Torque matching using road-to-rig for vehicle development

Road-to-Rig (R2R): Automotive Torque Matching

Overview of Our Torque Matching Road-to-Rig Solution

HORIBA Automotive Vehicle on a Chassis Dyno.

Our patented RTR torque matching technique (United States Patent and Trademark Office | Patent for Torque Matching) uses a novel approach for replicating and emulating real-world conditions in the laboratory.

Torque matching doesn’t require coast down, road gradient, wind tunnel, tire resistance, or direct axle torque measurement because it relies on the principle of matching the inputs and conditions of a road test and a laboratory test. A vehicle’s tractive effort during a road test equals the dyno’s resistive torque during a replication laboratory cycle.

This page details Torque Matching approach. How it works, use cases, and benefits for vehicle, system, and component developers.

Vehicle Development Challenges

Vehicle development has become more challenging. There are several reasons for this: new and more complex vehicles features, tightening regulations, new powertrain technologies, supply chain issues, and a battle for talent. Delivering a vehicle for the start of production remains a tough task and is expected to become even harder.

Key vehicle development challenges

New and more complex vehicle features

Safety and convenience features are increasing both in quantity and complexity. An example of this trend is brake-to-steer. In this case, a vehicle’s hardware – brake system, control units, sensors, and actuators – are essentially unchanged. Yet, a new feature is derived via software alone and layered on top. This is an example of how software is exponentially increasing vehicle development complexity.

End users demand safer vehicles and want features which add-value to their lives. Vehicle developers, however, are challenged with absorbing these new features into their already challenging development schedules.

Increased software complexity

Software verification and validation looks likely to dominate R&D resources in the future. McKinsey published several studies into the rapidly increasing complexity of vehicle software. They suggest that if the automotive industry doesn’t change its development approach, OEMs and suppliers will find it difficult to develop and launch vehicles profitably and on time. This rapid increase in the use of software, combined with the flexibility offered by electric vehicle platforms, is giving rise to another development trend referred to as the “software-defined vehicle”. This trend suggests that there will be a decoupling between vehicle software development and the mechanical systems which underpin a vehicle in much the same way as has happened in the mobile phone industry.  

McKinsey & Company: The case for an end-to-end automotive-software platform

Tightening regulations

In addition to features demanded by customers, more stringent regulations have increased compliance requirements. New, more onerous regulations have created a perfect storm that has severely delay new product introduction. 

Real scenarios not laboratory cycles

Developing vehicles that meet safety, performance and customer demands is tough. But, achieving those objectives over real-driving conditions is an even bigger challenge. In theory, this results in an infinite number of different test conditions. Vehicles must now be developed with real scenarios, not just laboratory cycles. The breadth of scenarios that need to be tested increases each year as new situations come to light, requiring vehicle manufacturers and automotive suppliers to be more productive with the same or fewer resources.

Develop Smarter

HORIBA Automotive Intelligent Lab offers smarter development solutions to accelerate & virtualize vehicle development.

Given these challenges, how can you be sure that your product will meet regulations and customer expectations under any driving condition, in any weather, and using the local fuel for the whole life of a vehicle—and how can this be achieved within an economically viable cost and timeframe?

One way to combat the increase in workload is to change the way systems and vehicles get verified, validated, and signed-off. Smarter development methods are needed.

Road-to-Rig as part of a smarter solution

R2R offers the potential to reduce costs and accelerate vehicle development. It’s possible to reliably reproduce real-world driving conditions in the laboratory with a high level of precision. This can limit the need for altitude or hot and cold test trips because the results in the lab can be trusted. It could also reduce the number of prototypes per program.

A traditional approach to lab-based replication and emulation is using road load replication (RLS).

Our torque matching, part of Intelligent Lab solution suite, removes the need for extensive preparatory testing and allows for vehicles of a similar size and weight to be tested concurrently. A single recorded road test can be used to replicate and emulate real-world testing in a laboratory with multiple test plans, model variants, and design specifications.

Torque matching can work especially well for system development, calibration, or quality investigations due to its high level of correlation to the real world. A vehicle development engineer can be assured that while running through a test plan, the same result will be seen on the road.

