Siting Methods for Low Emission Vehicles Infrastructure

Abel Quintero 2024

EVs INFORMATION

CHARGING PATTERNS

DELTA T:

Number of EVs:

ZONE SUBSTATIONS

Date range input: yyyy-mm-dd

Show Total + EV's Load

Show Substation Max

Select Ref Max Limit Parameter

Total Limit [MVA]:

AEMO - DATA DISPATCH

Date range:

DELTA T [min]

AEMO - MARGINAL COST

Date range:

NEURAL NETWORK

Date range:

Charging Infrastructure by 2030 - STEPS

Source: based on IEA. 2022. Global EV Data Explorer. Paris

EV STOCK

Source: based on IEA. 2022. Global EV Data Explorer. Paris

CAR SPECS

Source: Electric Vehicle Council (https://electricvehiclecouncil.com.au/)

Range [km] vs Battery Size [kWh]

Based on: Electric Vehicle Council (https://electricvehiclecouncil.com.au/)

Efficiencies

Based on: Electric Vehicle Council (https://electricvehiclecouncil.com.au/)

TMR - Number of Motor Vehicles

Based on: TMR Data

Delta Motor Vehicles vs Time

Based on: TMR Data

QLD Cars Distribution by Fuel

QLD - Electric Vehicles Heatmap

Source TMR QLD - Data up to 30 june 2022

Category:

PASSENGER CAR

LIGHT COML OR VAN

MINI BUS

MOTORCYCLE

OMNIBUS

TRUCK (INCL VAN/CAB)

Select Type of EV:

TMR TRAVEL SURVEY 2020-2021

Download Plot as HTML

TMR TRAVEL SURVEY 2020-2021

Select Region 1:

Date range 1:

Compare with:

Select Region 2:

Date range 2:

Summary statistics

Temporarily Disabled (too long waiting time for this presentation)

Select State:

AUS

SA1

VIC1

QLD1

TAS1

NSW1

Charging Infrastructure by 2030 - STEPS

Source: based on IEA. 2022. Global EV Data Explorer. Paris

EV STOCK

Source: based on IEA. 2022. Global EV Data Explorer. Paris

CAR SPECS

Source: Electric Vehicle Council (https://electricvehiclecouncil.com.au/)

Range [km] vs Battery Size [kWh]

Based on: Electric Vehicle Council (https://electricvehiclecouncil.com.au/)

Efficiencies

Based on: Electric Vehicle Council (https://electricvehiclecouncil.com.au/)

TMR - Number of Motor Vehicles

Based on: TMR Data

Delta Motor Vehicles vs Time

Based on: TMR Data

Based on: TMR Data

QLD Cars Distribution by Fuel

QLD - Electric Vehicles Heatmap

Source TMR QLD - Data up to 30 june 2022

TMR TRAVEL SURVEY 2020-2021

TMR TRAVEL SURVEY 2020-2021

TMR TRAVEL SURVEY 2020-2021

Energy [kWh]

Power [kW]

Sources:

Philip, T., Lim, K. L., & Whitehead, J. 2022. Driving and charging an EV in Australia: A real-world analysis.

Energex. 2022. EV SmartCharge (Queensland) Insight: Issue 2. Week and Weekend Consumption Profiles. Accessed online https://www.ergon.com.au/__data/assets/pdf_file/0010/961822/Weekday-and-Weekend-Consumption-Profiles.pdf.

Stacked Weekdays

Stacked Weekend

Custom [kWh]

Custom Weekend [kWh]

Day Modifier

RESULTS MAP

RESULTS HISTOGRAM

SUBSTATION DATA

SUBSTATION DATA

SUBSTATIONS DATA

SELECT INFO

TXs Energex

Spectral Analysis (FFT)

IFFT(FFT(TOTAL)-FFT(NO_EV)) = EV Charging Pattern

Spectral Analysis (FFT)

SUBSTATION's AREA of INFLUENCE

Selected Substation MVs

All Substation's Data

MVS using ABS2020's SA1 Data

<---- Click `Retrieve Data` to load data

EMISSION INTENSITY

EMISSION INTENSITY - MODIFIED GENERATION

NEM EMISSIONS

Hourly Avg Power

Hourly Emissions Intensity

Hourly Renewable Energy Fraction

Renewable Energy vs Emissions Intensity

Energy vs Emissions Intensity

Absolute Emissions vs Emissions Intensity

Energy vs Emissions

AEMO DATA

NOTE: Data does not consider rooftop solar energy

AEMO DATA

Hourly Avg Power by Technology

AEMO DATA

GENERATORS

EV's Emissions

EV's Average Daily Emissions

EV's Emissions by day

EV's Emissions Stacked by Day

EV's Load Stacked by Day

EV's vs Old Car for Total Period (Total Vehicles)

NOTE: To get values per vehicle, change number of vehicles to 1 in 'CHARGING PATTERNS' Tab

Demand Modifier

GAP Emissions Intensity [tCO2e/MWh]

Energy Modifiers

Summary statistics

Temporarily Disabled (too long waiting time for this presentation)

Neural Link Inputs

Hidden Nodes

Neural Network Options

Box 2

Box 3

Box 4