This document summarizes a workshop on heavy-duty fuel efficiency regulations held on April 29th, 2015. It provides an overview of ARAI, the Automotive Research Association of India, including their emission test facilities. It then discusses the status of fuel economy regulations in India, other countries, and at a global level. Highlights of the Indian emission standard IS 11921 are presented. Finally, it proposes a roadmap for developing heavy-duty vehicle fuel economy standards in India and lists existing heavy-duty vehicle testing facilities in the country.
The automobile can be considered to consist of five basic components : (a) The Engine or Power Plant : It is source of power. (b) The Frame and Chassis : It supports the engine, wheels, body, braking system, steering, etc. (c) The transmission which transmits power from the engine to the car wheels.
Introduction : Basic Feature of an Automobile
Car Body Details
Types of Vehicle
Body Engineering Terminology
Morphology of Vehicle Body ( Structural ) Design
Design Considerations
various methods for improving the engine performance have been discussed. Most significant upon them is to reduce the obstruction in the flow of fresh mixture and burnt products. In addition to this by improving the inlet and exhaust valve timing. Increase in compression ratio and swept volume may also improve the engine parformance
Quality and best engine provides better performance and boost our engines (vehicle's) efficiency. So it is better to follow a good engine management system.
Electronic Power Steering (EPS) by Gaurav RaikarGauravRaikar3
This presentations describes electronic power steering types.
1.Hydraulic power steering system(HPS)
2.Electro-hydraulic power steering system(EHPS)
3.Electronic power system(EPS)
Hill Start Assist is an automatic system that operates the brakes to stop your vehicle rolling back when it is starting on a steep hill. The DAC system assists engine braking to help improve directional control during descent on steep or slippery surfaces.
Technological advancements in IC enginesSyed Yaseen
This presentation is a part of IC engines online course where you will learn about the Technological advancements in IC engines. All the slides are filled with related graphics to help you understand the concept easily.
The automobile can be considered to consist of five basic components : (a) The Engine or Power Plant : It is source of power. (b) The Frame and Chassis : It supports the engine, wheels, body, braking system, steering, etc. (c) The transmission which transmits power from the engine to the car wheels.
Introduction : Basic Feature of an Automobile
Car Body Details
Types of Vehicle
Body Engineering Terminology
Morphology of Vehicle Body ( Structural ) Design
Design Considerations
various methods for improving the engine performance have been discussed. Most significant upon them is to reduce the obstruction in the flow of fresh mixture and burnt products. In addition to this by improving the inlet and exhaust valve timing. Increase in compression ratio and swept volume may also improve the engine parformance
Quality and best engine provides better performance and boost our engines (vehicle's) efficiency. So it is better to follow a good engine management system.
Electronic Power Steering (EPS) by Gaurav RaikarGauravRaikar3
This presentations describes electronic power steering types.
1.Hydraulic power steering system(HPS)
2.Electro-hydraulic power steering system(EHPS)
3.Electronic power system(EPS)
Hill Start Assist is an automatic system that operates the brakes to stop your vehicle rolling back when it is starting on a steep hill. The DAC system assists engine braking to help improve directional control during descent on steep or slippery surfaces.
Technological advancements in IC enginesSyed Yaseen
This presentation is a part of IC engines online course where you will learn about the Technological advancements in IC engines. All the slides are filled with related graphics to help you understand the concept easily.
A practical study about the vehicle emission testing in Sri Lanka. You will get to know how practically prepare your vehicle to test, your role as the vehicle owner and little bit more about testing standard used in Sri Lanka.
The Company manufactures and supplies Engine & Chassis Dynamometerswith all Accessories and undertakes turnkey projects for the complete set-up of Engine Test Facility which includes Acoustic Enclosures, Water Circulation System with Cooling Tower, Engine Flue Gas Extraction System, Air Handling System and fully automated Engine Test System with match-plates, engine mounting pallets/trolleys with auto docking and Computer controlled Engine Performance Monitor.
The Company provides Engine Test Facility for carrying out endurance testing of engines. Two numbers of engine test beds with EDA&CSS have been erected in a separate premises of about 4000 sq. ft. area in the factory premises.
Case Study: Data Analytics and PEMS Testing for a Final Tier 4 ExcavatorSGS
The US NTE method and EU WBW approaches both experience obstacles when it comes to calculating final emission rates for NRMM using Portable Emission Measurement System (PEMS).
