How Should Project Teams Profile Electrical Load Before Selecting Commercial EV Chargers?
16 juillet 2026
Blog
Before selecting charger quantity and power level for commercial ev charging, project teams should build a load profile from dwell time, vehicle mix, arrival patterns, and simultaneous charging probability — then translate that curve into AC/DC architecture and grid capacity.
Part 1. What is load profiling in a commercial EV charging project?
Load profiling estimates how much charging power a site needs, when it needs it, and how concentrated demand becomes across the day. It connects parking behavior to transformer sizing, feeder design, charger count, and operating cost.
Without a profile, teams often oversize DC power for long-dwell workplaces or undercount simultaneous demand at fleet depots.
Profile output
Used by
Typical mistake
Hourly demand curve
Electrical engineer
Using one peak-nameplate number all day
Simultaneous kW
Transformer and feeder sizing
Assuming 100% nameplate on every port
Session count
Quantité de chargement
Counting parking spaces as charging ports
Tariff exposure
Operator finance
Ignoring demand charge windows
Important: A technically oversized design can still fail commercially if utilization and tariff exposure are not modeled together. (IEA transport commentary)
Part 2. Which inputs must be collected before any power calculation?
Accurate profiling starts with use-case definition, not catalog pages.
Input block
Examples
Why it changes results
Groupe d'utilisateurs
Employees, visitors, fleet, public access
Dwell time and arrival curve
Parking duration
8 h workplace, 45 min retail, 10 h depot
AC vs DC suitability
Vehicle mix
Battery size, onboard AC kW, DC peak acceptance
Per-port power requirement
Arrival state-of-charge
40% fleet return, 70% visitor parking
Energy needed per session
Operating hours
Weekday only vs 24/7 public
Peak window width
Growth horizon
2-year EV share target
Staged expansion allowance
From the field: Facility teams often say they “do not know how many cars will charge at once.” Start with conservative simultaneous factors and refine after 60-90 days of session data. (fleet charging project factors)
Part 3. How do you build a time-based charging demand curve?
Map expected sessions to clock time for a representative weekday and, if needed, a weekend day.
Step
Action
Sortie
1
Estimate daily EV sessions by user group
Session count
2
Assign typical plug-in time windows
Hourly arrival histogram
3
Convert sessions to energy demand
kWh per interval
4
Convert energy to charging power
kW demand by hour
5
Overlay tariff periods
Cost-sensitive windows
Example pattern for a workplace site:
Time window
Dominant behavior
Design note
07:00-09:00
Arrival surge
Many short handshake events, moderate power
09:00-16:00
Long dwell AC charging
Lower power per port, longer sessions
16:00-18:00
Departure prep
Smart charging may shift peaks
Weekend
Lower occupancy
Different utilization target
Part 4. How should simultaneous load and diversity be estimated?
Not every connected vehicle draws nameplate power at the same time. Diversity factors help — but fleet depots usually need more conservative assumptions than workplace parking.
Site type
Simultaneous charging tendency
Sizing posture
Workplace employee parking
Medium diversity
Load management adds headroom
Retail / hospitality
Short sessions, bursty peaks
Fewer ports but higher turnover planning
Dépôt de flotte
High simultaneity at return window
Conservative diversity factor
Public DC plaza
High power, shorter queue tolerance
Queue design + power sharing rules
Method
Formula concept
Use when
Nameplate stack
Sum all port kW
Only for worst-case utility review
Diversity-adjusted
Apply factor by use case
Most commercial designs
Managed cap
Set site kW ceiling in software
Grid limit is binding
Tip: Document the diversity factor assumption in the RFQ. Suppliers can only recommend load management and power sharing if the target site cap is explicit. (OCPP EV charger guide)
Part 5. When should a site use AC, DC, or a mixed architecture?
The load profile should drive technology choice — not the reverse.
Use case
Typical dwell
Starting architecture
Workplace / office
4-10 hours
AC-heavy with smart scheduling
Retail / hotel
1-3 hours
Mixed AC plus selective DC
Highway / quick-turn public
<45 minutes
DC-first
Dépôt de flotte
Fixed return window
DC with managed simultaneity
Decision trigger
Lean AC
Add DC
Median dwell > 3 h
Yes
Only for VIP or public wing
Median dwell < 1 h
No
Yes
Battery state-of-charge often low at arrival
Maybe
More likely
Grid capacity constrained
AC plus dynamic load management
High-power DC requires cap control
For technology fundamentals without repeating a full AC vs DC article, route readers to existing site content and keep this page focused on demand modeling.
Part 6. Which XYDF platforms match common commercial load outcomes?
Part 7. What are the fit boundaries for this load profiling guide?
This guide supports commercial charger selection and electrical planning inputs. It does not replace:
Utility interconnection studies or formal grid impact reviews
Cable sizing, protection coordination, or construction drawings
Payment network certification or tariff negotiations
Traffic engineering or parking circulation design
Fleet route-energy modeling for heavy-duty duty cycles
Fit boundary: If arrival data, vehicle mix, or simultaneity assumptions are unknown, publish a staged design with monitoring points rather than locking maximum power on day one.
FAQ
What is commercial EV charging load profiling?
It is the process of estimating when charging demand occurs, how many sessions overlap, and how much power the site must deliver across the day.
What data should be collected first?
Define user group, dwell time, vehicle mix, arrival state-of-charge, operating hours, and a realistic EV adoption horizon before calculating kW.
How is simultaneous load different from total installed power?
Installed power is the sum of charger nameplates. Simultaneous load is the power actually drawn at the same time — usually lower except in fleet depots.
Should workplaces default to AC chargers?
Long-dwell workplaces often start AC-heavy because vehicles remain parked long enough to deliver useful energy at lower per-port power.
How do demand charges affect charger design?
If tariff periods penalize peak demand, the profile should identify whether software load management can cap site kW without harming user experience.
When is staged deployment better than full build-out?
When adoption forecasts are uncertain or grid capacity is limited. Stage ports, monitoring, and feeder capacity for a second phase.
What should be sent to an EV charger manufacturer?
Send the demand curve, diversity assumptions, target connector standards, OCPP/backend requirements, and site kW cap so the supplier can propose AC/DC mix and load management.
Usine du siège social du Zhejiang :
N° 2, route de Changjiang, parc industriel du pont de Wenzhou, ville de beibaixiang, ville de Yueqing, ville de Wenzhou, province du Zhejiang
Bureau de Shenzhen :
1er étage, Bâtiment A, Parc Industriel Shenkai, Communauté Tangtou, Sous-district de Shiyan, District de Bao'an, Shenzhen