CN110726566B - Method for estimating endurance mileage of electric vehicle - Google Patents

Method for estimating endurance mileage of electric vehicle Download PDF

Info

Publication number
CN110726566B
CN110726566B CN201911009475.6A CN201911009475A CN110726566B CN 110726566 B CN110726566 B CN 110726566B CN 201911009475 A CN201911009475 A CN 201911009475A CN 110726566 B CN110726566 B CN 110726566B
Authority
CN
China
Prior art keywords
test
vehicle
battery
estimating
speed
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN201911009475.6A
Other languages
Chinese (zh)
Other versions
CN110726566A (en
Inventor
吕新鹏
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Chongqing Changan Automobile Co Ltd
Original Assignee
Chongqing Changan Automobile Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Chongqing Changan Automobile Co Ltd filed Critical Chongqing Changan Automobile Co Ltd
Priority to CN201911009475.6A priority Critical patent/CN110726566B/en
Publication of CN110726566A publication Critical patent/CN110726566A/en
Application granted granted Critical
Publication of CN110726566B publication Critical patent/CN110726566B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01MTESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M17/00Testing of vehicles
    • G01M17/007Wheeled or endless-tracked vehicles
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/385Arrangements for measuring battery or accumulator variables
    • G01R31/387Determining ampere-hour charge capacity or SoC

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Electric Propulsion And Braking For Vehicles (AREA)

Abstract

The invention discloses a method for estimating the endurance mileage of an electric vehicle, which comprises the following steps: step 1, when the electric quantity of the battery is consumed to be close to 0, charging the battery until the battery is fully charged, and recording the electric quantity charged by the battery at the moment as W; step 2, performing m times of tests on the test vehicle to obtain m groups of speed intervals V in totaliNext, the cumulative travel time is TjiThe test data of (a); step 3, substituting each group of data obtained by the test into the data of the test
Figure DDA0002243766300000011
In (1), calculating PiWherein P isiFor overcoming a speed range V for a vehicleiThe sum of the power required by the running resistance and the power of each electric appliance; step 4, utilize
Figure DDA0002243766300000012
Calculating to obtain a speed interval ViThe actual driving range L of the vehicle. The invention can accurately estimate the endurance mileage of the electric vehicle in different speed intervals.

