Framework for Simulation-Based Simultaneous System Optimization for a Series Hydraulic Hybrid Vehicle
DOI:
https://doi.org/10.13052/ijfp1439-9776.2012Keywords:
Simulation-based optimization, hydraulic hybrid vehicle, series hybrid, simultaneous design and control optimization,, HopsanAbstract
Hybridization of hydraulic drivetrains offers the potential of efficiency improvement for on- and off-road applications. To realize the advantages, a carefully designed system and corresponding control strategy are required, which are commonly obtained through a sequential design process.Addressing component selection and control parameterization simultaneously through simulation-based optimization allows for exploration of a large design space as well as design relations and trade-offs, and their evaluation in dynamic conditions which exist in real driving scenarios. In this paper, the optimization framework for a hydraulic hybrid vehicle is introduced, including the simulation model for a series hybrid architecture and component scaling considerations impacting the system’s performance.Anumber of optimization experiments for an on-road light-duty vehicle, focused on standard-drivecycle- performance, illustrate the impact of the problem formulation on the final design and thus the complexity of the design problem. The designs found demonstrate both the potential of energy storage in series hybrids, via an energy balance diagram, as well as some challenges. The framework presented here provides a base for systematic evaluation of design alternatives and problem formulation aspects.
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References
Assanis, D., et al., 1999. Optimization Approach to Hybrid Electric
Propulsion System Design. Journal of Mechanics of Structures and
Machines, 27(4), 393–421.
Assanis, D. and Heywood, J., 1986. Development and Use of a
Computer Simulation of theTurbocompounded Diesel System for Engine
Performance and Component Heat Transfer Studies. In: Proceedings of
the SAE International Congress and Exposition, 24-28 February 1986,
Detroit, MI, USA.
Baer, K., 2018. Simulation-Based Optimization of a Series Hydraulic
Hybrid Vehicle. Thesis (PhD). Linköping University.
Barlow, T.J., et al., 2009. A Reference Book of Driving Cycles for Use in
the Measurements of Road Vehicle Emissions. Project Report PPR354.
Department for Transport, UK.
Bowns, D.E., Vaughan, N.D., and Dorey, R.E., 1981. Design Study of
a Regenerative Hydrostatic Split Power Transmission for a City Bus.
In: IMecE Hydrostatic Transmissions for Vehicle Applications, 1981,
Coventry, UK, 29–38.
Buchwald, P., et al., 1979. Improvement of Citybus Fuel Economy using
a Hydraulic Hybrid Propulsion System –ATheoretical and Experimental
Study. In: Proceedings of theSAECongress and Exposition, 26 February–
March 1979, Detroit, MI, USA.
Burgess, E., Peffers, M., and Silverman, I., 2009. Idling Gets You
Nowhere. The Health, Environmental and Economic Impacts of Engine
Idling in New York City. Technical Report, Environmental Defense Fund.
Carson, Y. and Maria, A., 1997. Simulation Optimization: Methods and
Applications. In: Proceedings of the 1997Winter Simulation Conference,
–10 December 1997, Atlanta, GA, USA.
Deppen, T.O., et al., 2010. Predictive Energy Management for Parallel
Hydraulic Hybrid Passenger Vehicle. In: Proceedings of the ASME
Dynamic Systems and Control Conference, 12–15 September 2010,
Cambridge, MA, USA.
Digeser, S., et al., 2005. Der neue Dreizylinder-Dieselmotor von
Mercedes-Benz für Smart und Mitsubishi. Motortechnische Zeitschrift,
(1), 6–12.
Eriksson, B., Nordin, P., and Krus, P., 2010. Hopsan NG, A C++
Implementation using the TLM Simulation Technique. In: Proceedings
of the 51st Conference on Simulation and Modelling, 14–15 October
, Oulu, Finland.
Fellini, R.A., 1998. Derivative-free and Global Search Optimization
Algorithms in an Object-oriented Design Framework. Thesis (MSc).
University of Michigan.
Filipi, Z., et al., 2004. Combined Optimisation of Design and Power
Management of the Hydraulic Hybrid Propulsion System for the 6×6
Medium Truck. International Journal of Heavy Vehicle Systems, 11(3/4),
–402.
Guzzella, L. and Sciarretta, A., 2013. Vehicle Propulsion Systems. 3rd
ed. Berlin/Heidelberg: Springer.
Karbaschian, M.A., 2014. Improving System Design and Power
Management for Hybrid Hydraulic Vehicles Minimizing Fuel Consumption.
Thesis (PhD). University of Duisburg-Essen.
Karbaschian, M.A. and Söffker, D., 2014. Review and Comparison of
Power Management Approaches for Hybrid Vehicles with Focus on
Hydraulic Drives. Energies, 7(6), 3512–3536.
Kargul, J., et al., 2015. Design and Demonstration of EPA’s Integrated
Drive Module for Commercial Series Hydraulic Hybrid Trucks and
Buses. SAE International Journal of Commercial Vehicles, 8(2),
–567.
Kim, Y.J., 2008. Integrated Modeling and Hardware-in-the-Loop Study
for Systematic Evaluation of Hydraulic Hybrid Propulsion Options.
Thesis (PhD). University of Michigan.