Road-to-Rig use cases

  • Electric vehicle range: Accurately predict electric vehicle range compared to a road test. Develop control strategies of the thermal systems.
  • Replay road testing in the lab: Validate design changes across altitudes (pressure and density with MEDAS | Dynamic Altitude Simulation) and temperatures.
  • OBD development: Evaluate OBD against a predefined set of test scenarios, repeatably and robustly.
  • Conformity of production: Check that vehicles are within manufacturing tolerance.
  • Localization of products: Adjust calibrations to optimize powertrains for local fuels, test routes, and driving styles. Replicate location conditions in the laboratory.
  • Investigate failure modes: Replay quality issues found in the field. Review specific conditions and evaluate solutions with confidence.
  • Compliance testing: A regulator, authority, or third party can replicate road tests in the lab quickly, without the need to perform expensive preparatory measurements.
  • Competitor benchmarking: Test several competitor vehicles to gather data on vehicle performance. Perform just one initial road test and use this data to emulate others.
  • Test lab benchmarking: Test a ‘golden’ vehicle in each test lab with higher accuracy than is normally possible.

What is Road-to-Rig?

R2R is the ability to accurately replicate a real-world road test of a vehicle and its environment in a test laboratory. The purpose is to enable development teams to robustly repeat real-world testing with laboratory precision. Driving conditions, driver aggressivity, and vehicle systems and components can all be changed. The corresponding impact on electric range, emissions, and performance can be observed.

What is Torque Matching? Our Road-to-Rig Solution

Electric range, emissions, or performance can be compared to a road test with laboratory level precision. Torque matching has a superior accuracy when compared to traditional road-load simulation (RLS) determined by a superior coefficient of determination (R2*).

Torque Matching is a method of replicating a real-world driving test within the laboratory environment. It reliably replicates the loads experienced by the vehicle during the test. It can do this without the need to record difficult to measure items during a road test:

  • Road load (via torque wheels or instrumented drive shaft)
  • Vehicle coast down testing
  • Vehicle mass
  • Road gradient
  • Wind load
  • Cornering load

How does HORIBA Torque Matching Work?

The patented torque matching technique uses a novel testing approach for replicating and then simulating (emulating) different real-world conditions in the laboratory.

Three stages to the process with an optional fourth stage to switch to a different vehicle.

  1. Road test: Perform any kind of road test. Required data logging is vehicle dependent, but minimum requirements are very low.
  2. Replication test: Lab-based replication where vehicle speed and pedal positions are “played back” through the chassis dyno and robot driver. Exact road load is generated by chassis dyno. This dyno torque (road load replication) is recorded added to the test file.
  3. Emulation test: Lab-based replication where the road load replication torque is played back through the chassis dyno. The robot driver performs closed-loop pedal control to a target, the same road speed recorded during the road test in stage 1.
  4. Emulation with a similar vehicle: The torque measured during the replication stage can be used with similar vehicles to emulate the same road test.
HORIBA Automotive Torque Matching dyno replication

Figure 1: An illustration of our Torque Matching dyno replication method.

Figure 1 shows the stages of the Torque Matching approach.


In essence, the torque a vehicle delivers during an on-road test drive is perfectly mirrored on the dyno. This simple approach accounts for wind resistance and rolling resistance, including cornering and gradient.


Torque Matching Road-to-Rig Approach in Detail

Stage 1: Record the test drive

Perform any kind of road test irrespective of powertrain type. For example, record a BEV or an IC-based vehicle over a predefined test route and measure the inputs mentioned below and the outputs of interest such as battery voltage or emissions. The data that needs to be logged is vehicle dependent, but generally these are minimum requirements.

Vehicle inputs

During the test drive, the vehicle’s throttle, brake and gear positions are recorded as well as the vehicle speed and ambient weather conditions. These are the only variables needed for our Torque Matching approach.

  • Vehicle speed
  • Engine speed
  • Pedal positions
  • Gear 

 

Environmental inputs

  • Environmental data (weather conditions)

 

Vehicle outputs

Measure the outputs under investigation such as battery state of charge, emissions, or performance.

  • Tailpipe emissions (for IC engine vehicle)
  • Vehicle data (CANbus)
  • Battery voltage (for BEVs)

 

If RDE development work is required prepare the vehicle for RDE testing and drive the RDE test route. Record the RDE data as normal along with the vehicle inputs for use in stage 2.