Description

Method for estimating endurance mileage of electric vehicle
Technical Field
The invention belongs to the technical field of testing of electric vehicles, and particularly relates to a method for estimating the endurance mileage of an electric vehicle.
Background
In recent years, the sales volume of electric vehicles in the entire passenger vehicle market has increased more and more year by year, and the quality problems associated with electric vehicles have also increased, wherein users complaining about the driving range of electric vehicles have a greater weight.
At present, the displayed driving range of most electric vehicles in the market is greatly different from the actual driving range, and different temperature environments and driving speeds have great influence on the actual driving range; the current method for estimating the actual driving range of the electric vehicle is generally estimated by driving on a certain specific road section in a full-electric-quantity state, and has two defects; firstly, when the electric vehicle actually runs, the running speed cannot be kept stable continuously, and the actual driving range of the vehicle at a certain specific speed cannot be known; secondly, limited by road conditions and charging station positions, the electric vehicle cannot run until the electric quantity is completely exhausted, and a complete driving range result cannot be obtained.
Therefore, it is necessary to develop a method for estimating the driving range of an electric vehicle.
Disclosure of Invention
The invention aims to provide an estimation method of the endurance mileage of an electric vehicle, which can accurately estimate the endurance mileage of the electric vehicle in different speed intervals.
The invention relates to a method for estimating the endurance mileage of an electric vehicle, which comprises the following steps of:
step 1, consuming the battery electric quantity of a test vehicle, charging the battery when the battery electric quantity is consumed to be close to 0 until the battery is fully charged, and recording the battery charging electric quantity at the moment as W;
step 2, performing m times of tests on the test vehicle, wherein the test method comprises the following steps:
speed interval V of test vehicleiDriving, wherein i ═ 1,2,3, …, k; and recorded in the velocity zone ViThe lower cumulative travel time is TjiWherein j is 1,2,3 …, m; the test is carried out until the residual battery capacity of the vehicle is an arbitrary value, the battery is charged until the battery is fully charged, and the charging capacity is recorded as Wj,WjThe j charging capacity is obtained;
m groups of speed intervals V are obtained in totaliNext, the cumulative travel time is TjiThe test data of (a);
step 3, substituting each group of data obtained by the test into the data of the test
Figure GDA0002814092870000011
In (1), calculating PiWherein P isiFor overcoming a speed range V for a vehicleiThe sum of the power required by the running resistance and the power of each electric appliance;
step 4, utilize
Figure GDA0002814092870000021
Calculating to obtain a speed interval ViThe actual driving range L of the vehicle.
Further, in different sets of tests, the actual running time of the vehicles in different speed intervals cannot be completely consistent.
Further, in the test process, both the window glass and the sunroof of the vehicle are in a closed state.
Further, during the test, the environment of the test area should satisfy the following conditions:
(1) the wind speed is less than or equal to 3 grades;
(2) extreme weather conditions, which are one or more of rainfall, snowfall, hail, and sand-dust weather, cannot occur.
Further, the vehicle load is kept consistent during the test.
Further, the state of the vehicle electrical load needs to be substantially consistent during the test.
Further, in the test process, the driving routes of the vehicles in the same speed interval are basically the same.
Further, in the whole test process, if the environmental temperature of the whole test area is above 0 ℃, the temperature change in the test process is controlled within 10 ℃; if the environmental temperature of the whole test area fluctuates up and down at 0 ℃ or is below 0 ℃, the temperature change range in the test process is controlled within 5 ℃.
Further, the ambient temperature was above-30 ℃ throughout the test area.
The invention has the following advantages: the method is suitable for verifying the cruising mileage of the pure electric vehicle and can also be used for verifying the pure cruising mileage of the plug-in hybrid electric vehicle.
Drawings
FIG. 1 is a flow chart of the present invention.
Detailed Description
The invention will be further explained with reference to the drawings.
As shown in fig. 1, a method for estimating the driving range of an electric vehicle includes the following steps:
step 1, a test vehicle runs at any speed or consumes the electric quantity of a battery by starting a vehicle electrical appliance load under an idling condition; when the battery power is consumed to be close to 0, the battery is charged until the battery is fully charged, and the battery charging power at the moment is recorded as W.
Step 2, performing m times of tests on the test vehicle, wherein the test method comprises the following steps:
speed interval V of test vehicleiDriving, wherein i ═ 1,2,3, …, k; and recorded in the velocity zone ViThe lower cumulative travel time is TjiWherein j is 1,2,3 …, m; the test is carried out until the residual battery capacity of the vehicle is an arbitrary value, the battery is charged until the battery is fully charged, and the charging capacity is recorded as Wj,WjThe j-th charging capacity is obtained.
M groups of speed intervals V are obtained in totaliNext, the cumulative travel time is TjiThe test data of (a); assuming that k is 3 and m is 4, the experimental data obtained are as follows:
first set of test data: in the velocity interval V1Lower cumulative travel time T11In the velocity interval V2Lower cumulative travel time T12In the velocity interval V3Lower cumulative travel time T13Charge capacity W1
Second set of test data: in the velocity interval V1Lower cumulative travel time T21In the velocity interval V2Lower cumulative travel time T22In the velocity interval V3Lower cumulative travel time T23Charge capacity W2
Third set of test data: in the velocity interval V1Lower cumulative travel time T31In the velocity interval V2Lower cumulative travel time T32In the velocity interval V3Lower cumulative travel time T33Charge capacity W3
Fourth set of test data: in the velocity interval V1Lower cumulative travel time T41In the velocity interval V2Lower cumulative travel time T42In the velocity interval V3Lower cumulative travel time T43Charge capacity W4
Step 3, substituting each group of data obtained by the test into the data of the test
Figure GDA0002814092870000031
In (1), calculating PiWherein P isiFor overcoming a speed range V for a vehicleiThe sum of the power required for the running resistance and the power of each electric appliance.
Assuming that k is 3 and m is 4, each set of test data is substituted into each set of test data
Figure GDA0002814092870000032
The following can be obtained:
P1×T11+P2×T12+P3×T13=W1
P1×T21+P2×T22+P3×T23=W2
P1×T31+P2×T32+P3×T33=W3
P1×T41+P2×T42+P3×T43=W4
by the four formulas, P can be calculated1、P2、P3The value of (c).
Step 4, utilize
