Showing posts with label validation. Show all posts
Showing posts with label validation. Show all posts

Friday, 31 July 2015

ABRAM Periodic Report - Publishable Summary

(From the official document submitted to the European Commission)

Mobility is vital for the quality of life and efficient transport is an important goal for the European Commission. An increased use of motorcycles and mopeds - also known as powered two wheelers (PTW) - instead of passenger cars for the needs of personal mobility would result in more efficient utilisation of road and parking space, less pollution, and time savings. However, the risks of being seriously injured or killed are higher for PTW riders than for other motorized road users. In particular, the European Road Safety Observatory (ERSO) indicated that the risk of incurring into a fatal crash while riding a PTW per km travelled is 12 times higher than for driving a passenger car. Passenger cars have benefitted of many new safety technologies, some of which at a later stage were translated to motorcycles – occasionally with proven success, for example antilock brake system. At present, one of the most advanced safety systems available is Autonomous Emergency Braking (AEB). AEB is designed to recognise an impending collision and then apply brakes when the driver does not. AEB effectiveness was recently demonstrated for cars, and AEB is promoted as safety feature by NCAP and a range of government bodies. However, AEB is currently not available for motorcycles and its possible applicability is unknown.

In this context, the ABRAM project (Autonomous Braking for Motorcycles, June 2013-May 2016) proposed a broad exploration of AEB applied to PTWs. ABRAM aimed to address the main aspects linked to the evaluation and implementation of autonomous braking for PTWs in order to create scientific bases for a possible development of this safety system.

The outgoing phase of ABRAM – conducted by Chief Investigator Dr Giovanni Savino at the Monash University Accident Research Centre, Melbourne, Australia – was completed in May 2015. During this two-year period, three main activities were carried out.

The first activity (WP2) focused on the development of an idealised AEB for motorcycles. It considered the applicability of AEB to real-world crashes; then it developed triggering algorithms to address typical crash configuration, and fìnally it evaluated the potential benefits of AEB for motorcycles via computer simulations of real world crash cases which took place in three different countries: Italy, Sweden and New South Wales (Australia).

The second activity (WP3) analysed the feasibility of a mild, unexpected automatic deceleration of the motorcycle, such as the one produced by AEB, from the viewpoint of the rider. An experimental study involving an instrumented test vehicle and participant riders was conducted. Bosch Australia supported this activity by providing access to a low-speed test track and providing logistical support for the tests.

The third activity (WP4) focused on the possible interactions between AEB intervention and rider control actions during the pre-crash phase. Good knowledge of the rider behaviour is a crucial element for the design of the safety system. For this reason, a low-cost motorcycle riding simulator was developed and validated specifically for investigating the control inputs of riders when facing unexpected hazards.

Results of ABRAM research showed that the idealised AEB has good potential for an application to real world motorcycle crashes. Estimated applicability ranged from 28% to 32% when analysing computer simulations of 212 in-depth crash cases that took place in Europe and Australia. Also, the impact speed reduction produced by AEB on the host motorcycle was up to 7 km/h in the simulations. As a final outcome, the speed reduction produced by AEB is expected to produce injury mitigation for the riders. However, risk curves for motorcycle riders are currently not available in the literature, giving scope for future studies in this field to confirm the potential benefits of AEB.

Concerning the feasibility of an automatic deceleration event, ABRAM tests involved a sample of sixteen participants and showed that standard riders can sustain a moderate deceleration – such as the one produced by cutting the engine ignition - with minor-to-moderate efforts even when the event is unexpected. Although limited in scope due to the small sample and due to the simple procedure adopted, these encouraging findings are the first available on this topic and warrant future investigations. Additional tests should also analyse the interaction between rider and safety system in hazardous situations, for example due to sudden obstacles. The ABRAM riding simulator was validated appositely for this kind of tests and will foster future experiments in this field.

The ABRAM project has already shown an impact on the scientific community and the society. First, a number of scientific papers were presented on journals and at technical conferences, including the following:
* Further development of motorcycle autonomous emergency braking (MAEB), what can in-depth studies tell us?
* A novel approach for evaluating the potential benefits of motorcycle autonomous emergency braking (MAEB) in real world crashes
* Can Experienced Riders Benefit from an Autonomous Emergency Braking System?