SGS presented results of an experiment conducted in Michigan, USA. To better understand and characterize the emission rates during individual modes of operation, SGS performed an in-field experiment to measure the emission rates of a Final Tier 4 Excavator.
The following modes of operation were measured and compared: cold start, auto-warm up, idle, crawl, trenching, and excavation. CO, CO2, NO, NO2, THC and PM were collected and analyzed for each operational mode.
In the continuing CALSTART webinar series for members, James Tamm - National Highway Traffic Safety Administration (NHTSA) and Byron Bunker – US Environmental Protection Agency, gave an overview of proposed rules for heavy-duty vehicles. The event was held for CALSTART members only on December 16, 2010
How China NCAP is promoting the progress of automotive technical development ...Global NCAP
How China NCAP is promoting the progress of automotive technical development in China. Presentation given at the 2014 Global NCAP Annual Meeting. CATARC, Tianjin, China. 30 October 2014
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
An Approach to Detecting Writing Styles Based on Clustering Techniquesambekarshweta25
An Approach to Detecting Writing Styles Based on Clustering Techniques
Authors:
-Devkinandan Jagtap
-Shweta Ambekar
-Harshit Singh
-Nakul Sharma (Assistant Professor)
Institution:
VIIT Pune, India
Abstract:
This paper proposes a system to differentiate between human-generated and AI-generated texts using stylometric analysis. The system analyzes text files and classifies writing styles by employing various clustering algorithms, such as k-means, k-means++, hierarchical, and DBSCAN. The effectiveness of these algorithms is measured using silhouette scores. The system successfully identifies distinct writing styles within documents, demonstrating its potential for plagiarism detection.
Introduction:
Stylometry, the study of linguistic and structural features in texts, is used for tasks like plagiarism detection, genre separation, and author verification. This paper leverages stylometric analysis to identify different writing styles and improve plagiarism detection methods.
Methodology:
The system includes data collection, preprocessing, feature extraction, dimensional reduction, machine learning models for clustering, and performance comparison using silhouette scores. Feature extraction focuses on lexical features, vocabulary richness, and readability scores. The study uses a small dataset of texts from various authors and employs algorithms like k-means, k-means++, hierarchical clustering, and DBSCAN for clustering.
Results:
Experiments show that the system effectively identifies writing styles, with silhouette scores indicating reasonable to strong clustering when k=2. As the number of clusters increases, the silhouette scores decrease, indicating a drop in accuracy. K-means and k-means++ perform similarly, while hierarchical clustering is less optimized.
Conclusion and Future Work:
The system works well for distinguishing writing styles with two clusters but becomes less accurate as the number of clusters increases. Future research could focus on adding more parameters and optimizing the methodology to improve accuracy with higher cluster values. This system can enhance existing plagiarism detection tools, especially in academic settings.
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
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Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
2. CONTENT
Brief Overview of ARAI.
Emission test facility at ARAI ECL.
Fuel Economy India status.
Global Fuel Economy Regulation Status.
Highlights of IS 11921
Propose road map for HDV fuel economy norms in
INDIA
Existing test facility in India for HDV testing
3. An Overview
Establishment : 1966
Location : Pune, INDIA (150 km from Mumbai)
Manpower : 600+
Facilities : 12 Laboratories – Powertrain, Emissions, Safety & Homologation, Passive
Safety, Vehicle Evaluation, Materials, Automotive Electronics, NVH, CAE,
Structural Dynamics, Calibration, Post Graduate Academy, Forging Industry
Division
Our Offices : China, Korea and Chennai
Investments : USD $ 60 Million
Accreditations : ISO 9001, 14001, OHSAS 18001 & NABL ( ISO/IEC 17025)
5. Capabilities Emission Lab
Emission
Certification
Laboratory
2-Wheelers
3-Wheelers
Passenger Car/Utility
Vehicles
LCV/HCV
Engines (Automotive,
Tractor, Construction
Equipment, Genset
Emission Measurement
CO,HC,Nox,CO2 PM
Gasoline/Diesel/CNG/LP
G/Biodiesel/Ethanol/
Methanol
PM Size, Number
Distribution
Fuel Consumption/
Performance/
Continuous data
Certification
and R&D
Special Assignment:
Oil Fuel analysis,
Emission Inventory,
AQM
Emission Facilities & Overview
6. 6
ExistingEmissionTestFacilities
Parameter Details
Make Froude Consine Ltd., U.K.