Korkmaz, F., 1975. Verbrennungshydraulischer Hybridantrieb
für Stadtfahrzeuge. Thesis (PhD). Technical University of Berlin.
Krus, P., 2003. Simulation Based Optimisation for System Design.
In: Proceedings of the 14th International Conference on Engineering
Design, 19–21 August 2003, Stockholm, Sweden.
Krus, P. and Ölvander, J., 2013. Performance Index and Meta-
Optimization of a Direct Search Optimization Method. Engineering
Optimization, 45(10), 1167–1185.
Kumar, R., Ivantysynova, M., andWilliams, K., 2007. Study of Energetic
Characteristics in Power Split Drives for On Highway Trucks and
Wheel Loaders. In: Proceedings of the Commercial Vehicle Engineering
Congress and Exhibition, 30 October–1 November 2007, Rosemont,
IL, USA.
Li, C.-T. and Peng, H., 2010. Optimal Configuration Design for Hydraulic
Split Hybrid Vehicles. In: Proceedings of the 2010 American Control
Conference, 30 June–2 July 2010, Baltimore, MD, USA.
Macor, A. and Rossetti, A., 2011. Optimization of Hydro-Mechanical
Power Split Transmissions. Mechanism and Machine Theory, 46(12),
–1919.
Manring, N.D., et al., 2014. Scaling the Speed Limitations for Axial-
Piston Swash-Plate Type Hydrostatic Machines. Journal of Dynamic
Systems, Measurements, and Control, 136(3), 031004.
Nordin, P., Braun, R., and Krus, P., 2015. Job-Scheduling of
Distributed Simulation-Based Optimization with Support for Multi-
Level Parallelism. In: Proceedings of the 56th Conference on Simulation
and Modelling, 7-9 October 2015, Linköping, Sweden.
Nyman, J. and Rydberg, K.-E., 2001. Energy Saving Lifting Hydraulic
Systems. In: Proceedings of the Seventh Scandinavian International
Conference on Fluid Power, 30 May–1 June 2001, Linköping, Sweden.
Otis, D.R. and Pourmovahed, A., 1984. Improving Performance of Gas-
Charged Accumulators Using Elastomeric Foams. In: Proceedings of
the International Symposium on Advanced and Hybrid Vehicles, 17–19
September 1984, Glasgow, Scotland, UK.
Reyer, J.A., 2000. Combined Embodiment Design and Control
Optimization: Effects of Cross-Disciplinary Coupling. Thesis (PhD).
University of Michigan.
Rydberg, K.-E., 1983. On Performance Optimization and Digital Control
of Hydrostatic Drives for Vehicle Applications. Thesis (PhD). Linköping
University.
Sprengel, M. and Ivantysynova, M., 2016. Neural Network Based Power
Management of Hydraulic Hybrid Vehicles. International Journal of
Fluid Power, 18(2), 79–91.
Stelson, K.A., et al., 2008. Optimization of a Passenger Hydraulic
Hybrid Vehicle to Improve Fuel Economy. In: Proceedings of the 7th
JFPS International Symposium on Fluid Power, 15–18 September 2008,
Toyama, Japan.
Surampudi, B., et al., 2009. Design and Control Considerations for a
Series Heavy Duty Hybrid Hydraulic Vehicle. In: Proceedings of the
SAE 2009 Powertrains Fuels and Lubricants Meeting, 2–4 November
, San Diego, CA, USA.
Tikkanen, S., et al., 2017. Emission Reduction of Mobile Machines by
Hydraulic Hybrid. In: Proceedings of the 15th Scandinavian International
Conference on Fluid Power, 7–9 June 2017, Linköping, Sweden.
Tsai, S.-C. and Goyal, M., 1986. Dynamic Turbocharged Diesel Engine
Model for Control Analysis and Design. In: Proceedings of the SAE
International Congress and Exposition, 24–28 February 1986, Detroit,
MI, USA.
Tutuianu, M., et al., 2013. Development of a World-wide Worldwide
harmonized Light duty driving Test Cycle (WLTC). Technical Report
GRPE-68-03, UN/ECE/WP.29/GRPE/WLTP-IG, DHC subgroup.
Wahlström, J. and Eriksson, L., 2011. Modelling Diesel Engines with
a Variable-Geometry Turbocharger and Exhaust Gas Recirculation by
Optimization of Model Parameters for Capturing Non-linear System
Dynamics. Proceedings of the Institution of Mechanical Engineers, Part
D: Journal of Automobile Engineering, 225(7), 960–986.
Wu, B., et al., 2002. Optimization of Power Management Strategies for a
Hydraulic Hybrid Medium Truck. In: Proceedings of the 2002 Advanced
Vehicle Control Conference, 9–13 September 2002, Hiroshima, Japan.
Wu, P., et al., 1985. Fuel Economy and Operating Characteristics of a
Hydropneumatic Energy StorageAutomobile. In: Proceedings of the SAE
Passenger Car Meeting, 23–26 September 1985, Dearborn, MI, USA.
Yang, Y., et al., 2016. State-of-the-Art Electrified Powertrains – Hybrid,
Plug-in, and Electric Vehicles. International Journal of Powertrains,
(1), 1–29.