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Modelling and experimental testing of truck tyre rolling resistance
KTH, School of Engineering Sciences (SCI), Engineering Mechanics, Vehicle Engineering and Solid Mechanics. KTH, School of Engineering Sciences (SCI), Centres, VinnExcellence Center for ECO2 Vehicle design. (Vehicle Dynamics)ORCID iD: 0000-0003-0109-6596
2023 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Truck transport offers a versatile way to ship goods in regional, long haulage and urban applications. However, the heavy truck sector accounts for 6 % of total greenhouse gas emissions in the European Union. Therefore, there is a need for a substantial reduction of these emissions to secure the sustainability of Earth for future generations. A key parameter to be considered is rolling resistance, which is the source of approximately half of truck energy consumption.

This thesis aims to provide knowledge and insights about rolling resistance simulations and testing, as well as contribute to a better understanding of parameters affecting rolling resistance. Tests in a climate wind tunnel and on the road were conducted at various speeds and a wide range of ambient temperatures (-30 to +25 °C), providing measurement results that are generally unavailable. The measurements show a considerable increase in the stabilised and non-stationary rolling resistance with lower tyre and ambient temperatures. Furthermore, a way to reduce tyre cooling is suggested in order to increase tyre temperature and thereby reduce rolling resistance. Another key result of this thesis is the design of an on-road driving loss device, which enables quick and convenient validation of energy consumption simulations by retaining the standard interface between the rim and axle while measuring required driving torque during on-road testing. 

Three different simulation models of varying complexity are proposed to simulate rolling resistance: (I) a phenomenological real-time capable rolling resistance estimation model that utilises time-temperature-superposition and a variable thermal inertia temperature model; (II) a semi-physical thermodynamic tyre rolling resistance model with a temperature-dependent nonlinear viscoelastic model that can be used in different parameter studies, such as to analyse the effect of tyre cooling on tyre temperature and rolling resistance; and (III) a finite element simulation model with a hyperviscoplastic PRF rubber model for detailed structural analyses. Furthermore, a convenient method for parametrising a complicated PRF rubber model utilising reduced material parameters was developed and parametrised against measurement data. The reduced material constants simplify the parametrisation, allowing the model to be parametrised with only manual iterations, which is generally not possible. 

Electric vehicles, such as trucks, passenger cars and electrically assisted bicycles, suffer from a reduced driving range at cold temperatures. Increasing the understanding of the influence of rolling resistance on range aspects can help accelerate the adoption of battery-electric trucks and other vehicles that use sustainable energy sources. Therefore, a driving range simulation of a battery-electric truck was conducted where the truck tyre rolling and aerodynamic resistance were varied with ambient temperature, showing a considerable decrease in driving range at cold temperatures. 

The experiments, simulations and the developed measurement device contribute to an increased understanding of rolling resistance and the factors affecting it. These insights are an essential part of developing future resource-efficient vehicles and transport systems where, e.g., transport flow can be optimised by taking into account rolling resistance, aerodynamic resistance and other essential factors.

Abstract [sv]

Lastbilstransporter erbjuder ett flexibelt sätt att frakta varor, samtidigt som sektorn för tunga vägtransporter står för 6 % av de totala växthusgaserna i EU. Därför finns det ett behov av en avsevärd minskning av dessa utsläpp för att säkerställa ett hållbart samhälle. En av nyckelparametrarna är rullmotståndet, som orsakar ungefär hälften av en lastbils energiförbrukning.

Denna avhandling syftar till att ge ökad kunskap om rullmotståndssimuleringar och mätningar samt bidra till en fördjupad förståelse hur olika parametrar påverkar rullmotståndet, vilket kan leda till lägre energiförbrukning för tunga transporter. Tester i en klimatvindtunnel och på väg har utförts i olika hastigheter och ett brett område av omgivningstemperaturer (-30 till +25 °C). Mätningarna visar på en avsevärd ökning av det stabiliserade och icke-stationära rullmotståndet med lägre däck- och omgivningstemperaturer. Dessutom har ett sätt att minska däckkylningen föreslagits för att öka däcktemperaturen och därmed minska rullmotståndet. Därutöver har en mätutrustning för att mäta vridmomentet och drivförluster under körning konstruerats, som möjliggör snabb, kostnadseffektiv och lätthanterlig validering av energiförbrukningssimuleringar genom att behålla standardgränssnittet mellan fälgen och axeln.