Type DC Machine (Single Roller)
Maximum power 155 kW absorption / motoring
Maximum Speed 100 km/h
Maximum tractive
effort
14000 N
Vehicle inertia range Up to 32000 Kg.
Roller diameter 2500 mm
Chassis Dynamometer test facility for Buses & Trucks at ARAI
7. 7
NewEmissionEngineTestFacilities
Transient Engine Dynamometers
with Full Flow Dilution Tunnel
(220 kW & 500 kW)
• Broad Specifications :
– Heavy Duty Transient Dynamometer : 500kW @ 1600 to
3200rm, 3000 Nm @ 800 to 1600 rpm.
– Heavy Duty Transient Dynamometer : 220kW @ 2200 to
4500rm, 960 Nm @ 1000 to 2200 rpm.
– Emission Analyser : Suitable for measurement up to Euro V.
Useful for :
• Automotive BSIV, BSIII
• Tractor Trem IIIA
• CEV BSIII
• Export Homologation
• High Altitude Simulation
• Friction Mapping testing
• Vehicle Simulation
8. 8
Full Flow Emission Measurement
facility for Transient Engine
Dynamometers
Emission & Particulate Measurement Details
CO (L) NDIR Analyser Range 50 to 5000 ppm
THC HFID Analyser Range 10 to 5000 ppmC
CH4/ THC HFID Analyser Range 10 to 5000 ppmC
NO/ NOx HCLD Analyser Range 10 to 5000 ppm
CO2 NDIR Analyser Range 0.5 to 6 % Vol
NH3 HCLD Analyser Range 10 to 1000 ppm
Model Full Flow Particulate Measurement
Make HORIBA, Japan
Full flow dilution tunnel diameter ɸ 18”
Secondary dilution tunnel diameter ɸ 5”
Filter Holder Size ɸ47mm & ɸ70mm
Suitability BSIII & BSIV ESC as well as Transient testing
NewEmissionEngineTestFacilities
9. 9
• Weighing Balance
Make :- Saurtourius
Model MSU 2.7S-000-DF
Range = 0-2100 mg
Resolution = 0.1 µg
Precision = 20 mg
Buoyancy correction for 40CFR1065 requirement
Weighing Chamber
Make Horiba
Model CHAM 1000
Accuracy :
Temperature 22 +/- 1 Deg. C
Dew Point 9.5 +/- 1 Deg. C
NewEmissionEngineTestFacilities
10. 10
FTIR Emission system:
This is stand-alone system and meets the requirements
of Euro VI for ammonia measurement and EPA 40
CFR part 1065 for N2O nitrous Oxide.
With wide range of component measurement capability
and good correlation with conventional system, same
system can be used for measurement of NO, NO2,
CO, CO2, CH4 as well as alcohols, carbonyls during
development trial.
1) Ammonia slip and Nitrous Oxide.
2) Standard components like CO, CO2, NO NO2, Nox,
HC, NMHC, CH4 and H2O
3) Extended components like HCD,HCM, C2H2,
C2H4, C2H6, n-Pentane, n-Octane, AHC, CH3OH,
SO2, N2O, CH2O, CH3CHO, HCN.
11. Vehicle classification in India:
Vehicle Category Category Name Category Details (GVW
in Tons)
Buses (Carrying Passengers)
Category – M1 Car < 3.5 T
Category – M2 Bus < 5 T
Category –M3 Bus > 5 T
Trucks (Carrying Goods)
Category – N1 LCV ≤ 3.5 T
Category – N2 MCV > 3.5 T ≤ 12 T
Category – N3 HCV > 12 T
Fuel Economy status in India:
12. Vehicle
Category
Category
Name
Category Details (GVW in
Tons)
Fuel Economy norm
Category – M1 Car < 3.5 T Measurement on Chassis dynamometer
Category – M2 Bus < 5 T Constant Speed Fuel Consumption measurement at
50 km/h on track
Category –M3 Bus > 5 T Constant Speed Fuel Consumption measurement at
40 km/h and 60 km/h. for GVW above 7.5 tons and
at 50 km/h for GVW less than 7.5 tons on track
Trucks (Carrying Goods)
Category – N1 LCV ≤ 3.5 T Measurement on Chassis dynamometer
Category – N2 MCV > 3.5 T
≤ 12 T
Constant Speed Fuel Consumption measurement at
40 km/h and 60 km/h. for vehicle GVW above 7.5
tons and at 50 km/h for vehicle GVW less than 7.5
tons on track.