Figure GDA0002814092870000033
Calculating to obtain a speed interval ViThe actual driving range L of the vehicle.
In this embodiment, the speed interval ViIs (V)i-5km/h,Vi+5km/h), and Vi+1-Vi≥10km/h。
In this embodiment, in the whole test process, the following conditions need to be satisfied:
(1) the electrical load of the vehicle is basically consistent, and no large change of the electrical load can occur.
(2) The actual driving routes of the vehicles in the same speed interval are basically the same.
(3) The vehicle can not open window glass or a skylight and the like, and if a driver and passengers feel that the temperature in the cockpit does not meet the comfort requirement, the air conditioner can be selectively started to regulate the temperature in the cockpit; in the test process, the air conditioner switch conditions of each group of tests are kept consistent, and the air conditioner switch conditions comprise the temperature, the wind speed, the internal and external circulation modes and the like set by the air conditioner.
(4) In any group of test processes, the ambient wind speed of the test area cannot be higher than 3 grades, and the wind direction cannot be changed to a large extent.
(5) In any group of test processes, extreme meteorological conditions such as rainfall, snowfall, hail, sand and the like cannot occur in a test area; if the meteorological conditions appear, the test needs to be stopped, and after the meteorological conditions of the test area are recovered to be stable, the subsequent test is recovered.
(6) In different groups of tests, the actual running time of the vehicles in different speed intervals is different and cannot be completely consistent; the actual travel time of the vehicle in the individual speed interval is allowed to be the same.
(7) In any set of tests, the vehicle can run in different speed intervals in a crossed mode, and the vehicle does not need to be kept in a certain speed interval to run continuously.
(8) The vehicle loading conditions are to be kept consistent.
(9) The environmental temperature cannot change greatly; if the environmental temperature of the whole test area is above 0 ℃, the temperature change in the test process is controlled within 10 ℃; if the environmental temperature of the whole test area is below 0 ℃, the temperature change range in the test process is controlled within 5 ℃; if the environmental temperature of the test area fluctuates at 0 ℃ or lower, the temperature change range during the test is controlled within 5 ℃. The process is not suitable for carrying out in test zones at ambient temperatures of-30 ℃ and below.
Example 1:
1) the test vehicle can run at any speed, or the electric quantity of the battery is consumed by starting electric appliance loads such as an air conditioner and the like under the idling condition; when the electric quantity of the battery is consumed to be close to 0, charging the battery until the battery is fully charged, and recording the electric quantity of the battery charged at the moment as 25 kw.h;
2) the first set of tests: the test vehicle runs at the speed of about 50km/h, the running is accumulated for 4h, then the vehicle is charged until the battery is fully charged, and the charging electric quantity is recorded as 22 kw.h;
3) the second set of tests: the test vehicle runs at the speed of about 50km/h, and the running time is accumulated for 0.5 h; running at the speed of about 100km/h, accumulating for 1h, and then charging the vehicle until the battery is fully charged, wherein the charging capacity is 20 kw.h;
injecting that the environmental temperature interval of the test area is 15-20 ℃ in the test process;
method in analytical calculation with reference to test data:
V150km/h corresponding to a power of P1
V2100km/h, corresponding to a power of P2
T11=4h,T12=0.5h,T22=1h;
The calculation formula is obtained according to the experimental data as follows:
P1*T11=P1*4=22;
P1*T12+P2*T22=P1*0.5+P2*1=20;
and (3) obtaining: p1=5.5kw,P2=17.25kw;
And (3) obtaining: and when the vehicle speed is about 50km/h, the actual driving range L of the vehicle is as follows:
L=V1*W/P1=50*25/5.5=227.3km。
and (3) obtaining: and at the actual driving range of the vehicle with the vehicle speed of about 100 km/h:
L=V2*W/P2=100*25/17.25=144.9km。
and (3) carrying out a third group of tests on the test sample vehicle again:
the third set of tests: when the test vehicle is in a fully charged state, the vehicle runs at the speed of about 50km/h for 1.5 hours in an accumulated mode, and runs at the speed of about 100km/h for 0.8 hour in an accumulated mode; fully charging the battery again, wherein the actual charging capacity is 21.5 kw.h;
according to the above method, the fully charged charge amount is derived as:
5.5*1.5+17.25*0.8=22.05kw·h;
the difference between the theoretical charging capacity and the actual charging capacity is:
22.05-21.5=0.55kw·h;
the theoretical deviation from the actual charge capacity was 0.55/21.5 × 100%, 2.6%, and less than 5%.
Example 2:
1) the test vehicle can run at any speed, or the electric quantity of the battery is consumed by starting electric appliance loads such as an air conditioner and the like under the idling condition; when the electric quantity of the battery is consumed to be close to 0, charging the battery until the battery is fully charged, and recording the charging electric quantity of the battery at the moment as 39.5 kw.h;
2) the first set of tests: the test vehicle runs at the speed of about 40km/h, the running is accumulated for 4.5h, then the vehicle is charged until the battery is fully charged, and the charging capacity is recorded as 21.7 kw.h;
3) the second set of tests: the test vehicle runs at the speed of about 40km/h, and the running time is 2.5h in total; running at the speed of about 90km/h, running for 1.2h in an accumulated mode, and then charging the vehicle until the battery is fully charged, wherein the charging capacity is 31.5 kw.h;
injecting that the environmental temperature interval of the test area is 19-26 ℃ in the test process;
method in analytical calculation with reference to test data:
V140km/h corresponding to a power of P1
V2100km/h, corresponding to a power of P2
T11=4.5h,T12=2.5h,T22=1.2h;
The calculation formula is obtained according to the experimental data as follows:
P1*T11=P1*4.5=21.7;
P1*T12+P2*T22=P1*2.5+P2*1.2=31.5;
and (3) obtaining: p1=4.82kw,P2=16.21kw;
And (3) obtaining: and at the actual driving range of the vehicle with the vehicle speed of about 40 km/h:
L=V1*W/P1=40*39.5/4.82=327.8km。
the actual driving range of the vehicle at the vehicle speed of about 90km/h is obtained:
L=V2*W/P2=90*39.5/16.21=219.3km。
carrying out a third group of tests on the test sample vehicle again;
the third set of tests: when the test vehicle is in a fully charged state, the vehicle runs at the speed of about 40km/h for 2.0 hours in an accumulated mode, and runs at the speed of about 90km/h for 1.3 hours in an accumulated mode; the battery is charged again, and the actual charging capacity is 31.6 kw.h;
according to the above method, the fully charged charge amount is derived as:
4.82*2+16.21*1.3=30.71kw·h;
the difference between the theoretical charging capacity and the actual charging capacity is:
31.6-30.71=0.89kw·h;
the theoretical deviation from the actual charge capacity was 0.89/30.71 × 100%, 2.9%, and less than 5%.
Summarizing examples 1 and 2, the driving range estimation method proved to be effective.