Second, Dr Savino featured in popular on-line articles on the web and was involved in TV and radio segments - on BSB Australia, where he talked about motorcycle safety technologies and especially autonomous emergency braking; on radio ABC Melbourne, where he described the potential benefits and the challenges of autonomous emergency braking applied to motorcycles.

The research of ABRAM also featured in a number of the MIRI Big Impact, the magazine showcasing the best research conducted at the Monash Injury Research Centre. In addition, Dr Savino has arranged frequent exchanges with industrial stakeholders in the field of motorcycles for transferring the new knowledge produced within ABRAM and thus fostering the development of safety innovations.

The return phase of ABRAM (1st June 2015 – 31st May 2016) will be conducted by Dr Savino primarily at his host institution, the University of Florence, Italy. Three main activities are planned for this period. First, a sensitivity analysis will investigate the robustness of AEB and its effectiveness with respect of different pre-crash conditions, as well as different technologies used for the implementation of this safety system. Second, a naturalistic study will analyse the performance and the critical elements of a prototype AEB system in real traffic conditions. In particular, the obstacle detection system and the control logic will be tested (no autonomous braking event will be deployed at this stage). And final, a cost benefit analysis will be performed.

Thursday, 26 February 2015

ABRAM WP4 motorcycle riding simulator

Another video of the ABRAM simulator in action during the validation tests.

In these tests, a small group of experienced riders were asked to perform simple control tasks. 

At the end of the runs, the riders were asked to provide their subjective evaluations using Cooper Harper handling scale and Likert scales, and to provide a short narrative of their experience.

The initial results indicate that the subjective perception of the riders was generally positive or neutral with respect of the simple steer mechanism adopted. At the same time, this steer mechanism was able to provide realistic inputs, as shown in a comparison with simulations in Bikesim.



Wednesday, 14 January 2015

Test rig of the ABRAM motorcycle riding simulator

The motorcycle test rig for the riding simulation experiments is now ready for validation.


Monday, 22 July 2013

Original Manuscript available on line - Evaluation of an autonomous braking system in real world PTW crashes

The original manuscript of the paper Evaluation of an autonomous braking system in real world PTW crashes published on Traffic Injury Prevention will be available for consultation soon.


To cite this article: 
Giovanni Savino, Marco Pierini, Matteo Rizzi & Richard Frampton (2013): Evaluation of an Autonomous Braking System in Real-World PTW Crashes, Traffic Injury Prevention, 14:5, 532-543.


Preview of this article:

Evaluation of an autonomous braking system in real world PTW crashes

Abstract

Powered two wheelers (PTWs) are becoming increasingly popular in Europe. They have the ability to get around traffic queues, thus lowering fuel consumption and increasing mobility. The risk of rider injury in a traffic crash is however much higher than that for their four wheeled counterparts. The European project Powered two wheeler Integrated Safety (PISa), identified an autonomous braking system (AB) as a priority to reduce the injury consequences of a crash. This study assessed the potential effectiveness of the AB system developed in PISa, taking into account the specific system characteristics that emerged during the design, development and testing phases. Fifty eight PTW accidents representing European crash configurations were examined. Two of the largest crash types were a PTW impacting a stationary object (CFS, 16%) and an object pulling across the PTW path (CRS, 54%). 43% of the crashes contained a rider with MAIS 2+ injury. In 67% of cases, the application of AB could have mitigated the crash outcome. Analysis of the real crash cases under a complete set of possible rider reactions showed the potential for an expert rider to avoid the collision. An early reaction of the rider, associated with a correct application of the brakes would have avoided 18 out of 37 CFS and CRS crashes. Conversely, according to the analysis, an expert rider would not have been able to avoid 19 out of 37 cases. In 14 of the 19 cases, the AB would have contributed to mitigate the crash outcomes. 


This is an Author's Original Manuscript of an article submitted for consideration in Traffic Injury Prevention (copyright Taylor & Francis); Traffic Injury Prevention is available online at http://www.tandfonline.com/10.1080/15389588.2012.725878