Category – N3 HCV > 12 T Constant Speed Fuel Consumption measurement at
40 km/h and 60 km/h on track.
Fuel Economy status in India:
13. Global FE regulation status
Proposed
schedule
Regulatory Categories Certification Test
Procedures
Metric
Japan The FC
standards for
commercial
vehicles to be
effective from
2015
Other Truck (11 subcategories)
Tractor (2 subcategories)
Route Bus (5 subcategories)
Other Bus (8 subcategories)
Simulation modelling
+engine
dynamometer testing
Fuel economy
(km/L)
N. America CO2 and FC
standards begin
in 2015.
Tractors
Vocational vehicles
HD pickup trucks and vans
Engines (tractors, voc. vehicles)
Vehicles
simulation model
Engines
dynamometer testing
Tractors,
Vocation
al
HD
Pickups
Engines
gal/1,000
ton-mi
gal/100
mi
gal/100
bhp-hr
g/ton-mi g/mi g/kWh
China The FC standard
has been
implemented
from 2014.
Tractors, dump trucks, rigid
trucks, city
buses, other buses
“Base” vehicles
chassis dynamometer
Variant” vehicles
simulation modelling
Fuel consumption
(L/100 km)
European Union Development of simulation method on going.
14. European union regulation Fuel Economy regulation status
As pre R49 Rev 6
CO2 emissions and fuel consumption shall be determined over the WHTC and WHSC
test cycles.
The test results shall be reported as cycle averaged brake specific values and
expressed in the unit of g/kWh.
The European Commission has developed a computer simulation tool, VECTO, to
measure CO2 emissions from new vehicles.
VECTO ( Vehicle Energy consumption Calculation TOol ) is based on an approach that
covers emissions from the entire vehicle, including key components such as the engine,
transmission and auxiliary elements like air compressors as well as properties such as
aerodynamic drag and rolling resistance
Global FE regulation status
15. Highlight of CSFC measurement as per IS 11921
FEATURES OF TEST
TRACK
1) The test track shall be straight, level paved road, covered with
asphalt, concrete or similar material, dry, clean and smooth and shall
have sufficient length on either side for the vehicle to
attain and stabilise the test speed and also for stopping the vehicle at the
end of test.
2) The longitudinal and lateral slope of the test track shall not be more
than 0.5 percent and 2 percent respectively. The altitude difference
between any two points 1 000 m apart shall not be more than one metre.
Preparation of Vehicle The tyres shall be run in at the same time as the vehicle or shall have a
tread depth not less than 90 percent of the tread depth of a new
tyre and should have operated for at least 500 km or the distance
recommended for the running-in of the vehicle, whichever is lower, on
the road prior to the test.
16. Accessories All power consuming accessories and equipments such as lighting and
illuminating devices, windshield wiper and washing system, record
player, air climatizer, etc, shall be switched off. However, the drive for
the air climatizer compressor shall not be disconnected.
WEIGHTS The unladen weight shall be the complete vehicle kerb weight as per IS
9211 : 1979, where applicable.
The vehicle shall be loaded to a gross weight required for that particular
test and shall be recorded in the test report
Highlight of CSFC measurement as per IS 11921
17. Highlight of CSFC measurement as per IS 11921
AMBIENT
CONDITIONS
Standard reference conditions.
a) Temperature : 300 K ( 27°C ) b) Pressure : 100 kPa
The ambient conditions at the test site shall be:
Temperature : 288 to 308 K ( 15 to 35°C)
Relative humidity : Not more than 75 Percent Air density when calculated as described
below shall not differ by more than 7.5 percent from the air density under the reference
conditions:
The wind velocity in any direction shall not exceed 3 m/set. The measurement of wind
velocity shall be done at a height of 1 to l-5 m above road surface.