Claims (9)

1. A method for estimating the endurance mileage of an electric vehicle is characterized by comprising the following steps:
step 1, consuming the battery electric quantity of a test vehicle, charging the battery when the battery electric quantity is consumed to be close to 0 until the battery is fully charged, and recording the battery charging electric quantity at the moment as W;
step 2, performing m times of tests on the test vehicle, wherein the test method comprises the following steps:
speed interval V of test vehicleiDriving, wherein i ═ 1,2,3, …, k; and recorded in the velocity zone ViLower cumulative rowDriving time of TjiWherein j is 1,2,3 …, m; the test is carried out until the residual battery capacity of the vehicle is an arbitrary value, the battery is charged until the battery is fully charged, and the charging capacity is recorded as Wj,WjThe j charging capacity is obtained;
m groups of speed intervals V are obtained in totaliNext, the cumulative travel time is TjiThe test data of (a);
step 3, substituting each group of data obtained by the test into the data of the test
Figure FDA0002243766270000011
In (1), calculating PiWherein P isiFor overcoming a speed range V for a vehicleiThe sum of the power required by the running resistance and the power of each electric appliance;
step 4, utilize
Figure FDA0002243766270000012
Calculating to obtain a speed interval ViThe actual driving range L of the vehicle.
2. The method of estimating the driving range of an electric vehicle according to claim 1, wherein: in different groups of tests, the actual running time of the vehicles in different speed intervals cannot be completely consistent.
3. The method for estimating the driving range of an electric vehicle according to claim 1 or 2, wherein: during the test, both the window glass and the sunroof of the vehicle were in the closed state.
4. The method of estimating the driving range of an electric vehicle according to claim 3, wherein: during the test, the environment of the test area needs to satisfy the following conditions:
(1) the wind speed is less than or equal to 3 grades;
(2) extreme weather conditions, which are one or more of rainfall, snowfall, hail, and sand-dust weather, cannot occur.
5. The method for estimating the driving range of an electric vehicle according to claim 1,2 or 4, wherein: the vehicle load was kept consistent during the test.
6. The method of estimating the driving range of an electric vehicle according to claim 5, wherein: the state of the vehicle electrical load needs to be substantially consistent during the test.
7. The method for estimating the driving range of an electric vehicle according to claim 1,2, 4 or 6, wherein: during the test, the driving routes of the vehicles in the same speed interval are basically the same.
8. The method of estimating the driving range of an electric vehicle according to claim 7, wherein: in the whole test process, if the environmental temperature of the whole test area is above 0 ℃, the temperature change in the test process is controlled within 10 ℃; if the environmental temperature of the whole test area fluctuates up and down at 0 ℃ or is below 0 ℃, the temperature change range in the test process is controlled within 5 ℃.
9. The method of estimating the driving range of an electric vehicle according to claim 8, wherein: the ambient temperature was above-30 ℃ throughout the test zone.
CN201911009475.6A 2019-10-23 2019-10-23 Method for estimating endurance mileage of electric vehicle Active CN110726566B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201911009475.6A CN110726566B (en) 2019-10-23 2019-10-23 Method for estimating endurance mileage of electric vehicle

