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๐๐š๐ญ๐ญ๐ž๐ซ๐ฒ ๐’๐ฎ๐ฉ๐ž๐ซ๐œ๐š๐ฉ๐š๐œ๐ข๐ญ๐จ๐ซ ๐„๐ง๐ž๐ซ๐ ๐ฒ ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ ๐Ÿ๐จ๐ซ ๐„๐ฅ๐ž๐œ๐ญ๐ซ๐ข๐œ ๐•๐ž๐ก๐ข๐œ๐ฅ๐ž ๐ข๐ง ๐Œ๐€๐“๐‹๐€๐

๐๐š๐ญ๐ญ๐ž๐ซ๐ฒ ๐’๐ฎ๐ฉ๐ž๐ซ๐œ๐š๐ฉ๐š๐œ๐ข๐ญ๐จ๐ซ ๐„๐ง๐ž๐ซ๐ ๐ฒ ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ ๐Ÿ๐จ๐ซ ๐„๐ฅ๐ž๐œ๐ญ๐ซ๐ข๐œ ๐•๐ž๐ก๐ข๐œ๐ฅ๐ž ๐ข๐ง ๐Œ๐€๐“๐‹๐€๐

Electric vehicles require an efficient energy management system to handle different driving conditions such as ๐š๐œ๐œ๐ž๐ฅ๐ž๐ซ๐š๐ญ๐ข๐จ๐ง, ๐๐ž๐œ๐ž๐ฅ๐ž๐ซ๐š๐ญ๐ข๐จ๐ง, and changing load demand.

This MATLAB simulation explains how a ๐๐š๐ญ๐ญ๐ž๐ซ๐ฒ ๐’๐ฎ๐ฉ๐ž๐ซ๐œ๐š๐ฉ๐š๐œ๐ข๐ญ๐จ๐ซ ๐„๐ง๐ž๐ซ๐ ๐ฒ ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ ๐Ÿ๐จ๐ซ ๐„๐ฅ๐ž๐œ๐ญ๐ซ๐ข๐œ ๐•๐ž๐ก๐ข๐œ๐ฅ๐ž work together to supply power to an electric vehicle. The battery provides the major energy demand, while the supercapacitor supports fast transient power during sudden speed changes.

The model is useful for understanding ๐„๐• ๐ฉ๐จ๐ฐ๐ž๐ซ ๐ฌ๐ก๐š๐ซ๐ข๐ง๐ , ๐›๐ข๐๐ข๐ซ๐ž๐œ๐ญ๐ข๐จ๐ง๐š๐ฅ ๐œ๐จ๐ง๐ฏ๐ž๐ซ๐ญ๐ž๐ซ ๐œ๐จ๐ง๐ญ๐ซ๐จ๐ฅ, ๐ซ๐ž๐ ๐ž๐ง๐ž๐ซ๐š๐ญ๐ข๐ฏ๐ž ๐จ๐ฉ๐ž๐ซ๐š๐ญ๐ข๐จ๐ง, and battery SOC behavior.

๐๐š๐ญ๐ญ๐ž๐ซ๐ฒโ€“๐’๐ฎ๐ฉ๐ž๐ซ๐œ๐š๐ฉ๐š๐œ๐ข๐ญ๐จ๐ซ ๐„๐ง๐ž๐ซ๐ ๐ฒ ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ ๐Ÿ๐จ๐ซ ๐„๐ฅ๐ž๐œ๐ญ๐ซ๐ข๐œ ๐•๐ž๐ก๐ข๐œ๐ฅ๐ž

๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ ๐Ž๐ฏ๐ž๐ซ๐ฏ๐ข๐ž๐ฐ

The simulation model includes a drive cycle, electric vehicle dynamics, battery, supercapacitor, and bidirectional DC-DC converter.

The selected drive cycle provides vehicle speed in kilometer per hour. This speed is converted and processed through the EV dynamic model to calculate the required EV power demand.

The battery and supercapacitor are connected through a ๐›๐ข๐๐ข๐ซ๐ž๐œ๐ญ๐ข๐จ๐ง๐š๐ฅ ๐ƒ๐‚-๐ƒ๐‚ ๐œ๐จ๐ง๐ฏ๐ž๐ซ๐ญ๐ž๐ซ. The battery is connected to the high-voltage side, while the supercapacitor is connected to the low-voltage side.

๐’. ๐๐จ.