The data collected is used to establish a reference for replication in the chassis dyno laboratory in the next stage.

Stage 2: Replicate the road test in the laboratory using torque matching

The replication stage is a validation test of the vehicle in the laboratory under the same conditions as during a road test.

A chassis dyno-based test requires:

  • A robot driver, such as HORIBA’s ADS-EVO, to accurately replay the throttle, brake and gear positions.
  • An altitude simulator, like HORIBA’s MEDAS (needed for ICE vehicles) to match the pressure, temperature and humidity.
  • A dynamometer to precisely follow the recorded vehicle speed by alternating the dyno torque.

In Figure 2 the loads experienced by a vehicle during a test drive are illustrated. During the replication phase the road loads are almost perfectly matched due to the fact the vehicle is being operated in exactly the same way as during the test drive.

The vehicle speed is played back using the chassis dynamometer running in a speed control mode (ASR). In the same instance, the pedal inputs and gear changes are played back, or synchronized, via a robot driving system installed into the vehicle.

The net result is that the speed controlling action of the chassis dyno balances the resistive force of the dyno with that of the tractive effort of the vehicle to achieve the target vehicle speed. The resisting action (force) provided by the dyno is therefore equal to the real-world road load.

The result of this approach is a highly accurate representation of the load the vehicle experienced during the test drive. This resistive force is recorded as a dyno load and added to the test data so it can be used as a target input to emulate the real-world (see next stage).

The dyno’s new torque load profile is now a highly accurate representation of all the resistive loads that the vehicle experienced during the original test drive. Cornering, wind gusts, gradients, and rolling resistances are accounted for. It is a near perfect replication.

This quick and easy torque matching approach has several benefits. The main one being the elimination of the need to measure or estimate the gradient or vehicle road-loads.  No vehicle information is necessary such as coast-down rolling resistance.

The end result is a highly accurate replication of the road load that the vehicle experienced on the test drive. By extension, the ECU is stimulated in exactly the same way as during the test drive, thereby creating a highly accurate replication in the lab. This dyno torque is added to the test file to be used in the emulation stage.

The end result is a highly accurate replication of the road load that the vehicle experienced on the test drive. By extension, the ECU is stimulated in exactly the same way as during the test drive, thereby creating a highly accurate replication in the lab. This dyno torque is added to the test file to be used in the emulation stage.

In Figure 3 a vehicle is driven on a chassis dyno using a robot driver to control the throttle, brake, and gear positions. The dyno controller is made to follow the speed trace exactly by changing the dyno torque. The torque trace is then recorded as a function of time so it can be used in the next stage, emulation.

Stage 3: Emulation with the original vehicle

Now that the replication test file has an accurate representation of the road loads, we can use any sensible road load simulation (RLS) coefficients of A, B, C and mass to derive a gradient channel. Contrary to the RLS method, the vehicle coefficients can be anything within reason. As an example, approximate coast down coefficients could be generic items, chosen from a table of running resistances (cookbook) or generated from a formula/calculator.


HORIBA Torque Matching method doesn’t need to measure coefficients related to the resistive forces. This leads to a much higher replication accuracy.


The R2R Torque Matching software will take the speed trace and calculate a theoretical road load using the RLS model (A, B, C + Mass, input by the user). This is subtracted from the measured road load captured in the replication stage (stage 2 above). The difference between the theoretical and real road load is then captured and bound as a gradient input profile.

In essence, the gradient term acts like a “make up” to capture the difference between the model and the real world. So, if light A, B, C terms are picked, the gradient values will be larger than if you picked heavy terms.

The key is to use the same terms on the dyno automation system as used for the calculation. To be clear, this means performing a coast down match on the chassis dyno using the same vehicle coefficients as the coast down target.

The net effect of driving the same vehicle speed trace, with the same A, B, C terms used in the calculation plus the calculated gradient values, is that the same road load is experienced by the vehicle as on the road test.

A key difference in the emulation stage is that the vehicle control is returned to the driver robot. It must now use closed-loop control of the pedals and gears to achieve the target speed rather than have the chassis dyno adapt to achieve the target speed.