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201911009475.6A CN110726566B (en) 2019-10-23 2019-10-23 Method for estimating endurance mileage of electric vehicle

Publications (2)

Publication Number Publication Date
CN110726566A CN110726566A (en) 2020-01-24
CN110726566B true CN110726566B (en) 2021-04-06

Family

ID=69222831

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201911009475.6A Active CN110726566B (en) 2019-10-23 2019-10-23 Method for estimating endurance mileage of electric vehicle

Country Status (1)

Country Link
CN (1) CN110726566B (en)

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111516500B (en) * 2020-04-19 2022-02-11 神龙汽车有限公司 Hybrid electric vehicle endurance mileage prediction method
CN111855228B (en) * 2020-06-30 2021-05-18 东风汽车集团有限公司 Method and device for measuring and calculating endurance mileage of pure electric vehicle
CN113240320B (en) * 2021-05-31 2023-09-29 东风柳州汽车有限公司 Power distribution strategy evaluation method and device for hydrogen fuel vehicle
CN113514259B (en) * 2021-07-23 2024-03-19 无锡市产品质量监督检验院 Method and equipment for testing continuous mileage of electric bicycle
CN113619396B (en) * 2021-09-17 2023-04-07 合众新能源汽车股份有限公司 Driving range and energy consumption testing method and device for electric automobile
FR3142806A1 (en) * 2022-12-02 2024-06-07 Commissariat A L'energie Atomique Et Aux Energies Alternatives Method and system for determining data representative of the maximum autonomy of a battery of an electrical device

Citations (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102837697A (en) * 2011-06-24 2012-12-26 北汽福田汽车股份有限公司 Management system and working method for endurance mileage of electric vehicle
JP2015139346A (en) * 2014-01-24 2015-07-30 トヨタ自動車株式会社 Available mileage calculation system
CN105539446A (en) * 2015-12-21 2016-05-04 东软集团股份有限公司 Method and device for predicating driving mileage
CN105890914A (en) * 2016-06-27 2016-08-24 北京新能源汽车股份有限公司 Electric automobile endurance mileage testing method and device
CN105904981A (en) * 2016-04-07 2016-08-31 北京现代汽车有限公司 Electric car driving mileage estimation control method and device, and vehicle control unit
CN106064565A (en) * 2015-04-21 2016-11-02 源捷公司 The method that constant mileage is provided in electric vehicle
CN106597155A (en) * 2016-12-09 2017-04-26 江铃汽车股份有限公司 Method and device for testing reliability performance of electric drive system of hybrid vehicle
CN108422881A (en) * 2018-03-16 2018-08-21 奇瑞汽车股份有限公司 Method and system for calculating endurance mileage of pure electric vehicle
CN109795369A (en) * 2019-01-10 2019-05-24 郑州比克新能源汽车有限公司 A kind of electric car course continuation mileage evaluation method based on average current drain
CN110015132A (en) * 2017-09-12 2019-07-16 北京奔驰汽车有限公司 A method of calculating pure electric vehicle residue continual mileage
CN110015141A (en) * 2017-12-21 2019-07-16 北京长城华冠汽车科技股份有限公司 A kind of calculation method and equipment of electric car residue course continuation mileage
EP3533661A1 (en) * 2018-03-02 2019-09-04 Kwang Yang Motor Co., Ltd. Method for assisting a user of an electric vehicle in reserving a rechargeable battery with a charging station
WO2019184846A1 (en) * 2018-03-30 2019-10-03 比亚迪股份有限公司 Electric vehicle and driving mileage calculation method and device therefor