Tre olika simuleringsmodeller med varierande komplexitet har föreslagits för att simulera rullmotstånd; (I) en fenomenologisk realtidskapabel rullmotståndsmodell som kan användas för att uppskatta rullmotstånd vid körning, (II) en semi-fysikalisk termodynamisk däcksrullmotståndsmodell med ickelinjär viskoelasticitet som kan användas i olika parameterstudier, såsom att analysera effekten av däckkylning på däckets temperatur och rullmotstånd, och (III) en finita element däckmodell med en hyperviskoplastisk PRF-gummimodell för detaljerade strukturella analyser. Dessutom har en metod utvecklats som underlättar parametriseringen av en komplicerad PRF-gummimodell genom reducerade materialparametrar. De reducerade materialparametrarna förenklar parametriseringen mot mätdata, vilket gör att modellen kan parametriseras genom manuella iterationer, som vanligtvis inte är möjligt.

Elektriska fordon, som lastbilar, personbilar och elektriskt assisterade cyklar, lider av en minskad räckvidd vid kalla temperaturer. Ökad förståelse av räckviddsaspekter underlättar introduktionen av batterielektriska lastbilar och andra fordon som använder hållbara energikällor. Därför genomfördes en räckviddssimulering av en batterielektrisk lastbil där rullmotstånd och aerodynamisk motstånd varierades med omgivningstemperaturen, där simuleringarna visade en betydande minskning av körräckvidden vid kalla temperaturer. 

Experimenten, simuleringarna och den utvecklade mätutrustningen bidrar till en ökad förståelse för rullmotståndet och de faktorer som påverkar det. Dessa insikter är en viktig del i att utveckla framtidens resurseffektiva fordon och transportsystem, där till exempel transportflödet kan optimeras med hänsyn till rullmotstånd, aerodynamiskt motstånd och andra viktiga aspekter.

Place, publisher, year, edition, pages
Stockholm: KTH Royal Institute of Technology, 2023. , p. 94
Series
TRITA-SCI-FOU ; 2023:45
Keywords [en]
Truck tyre, PRF, filler-reinforced rubber, ambient temperature, rubber testing, constitutive modelling, parametrisation, rolling resistance, load cell, Fletcher-Gent effect, Payne effect
Keywords [sv]
Lastbilsdäck, PRF, förstärkande fyllmedel, gummi, omgivningstemperatur, gummiprovning, konstitutiv modellering, parametrisering, rullmotstånd, lastcell, Fletcher-Gent effekt, Payne effekt
National Category
Vehicle and Aerospace Engineering
Research subject
Engineering Mechanics
Identifiers
URN: urn:nbn:se:kth:diva-335323ISBN: 978-91-8040-681-9 (print)OAI: oai:DiVA.org:kth-335323DiVA, id: diva2:1794138
Public defence
2023-09-28, Lecture hall F3, Lindstedtsvägen 26, Stockholm, 14:00 (English)
Opponent
Supervisors
Funder
Vinnova, 2016-05195TrenOp, Transport Research Environment with Novel Perspectives
Note

QC 230905

Available from: 2023-09-05 Created: 2023-09-04 Last updated: 2025-02-14Bibliographically approved
List of papers
1. Constitutive rubber model suitable for rolling resistance simulations of truck tyres
Open this publication in new window or tab >>Constitutive rubber model suitable for rolling resistance simulations of truck tyres
2023 (English)In: Proceedings of the Institution of mechanical engineers. Part D, journal of automobile engineering, ISSN 0954-4070, E-ISSN 2041-2991, Vol. 237, no 1, p. 174-192Article in journal (Refereed) Published
Abstract [en]

