Engineering Reference Library
Formulas, standards, and quick-reference tables for infrastructure architects. Everything you need to validate sizing decisions without leaving the workbench.
All
Power
Storage
Networking
Compute
Standards
Single-Phase Power
Formula
W = V × A
W Watts (apparent power)
V Voltage (Volts)
A Amperage (Amps)
Power Calculator
Three-Phase Power
Formula
W = V × A × √3
√3 1.732 (phase constant)
208V / 30A 10.8 kW apparent
208V / 60A 21.6 kW apparent
400V / 32A 22.2 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 circuit 16A safe / 3.84 kW @ 240V
30A circuit 24A safe / 5.76 kW @ 240V
60A circuit 48A 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 rack 17,060 BTU/hr
10 kW rack 34,120 BTU/hr
20 kW rack 68,240 BTU/hr
PUE — Power Usage Effectiveness
Reference
PUE = Total Facility W ÷ IT Load W
PUE 1.0 Theoretical perfect — impossible
PUE 1.2 Excellent (hyperscale target)
PUE 1.5 Average enterprise DC
PUE 2.0+ Aging / inefficient facility
Common Data Center Voltages
Reference
120V 1φ US standard office / NEMA 5-15
208V 1φ/3φ US data center standard
230V 1φ EU / international standard
400V 3φ High-density EU / hyperscale
480V 3φ US high-density / industrial
RAID Usable Capacity
Formula
U = S × (n − p)
U Usable capacity
S Single drive size
n Total drive count
p Parity drives (overhead)
RAID Calculator
RAID Level Quick Reference
Reference
RAID 0 No fault tolerance, penalty ×1
RAID 1 1 drive failure, penalty ×2
RAID 5 1 drive failure, penalty ×4
RAID 6 2 drive failures, penalty ×6
RAID 10 50% overhead, penalty ×2
RAID Calculator
Functional IOPS Formula
Formula
F = (R×T) + (W×T÷P)
R / W Read % / Write % (decimal)
T Total raw IOPS pool
P RAID 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)
D Data size (bytes)
S Link speed (bytes/sec)
η Efficiency 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
Usable Hosts per Subnet
Formula
H = 2^(32−n) − 2
n CIDR prefix length
−2 Network + Broadcast reserved
Subnet Calculator
Common CIDR Prefix Reference
Reference
/8 16,777,214 hosts
/16 65,534 hosts
/24 254 hosts — standard LAN
/25 126 hosts — split subnet
/26 62 hosts
/28 14 hosts — small segment
/29 6 hosts
/30 2 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
10.0.0.0/8 Class A — 16M addresses
172.16.0.0/12 Class B — 1M addresses
192.168.0.0/16 Class C — 65K addresses
These ranges are non-routable on the public internet and are reserved exclusively for private network use.
CPU Performance Score
Formula
G = C × Hz × IPC × η
C Total core count
Hz Clock speed (GHz)
IPC Architecture factor
η Cache efficiency multiplier
CPU Calculator
L3 Cache Density Targets
Reference
<1 MB/core Dense / VDI — memory pressure expected
1–2 MB/core General enterprise — adequate
>2 MB/core Enterprise target — recommended minimum
>4 MB/core Performance — ideal for DB workloads
CPU Calculator
GPU VRAM Sizing Formula
Formula
M = (P×B) + (U×T×C)
P Model parameters (billions)
B Bytes per param (precision)
U×T×C KV cache (users × tokens × 0.00035)
Apply a 1.2× overhead multiplier for CUDA kernels and activation tensors.
GPU Calculator
Model Precision Reference
Reference
FP32 4 bytes/param — Training
BF16/FP16 2 bytes/param — Full quality inference
INT8 1 byte/param — Minimal quality loss
INT4/GPTQ 0.5 bytes/param — Aggressive quant
Rule of thumb: a 7B FP16 model requires ~14 GB VRAM before overhead.
GPU Calculator
GPU Hardware Tiers
Reference
RTX 4090 24 GB GDDR6X — prosumer
L40S 48 GB — inference / VDI
A100 80 GB HBM2e — enterprise AI
H100 SXM 80 GB HBM3 — data center AI
H200 141 GB HBM3e — LLM scale
GPU Calculator
vCPU Overcommit Ratios
Reference
2:1 Conservative — latency-sensitive apps
4:1 Standard — general enterprise VMs
8:1 VDI / 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.
1U 1.75" — thin switches, 1U servers
2U 3.5" — standard enterprise server
4U 7" — GPU chassis, storage heads
10U 17.5" — storage JBODs
Rack Calculator
Uptime Institute Tier Classifications
Standard
Tier I 99.671% — basic, no redundancy
Tier II 99.741% — partial redundancy
Tier III 99.982% — concurrent maintainable
Tier IV 99.995% — 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 Temp 10°C – 35°C (50°F – 95°F)
Humidity 8% – 80% RH non-condensing
Dew Point ≤ 21°C
Recommended 18°C – 27°C inlet (64°F – 80°F)
RPO vs. RTO
Reference
RPO Recovery Point Objective — max acceptable data loss (time)
RTO Recovery 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:
Nameplate PSU max rating — always highest
TDP Vendor thermal design ceiling
Actual Draw Real-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.
IP20 Finger-safe, no water protection
IP44 Splashproof — indoor/semi-exposed
IP54 Dust-resistant, splashproof
IP65 Dust-tight, low-pressure water jet
IP67 Dust-tight, temporary immersion
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