TEST The vehicle shall be tested at the constant speed/speeds required for the test. The
vehicle shall be run in top gear or in the gear as recommended by the manufacturer.
The test shall be conducted over a distance of not less than 1000 m. Two consecutive
test runs in the opposite directions shall constitute a pass..
The test shall be conducted sufficient number of times such that the readings for at
least 5 passes ( one pass comprising consecutive
readings in the opposite directions ), whose variation of S ( Fuel consumption) for that
pass in not more than +/- 2.5 percent of mean and the average speed not varying by
more than +/- 1 km/h from the specified speed can be selected. These readings shall be
selected such that the variation S and Fuel consumption is minimum.
19. Highlight of CSFC measurement as per IS 11921
For following changes CSFC test needs to be perform.
For change in GVW in excess of 10%
Change in swept volume in excess of 10,number and arrangement of
cylinder.
Change in engine power or torque in excess of 5%.
Change in fuel system.
Change in type of transmission.
Change in radial ply to cross ply or vice versa.
Change in overall transmission ratio.
Change in body shape with increases the frontal area.
Change of fuel type ( petrol/diesel etc)
no. of axles
Change in injection / injection timing in excess of 2 deg.
No. of tyres
Change in tyre size
Air intake system ( NA, TC etc)
Change in Engine Control Unit, including calibration
The above criteria may be reviewed
20. 1) Sub-categorization of vehicle classification for FE norm.
2) Development of test methodology for entire vehicle FE measurement.
3) Development of simulation tool for CO2 and fuel measurement from the entire
vehicle, including key components such as the engine, transmission and
auxiliary elements like air compressors as well as properties such as
aerodynamic drag and rolling resistance .
4) Till development of simulation tool measurement of
Constant speed fuel consumption as per IS 11921:1993 i.e. ‘’Automotive
Vehicles - Method of evaluation & fuel consumption’’ to be continued.
CO2 emissions and fuel consumption shall be determined over the ESC and
ETC test cycles for all BSIV engine.
The test results shall be reported as cycle averaged brake specific values and
expressed in the unit of g/kWh.
Propose road map for HDV fuel economy norms in INDIA
21. Existing test facility in India for HDV testing
Facility for Engine
Dynamometer( Transient)
Facility for Chassis
Dynamometer (HDV vehicle)
ARAI YES YES
VRDE YES NO
ICAT YES NO
M/s. Tata Motors Ltd. YES YES
M/s. Ashok Leyland Ltd. YES NO
M/s. VE Commercial Vehicles Ltd.
(A Volvo Group & Eicher Motors Joint Venture)
YES NO
M/s Mahindra & Mahindra Limited.
Truck and Bus Division
YES NO
M/s. Daimler India Commercial Vehicles Pvt. Ltd.
NO ( Available at overseas) NO ( Available at overseas)
M/s. Mahindra Navistar Automotives Ltd. NO NO
M/s. MAN Trucks India Pvt. Ltd. NO ( Available at overseas) NO ( Available at overseas)
M/s. Scania Commercial Vehicles India Pvt. Ltd.
NO ( Available at overseas) NO ( Available at overseas)
M/s. SML ISUZU LTD. YES NO
M/s. Force Motors Ltd. YES NO
M/s. AMW Motors Ltd. NO NO
22. 22
Parameter Details
Make AVL and Brush Inc ( 2Nos)
Type DC Machine (Single Roller)
Maximum power 191/196 kW absorption / motoring
Maximum Speed 200 km/h
Maximum tractive effort 10500 N
Vehicle inertia range Up to 16000 Kg.
Roller diameter 1219 mm
Chassis Dynamometer test facility for Buses & Trucks at IOCL
Existing test facility in India for HDV testing
23. Parameter Pune Pune Jamshedpur
Make BEP,USA BEP,USA BEP,USA
Type DC Machine (Single
Roller)
DC Machine (Single
Roller)
DC Machine (Single
Roller)
Maximum Speed 130 km/h 130 km/h 130 km/h
Maximum
tractive effort
32,388 N 140,428 N 270,280 N
Vehicle inertia
range
3.5-25 T 3.5-50 T 3.5-50 T
Roller diameter 1905 mm 1905 mm 1905 mm
Chassis Dynamometer test facility for Buses & Trucks at TML
Existing test facility in India for HDV testing