Patent Citations (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102837697A (en) * 2011-06-24 2012-12-26 北汽福田汽车股份有限公司 Management system and working method for endurance mileage of electric vehicle
JP2015139346A (en) * 2014-01-24 2015-07-30 トヨタ自動車株式会社 Available mileage calculation system
CN106064565A (en) * 2015-04-21 2016-11-02 源捷公司 The method that constant mileage is provided in electric vehicle
CN105539446A (en) * 2015-12-21 2016-05-04 东软集团股份有限公司 Method and device for predicating driving mileage
CN105904981A (en) * 2016-04-07 2016-08-31 北京现代汽车有限公司 Electric car driving mileage estimation control method and device, and vehicle control unit
CN105890914A (en) * 2016-06-27 2016-08-24 北京新能源汽车股份有限公司 Electric automobile endurance mileage testing method and device
CN106597155A (en) * 2016-12-09 2017-04-26 江铃汽车股份有限公司 Method and device for testing reliability performance of electric drive system of hybrid vehicle
CN110015132A (en) * 2017-09-12 2019-07-16 北京奔驰汽车有限公司 A method of calculating pure electric vehicle residue continual mileage
CN110015141A (en) * 2017-12-21 2019-07-16 北京长城华冠汽车科技股份有限公司 A kind of calculation method and equipment of electric car residue course continuation mileage
EP3533661A1 (en) * 2018-03-02 2019-09-04 Kwang Yang Motor Co., Ltd. Method for assisting a user of an electric vehicle in reserving a rechargeable battery with a charging station
CN108422881A (en) * 2018-03-16 2018-08-21 奇瑞汽车股份有限公司 Method and system for calculating endurance mileage of pure electric vehicle
WO2019184846A1 (en) * 2018-03-30 2019-10-03 比亚迪股份有限公司 Electric vehicle and driving mileage calculation method and device therefor
CN109795369A (en) * 2019-01-10 2019-05-24 郑州比克新能源汽车有限公司 A kind of electric car course continuation mileage evaluation method based on average current drain

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Energy consumption effects of speed and acceleration in electric vehicles: Laboratory case studies and implications for drivers and policymakers;Ray Galvin;《Transportation Research Part D》;20170402(第53(2017)期);第234-248页 *
IECar交互式电动汽车设计;杜荣华;《公路与汽运》;20130731(第4(2013)期);第1-6页 *

Also Published As

Publication number Publication date
CN110726566A (en) 2020-01-24

Similar Documents

Publication Publication Date Title
CN110726566B (en) Method for estimating endurance mileage of electric vehicle
CN111806240B (en) China working condition-based electric automobile driving range prediction method
CN105383496B (en) Route-based distance to empty calculation for a vehicle
DE102009052853B4 (en) Method for estimating the range of a motor vehicle
CN110154831B (en) System and method for calculating power consumption of pure electric vehicle per unit time, vehicle endurance mileage and electric quantity required by driving journey
Yavasoglu et al. Implementation of machine learning based real time range estimation method without destination knowledge for BEVs
CN112224089A (en) Energy consumption-based travel planning method and device, electronic equipment and storage medium
CN107490386A (en) A kind of method and system for planning of electric automobile optimal path and drive manner
US20100305798A1 (en) System And Method For Vehicle Drive Cycle Determination And Energy Management
Küng et al. How much energy does a car need on the road?
CN109334511B (en) Prediction method for endurance mileage of electric automobile
CN109552338A (en) A kind of pure electric automobile ecology driving behavior appraisal procedure and system
Skuza et al. Analysis of factors affecting the energy consumption of an EV vehicle-a literature study
EP2627972A1 (en) Method for determining the range of a motor vehicle
Yi et al. Sensitivity analysis of environmental factors for electric vehicles energy consumption
CN109409571A (en) A kind of charging demand for electric vehicles prediction technique and device
Kessler et al. Mobility patterns and charging behavior of BMW i3 customers
Zhang et al. Neural network based vehicle speed prediction for specific urban driving
Milligan et al. A comparative range approach using the Real World Drive Cycles and the Battery Electric Vehicle
CN114840916A (en) Construction method for testing working condition of thermal damage performance of parts of whole vehicle and comprehensive judgment method for influence degree of thermal damage on service life of whole vehicle
Choi et al. Analysis of fuel economy reduction factors of hybrid electric vehicles in winter using on-road driving data
CN114943403A (en) Bus driver ecological driving evaluation system and method based on big data
Unni et al. Energy Consumption Analysis for the Prediction of Battery Residual Energy in Electric Vehicles
CN114537215A (en) Endurance mileage estimation method, endurance mileage estimation device and storage medium
Carlson et al. Factors affecting the fuel consumption of plug-in hybrid electric vehicles

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant