param — Full quality inference
INT81 byte/param — Minimal quality loss
INT4/GPTQ0.5 bytes/param — Aggressive quant

Rule of thumb: a 7B FP16 model requires ~14 GB VRAM before overhead.

GPU Calculator

GPU Hardware Tiers

Reference
RTX 409024 GB GDDR6X — prosumer
L40S48 GB — inference / VDI
A10080 GB HBM2e — enterprise AI
H100 SXM80 GB HBM3 — data center AI
H200141 GB HBM3e — LLM scale
GPU Calculator

vCPU Overcommit Ratios

Reference
2:1Conservative — latency-sensitive apps
4:1Standard — general enterprise VMs
8:1VDI / test environments
10:1+Dev / bursty — monitor carefully

Physical thread count = cores × 2 (SMT/HT). Always size N-1 for high availability.

Industry Standards & Classifications

Rack Unit (U) Standard

Standard

1U = 1.75 inches (44.45mm). Defined by EIA-310. Standard racks are 42U; half racks are 22U. Open-frame telco racks are often measured in inches.

1U1.75" — thin switches, 1U servers
2U3.5" — standard enterprise server
4U7" — GPU chassis, storage heads
10U17.5" — storage JBODs
Rack Calculator

Uptime Institute Tier Classifications

Standard
Tier I99.671% — basic, no redundancy
Tier II99.741% — partial redundancy
Tier III99.982% — concurrent maintainable
Tier IV99.995% — fully fault tolerant

Tier III allows 1.6 hrs downtime/year. Tier IV allows ~26 minutes/year.

ASHRAE Thermal Guidelines (A2)

Standard

ASHRAE TC 9.9 Class A2 covers most enterprise IT equipment.

Inlet Temp10°C – 35°C (50°F – 95°F)
Humidity8% – 80% RH non-condensing
Dew Point≤ 21°C
Recommended18°C – 27°C inlet (64°F – 80°F)

RPO vs. RTO

Reference
RPORecovery Point Objective — max acceptable data loss (time)
RTORecovery Time Objective — max acceptable downtime duration

Example: RPO 4hr + RTO 2hr means you can lose up to 4 hours of data, and must be back online within 2 hours of declaring a disaster.

Backup Calculator

TDP vs. Nameplate vs. Actual Draw

Guide

These three figures are often confused during power budgeting:

NameplatePSU max rating — always highest
TDPVendor thermal design ceiling
Actual DrawReal-world idle to peak (50–80% of TDP typical)

For conservative planning, use nameplate. For realistic sizing, use vendor-provided SPECpower data.

IP Rating Reference (IEC 60529)

Standard

IP ratings define enclosure protection against dust and water. Relevant for edge and outdoor deployments.

IP20Finger-safe, no water protection
IP44Splashproof — indoor/semi-exposed
IP54Dust-resistant, splashproof
IP65Dust-tight, low-pressure water jet
IP67Dust-tight, temporary immersion

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