The benefit of this is that it is now possible to change vehicle attributes and still drive over the same ‘load profile’. The result is robust and repeatable emulation of the real-world.

Development, quality, and conformity of production teams can be confident that the test lab will accurately predict real-world results for any given changes to calibrations, components, or driving styles.

A key difference in the emulation stage is that the vehicle control is returned to the driver robot. It must now use closed-loop control of the pedals and gears to achieve the target speed rather than have the chassis dyno adapt to achieve the target speed.

The benefit of this is that it is now possible to change vehicle attributes and still drive over the same ‘load profile’. The result is robust and repeatable emulation of the real-world.

Development, quality, and conformity of production teams can be confident that the test lab will accurately predict real-world results for any given changes to calibrations, components, or driving styles.

Stage 4: Emulation with a different vehicle

Another benefit of our Torque Matching approach is the ability to swap vehicles and re-use the same test data and settings. The matched torque allows for any similar sized vehicle to use the recorded results and still produce highly accurate results. 

This makes it easy and convenient to replace the original vehicle with a similar model without having to baseline the new vehicle.

Road Load Simulation is an Oversimplification

Most modern dynamometers and their automation systems can run a vehicle or system in a road load simulation (RLS) mode. This is common practice. However, the accuracy is not as good as it could be due to several reasons.

First, the RLS equation is an oversimplification of the real dynamics governing a vehicle’s motion. Second, the way of deriving the coefficients have inaccuracies themselves such as coast-down measurements. Finally, the system response adds to the inaccuracy since the throttle and brake positions aren’t perfectly replicated.

It also requires significant resources and time to generate the necessary RLS coefficients. Access to vehicles, labor, and test facilities are needed for each vehicle model.

 


 

Try Torque Matching with a Free No Obligation 6-month Trial

Contact your local HORIBA Automotive representative to trial torque matching and see the improvement in accuracy over traditional road load simulation (RLS). 

Is it necessary to have HORIBA equipment to benefit from our Torque Matching? 

It’s not necessary to have our equipment. The approach has been tested on non-HORIBA dynamometers, and with other driver robots. The application is cloud based, but it can also be provided as an on-premis solution or even via an individual laptop. 


 

Results: Comparison of HORIBA Torque Matching and Road Load Simulation

The results in the figure below show the Torque Matching method, sometimes referred to as road load replication (RLR), has a much greater level of accuracy. This is fundamentally because the vehicle under test is being stimulated in exactly the same manner as it was during the original test drive. The superior accuracy and simplicity of HORIBA Torque Matching method can be applied to BEVs too.

BEV energy consumption prediction

The same is true when replicating a BEV on the chassis dyno. HORIBA’s Torque Matching method provides a much more accurate replication of the energy consumption. Below is a chart comparing the replication of cumulative energy consumption of an EV using both traditional RLS and HORIBA’s Torque Matching RLS (RLR) method.

The table shows comparison data between the Torque Matching methodology (RLR) and traditional road load simulation (RLS).

Note, all these results were produced using the same vehicle and with an ADS-EVO driver robot controlling the vehicle inputs.

In this table:

  • Replication - The results during the replication stage of the torque matching approach which records the resultant dyno torque in order to derive the RLS (RLR) coefficients.
  • RLS – The results from a replay of the vehicle test drive on the chassis dyno using the traditional RLS approach. Coefficients are derived from measurement methods stated previously.
  • RLR (Road Load Replication) – The results of the emulation of the vehicle test drive on the chassis dyno using coefficients derived from the HORIBA Torque Matching replication run.

 

The results show that our Torque Matching method, here identified as RLR, produces a much more accurate replication of vehicle speed, accelerator pedal, and CO2 when compared with a traditional RLS approach. Comparisons of other emissions can also be provided on request.

Chassis dynos are becoming a key development asset

The Chassis Dyno is on the verge of becoming one of the most important tools in an OEM or supplier’s toolkit. The Vulcan Evo, equipped with the latest automation technology like STARS, can dramatically cut down the effort and resources required to sign off vehicles by employing smarter development techniques.

Full unattended chassis dyno testing

Combining a chassis dyno with advanced automation and safety system, a driver robot, an environmental replication system such as MEDAS, and torque matching can enable 24/7 unattended operation for weeks or even months. EVs can be automatically recharged, force cooled, heated as well as ECU re-flashing after every test. This extensive level of automation opens up new test and development possibilities.