๐๐š๐ซ๐š๐ฆ๐ž๐ญ๐ž๐ซ

๐•๐š๐ฅ๐ฎ๐ž / ๐ƒ๐ž๐ญ๐š๐ข๐ฅ

01

EV Energy Sources

Battery and Supercapacitor

02

Selected Drive Cycle

FTP 755

03

Available Drive Cycle

Wide Open Throttle

04

Battery Voltage

345 V

05

Battery Capacity

246 Ah

06

Initial Battery SOC

90%

07

Supercapacitor Rated Voltage

240 V

08

Supercapacitor Initial Voltage

260 V

09

Supercapacitor Capacitance

15 F

10

Equivalent Resistance

150 mฮฉ

11

Series Capacitors

108

12

Operating Temperature

25ยฐC

13

Converter Type

Bidirectional DC-DC Converter

๐–๐จ๐ซ๐ค๐ข๐ง๐  ๐๐ซ๐จ๐œ๐ž๐ฌ๐ฌ

The working process starts from the drive cycle. The selected FTP 755 drive cycle generates the velocity reference for the electric vehicle.

The EV dynamic model converts the velocity demand into power demand. Then, the demand current is calculated using the EV power demand and battery voltage.

The main working flow is:

  1. Drive cycle generates EV speed input

  2. EV dynamics calculate required power demand

  3. Power demand is converted into demand current

  4. Battery supplies the major EV demand

  5. Supercapacitor supports transient demand

  6. Bidirectional converter controls supercapacitor current

  7. During acceleration, supercapacitor supplies extra power

  8. During deceleration, supercapacitor absorbs regenerative power

  9. Battery SOC, voltage, current, and power are observed

  10. Supercapacitor voltage, current, and power response are analyzed

๐‚๐จ๐ง๐ญ๐ซ๐จ๐ฅ ๐’๐ญ๐ซ๐š๐ญ๐ž๐ ๐ฒ

The energy management strategy is mainly focused on proper power sharing between the battery and supercapacitor.

The battery handles the average EV power demand. The supercapacitor is used for ๐ก๐ข๐ ๐ก-๐Ÿ๐ซ๐ž๐ช๐ฎ๐ž๐ง๐œ๐ฒ ๐ญ๐ซ๐š๐ง๐ฌ๐ข๐ž๐ง๐ญ ๐ฉ๐จ๐ฐ๐ž๐ซ during sudden acceleration and deceleration.

A ๐ฅ๐จ๐ฐ ๐ฉ๐š๐ฌ๐ฌ ๐Ÿ๐ข๐ฅ๐ญ๐ž๐ซ is used to separate the transient power component. This transient power is assigned to the supercapacitor.

The PI controller processes the current error and generates the duty cycle for the bidirectional converter. The pulse generator then produces switching pulses for converter operation.

๐‚๐จ๐ง๐ญ๐ซ๐จ๐ฅ ๐๐š๐ซ๐ญ

๐…๐ฎ๐ง๐œ๐ญ๐ข๐จ๐ง

Low Pass Filter

Separates transient power demand

PI Controller

Generates duty cycle

Pulse Generator

Produces converter switching pulses

Bidirectional Converter

Controls supercapacitor charging and discharging

Supercapacitor

Supports acceleration and absorbs regenerative power

๐’๐ข๐ฆ๐ฎ๐ฅ๐š๐ญ๐ข๐จ๐ง ๐‘๐ž๐ฌ๐ฎ๐ฅ๐ญ๐ฌ

The simulation results show effective power sharing between the battery and supercapacitor.

The battery supplies most of the EV load demand. The supercapacitor assists only during fast transient conditions such as sudden acceleration and deceleration.

During acceleration, the supercapacitor current becomes positive and supplies additional power to support the EV. During deceleration, the current becomes negative, indicating regenerative charging of the supercapacitor.

The observed results include:

  1. EV load power

  2. Battery power

  3. Supercapacitor power

  4. Battery voltage

  5. Battery current

  6. Battery SOC

  7. Supercapacitor voltage

  8. Supercapacitor current

  9. Velocity response from drive cycle

  10. Acceleration and deceleration power sharing

๐Ž๐ฉ๐ž๐ซ๐š๐ญ๐ข๐ง๐  ๐‚๐จ๐ง๐๐ข๐ญ๐ข๐จ๐ง

๐๐š๐ญ๐ญ๐ž๐ซ๐ฒ ๐‘๐จ๐ฅ๐ž

๐’๐ฎ๐ฉ๐ž๐ซ๐œ๐š๐ฉ๐š๐œ๐ข๐ญ๐จ๐ซ ๐‘๐จ๐ฅ๐ž

Normal Driving

Supplies major EV demand

Near zero or low contribution

Acceleration

Supplies main power

Supports transient power

Deceleration

Voltage may increase slightly

Absorbs regenerative power

High Transient Demand

Shares demand with supercapacitor

Provides fast response

Regenerative Condition

Receives indirect effect through DC link

Charges for short duration

๐Š๐ž๐ฒ ๐…๐ž๐š๐ญ๐ฎ๐ซ๐ž๐ฌ

  1. MATLAB-based EV energy management simulation

  2. Battery and supercapacitor hybrid energy storage

  3. FTP 755 drive cycle based analysis

  4. EV dynamics based power demand calculation

  5. Demand current generation from EV power and battery voltage

  6. Bidirectional DC-DC converter based power flow control

  7. PI controller based duty cycle generation

  8. Low pass filter based transient power separation

  9. Supercapacitor assistance during acceleration

  10. Regenerative energy absorption during deceleration

  11. Battery voltage, current, and SOC analysis

  12. Supercapacitor voltage and current response observation

๐€๐ฉ๐ฉ๐ฅ๐ข๐œ๐š๐ญ๐ข๐จ๐ง๐ฌ

This simulation is suitable for learning and analyzing:

  1. Electric vehicle energy management

  2. Hybrid energy storage systems

  3. Battery-supercapacitor power sharing

  4. Bidirectional DC-DC converter operation

  5. EV drive cycle based power demand analysis

  6. Regenerative braking energy behavior

  7. Battery SOC and current response study

  8. Supercapacitor transient power support

  9. MATLAB-based EV simulation study

  10. Control strategy development for EV energy systems

๐–๐ก๐ฒ ๐๐š๐ญ๐ญ๐ž๐ซ๐ฒ ๐š๐ง๐ ๐’๐ฎ๐ฉ๐ž๐ซ๐œ๐š๐ฉ๐š๐œ๐ข๐ญ๐จ๐ซ ๐š๐ซ๐ž ๐”๐ฌ๐ž๐ ๐“๐จ๐ ๐ž๐ญ๐ก๐ž๐ซ?

The battery has high energy capacity and can supply the EV demand for a longer time. However, sudden acceleration and deceleration create fast-changing power requirements.

The supercapacitor provides fast power response during these transient conditions. This helps reduce sudden stress on the battery and improves the overall response of the EV energy system.

In this model:

  1. Battery handles the main power demand

  2. Supercapacitor handles sudden power variations

  3. Regenerative energy is absorbed during deceleration

  4. Power sharing improves EV energy management performance

๐‚๐จ๐ง๐œ๐ฅ๐ฎ๐ฌ๐ข๐จ๐ง

The ๐๐š๐ญ๐ญ๐ž๐ซ๐ฒโ€“๐’๐ฎ๐ฉ๐ž๐ซ๐œ๐š๐ฉ๐š๐œ๐ข๐ญ๐จ๐ซ ๐„๐ง๐ž๐ซ๐ ๐ฒ ๐Œ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ ๐Ÿ๐จ๐ซ ๐„๐ฅ๐ž๐œ๐ญ๐ซ๐ข๐œ ๐•๐ž๐ก๐ข๐œ๐ฅ๐ž ๐ข๐ง ๐Œ๐€๐“๐‹๐€๐ provides a clear simulation platform for studying EV power sharing.

The battery supplies the major EV load demand, while the supercapacitor supports acceleration and absorbs regenerative power during deceleration. The bidirectional DC-DC converter and PI controller help manage the supercapacitor current effectively.

This model is useful for students, researchers, and engineers who want to understand ๐„๐• ๐ž๐ง๐ž๐ซ๐ ๐ฒ ๐ฆ๐š๐ง๐š๐ ๐ž๐ฆ๐ž๐ง๐ญ, ๐ก๐ฒ๐›๐ซ๐ข๐ ๐ž๐ง๐ž๐ซ๐ ๐ฒ ๐ฌ๐ญ๐จ๐ซ๐š๐ ๐ž, and ๐ฌ๐ฎ๐ฉ๐ž๐ซ๐œ๐š๐ฉ๐š๐œ๐ข๐ญ๐จ๐ซ-๐›๐š๐ฌ๐ž๐ ๐ญ๐ซ๐š๐ง๐ฌ๐ข๐ž๐ง๐ญ ๐ฉ๐จ๐ฐ๐ž๐ซ ๐œ๐จ๐ง๐ญ๐ซ๐จ๐ฅ.

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