Vehicle-in-the-loop

An advanced Chassis test cell can run vehicle-in-the-loop and verify and validate early features straight from the simulation world. This close coupling to simulation makes the chassis lab an extension of the virtual world. As an example, ADAS features can be tested through a vast array of situations before a vehicle is let loose on the road. We have a CAV sensor testing tool set which adds on to an existing chassis test cell.

Our Road-to-Rig Torque Matching Application Software Products

Our R2R solution has been designed to be easy to implement in existing test laboratories. The torque matching replication and emulation capabilities are enabled via software called Data Builder, Test Builder, and Chart Builder. These software tools format the data and convert it so that a test automation system can read it and execute the tests. They are available as software applications that run in the STARS Enterprise environment either in the cloud or on a local pc.

The solution can work with non-HORIBA automation systems, dynamometers and driver robots.

Prerequisites to Perform Road-to-Rig Torque Matching

Equipment and software required:

  • A chassis dyno that can run in both speed and RLS modes
  • A modern automation system such as STARS EV or STARS VETS.
  • Accurate control over the driving inputs using a robot. Control of the throttle and brake pedals must be highly correlated to the road test. HORIBA’s ADS-EVO is quick to set up and easy to use. Another method of direct control of the throttle and brake such as via the vehicle CAN.
  • Road test recording equipment. For example; OBS-ONE PEMS equipment.
  • A method of replicating the environment. Either by using a climate dyno in the case of electric vehicles or a system which dynamically alters pressure and humidity for ICE vehicles. HORIBA’s MEDAS has a high response rate and can be retrofitted to most test cells.

Benefits of Road-to-Rig Torque Matching

Efficient use of test resources leading to cost and operational benefits

  • Lower cost, efficient replication of RDE tests in the laboratory
  • Fewer prototypes required
  • Easy RDE emulation for vehicle development and validation

 

Advantages for emissions development

  • Rapid generation of rig based RDE tests for prototype vehicles
  • Shortened development and validation timescales
  • Accelerated durability/degradation test deterioration factors from real-world driving
  • Highly repeatable real-world testing with altitude and environment in the lab

 

Reduced requirement for in-field environmental testing

  • Reduced cost of road trips, travel, and transportation
  • Reduced number of prototype vehicles required
  • De-coupling of the development testing program from seasonal timing
  • Repeatable environmental testing in the lab

 

Reduced need for pre-test measurements for RLS coefficients

No need to derive a vehicle’s coefficients beforehand using measurements such as rolling resistance, aerodynamic drag, or axel torque. There is also no need to spend time determining the road grade, either via measurement or approximation.

This presents a tremendous saving for OEMs and suppliers. Additional measuring like those mentioned above can take huge amounts of resources and time. As we will explain later, HORIBA’s Torque Matching approach provides enhanced accuracy due to the elimination of the measurement tolerances.

Faster test cell benchmarking

Use one golden vehicle and the higher accuracy of torque matching to check that dynamometer test labs are aligned and within acceptable tolerances.

Efficient vehicle systems development

Investigate design changes quickly such as:

  • Back-to-back component comparisons to investigate new designs or quality issues
  • Calibrations can be changed, and the results logged against each result
  • Aggressive and non-aggressive driving styles examined
  • Cold starts can be repeated accurately
  • OBD calibration work can be largely automated

 

Environmental effects can be explored quickly and repeatably

Altitude or temperature can be changed to highlight issues and validate fixes.

Powertrain, chassis, and assistance systems can be optimized in the knowledge that the vehicle is being loaded in an identical manner to on the road.

Simulate virtual test drives using vehicle-in-the-loop and torque matching

Import real gradient to virtual test route (e.g.via a software like IPG CarMaker vehicle simulation) for simulation and vehicle-in-loop testing.

Summary

Road-to-rig is an increasingly popular development method to bring real-world testing into the laboratory. Our patented torque matching method is a simple, yet highly accurate technique which can be implemented in existing test facilities. It has a higher replication performance than the traditional RLS method yet requires less upfront measurements to be done to create the road load simulation coefficients.

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