Tyres are a vital vehicle component forming an interface between a vehicle and the road, enabling the generation of braking, steering and traction forces. However, they also generate rolling resistance which researchers have tried to minimise through the years for environmental and economic reasons. Despite numerous attempts to model rolling resistance of tyres there still does not seem to exist a simple, flexible and accepted way of modelling rolling resistance in the time domain as well as parametrising models in an easy and accessible way. This study explores a simple and intuitive way of parametrising a hyperviscoplastic parallel rheological framework. In the experimental part of this study, rubber samples with various amounts of carbon black filler are extracted from a truck tyre section and tested using dynamic mechanical analysis. The test data was used to parametrise the material model. The model consists of Mooney-Rivlin hyperelasticity, 40 Prony elements and 8 perfectly plastic elements with Ogden hyperelasticity. The paper introduces a method to obtain a large number of parameters using only six tuneable parameters, which simplifies the tuning of the model drastically. The parametrised model is suitable for tyre rolling resistance simulations with frequency and strain amplitude dependency of the storage and loss modulus. A wide range of strain amplitudes and frequencies can be covered with the proposed method and it is possible to achieve a good fit for the storage and loss modulus values with the benefit of only a few tuneable parameters. Additional Prony or plastic networks do not increase the amount of tuneable parameters. Moreover, the method can be used to parametrise the material using manual iterations which is generally not possible for a parallel rheological framework with such a large amount of parameters. 

Place, publisher, year, edition, pages
SAGE Publications, 2023
Keywords
Truck-tyre, parallel rheological framework, filler reinforced rubber, hyperviscoplastic, parametrisation
National Category
Vehicle and Aerospace Engineering
Identifiers
urn:nbn:se:kth:diva-309476 (URN)10.1177/09544070221074108 (DOI)000751318900001 ()2-s2.0-85123979811 (Scopus ID)
Funder
Vinnova
Note

QC 20251222

Available from: 2022-03-03 Created: 2022-03-03 Last updated: 2025-12-22Bibliographically approved
2. Simulation of a truck tyre using a viscoplastic constitutive rubber model
Open this publication in new window or tab >>Simulation of a truck tyre using a viscoplastic constitutive rubber model
2022 (English)In: IAVSD 2021: Advances in Dynamics of Vehicles on Roads and Tracks II, Springer Science and Business Media Deutschland GmbH , 2022, p. 1005-1014Conference paper, Published paper (Refereed)
Abstract [en]

Tyres are a vital component for handling and load carrying while also contributing to the operating cost and environmental impact. The innovations in tyre design are driven by the need to reduce greenhouse gases and to make a better compromise between conflicting tyre properties. To accurately simulate tyres and to make these compromises a representative rubber model needs to be incorporated with strain amplitude dependency for the storage and loss modulus (the Fletcher-Gent effect). Prony series is a commonly used viscoelastic model in tyre simulations but it does not take into account the Fletcher-Gent effect and e.g. possible nonlinearities due to axle load variations are not feasible to simulate. The Fletcher-Gent effect can be modelled using parallel rheological framework (PRF), which can consist of any combination of parallel material models. Nonlinear viscoelastic models have strain amplitude dependency for the storage modulus but single nonlinear parameters lose their clarity in a PRF. Another approach is to combine a linear viscoelastic model with plasticity as is done in this article. Here, an FE truck tyre is developed and used with a viscoplastic PRF model that utilises Prony series with Mooney-Rivlin hyperelasticity and multiple plastic networks. The benefit of this combination is that the strain amplitude and frequency dependency of the storage and loss modulus are separated, which makes parameter studies simpler. The article shows that an FE truck tyre with a viscoplastic PRF model can be used in different simulations to study e.g. steady-state rolling, footprint, vertical stiffness and longitudinal tyre forces.

Place, publisher, year, edition, pages
Springer Science and Business Media Deutschland GmbH, 2022
Series
Lecture Notes in Mechanical Engineering, ISSN 2195-4356, E-ISSN 2195-4364
Keywords
Filler reinforced rubber, Finite element modelling, Fletcher-Gent effect, Payne effect, Truck tyre, Viscoplastic
National Category
Vehicle and Aerospace Engineering
Identifiers
urn:nbn:se:kth:diva-309475 (URN)10.1007/978-3-031-07305-2_93 (DOI)2-s2.0-85136937761 (Scopus ID)
Conference
27th Symposium of the International Association of Vehicle System Dynamics, IAVSD 2021, Virtual, 17-19 August 2021
Funder
Vinnova
Note

QC 20220321

QC 20230626

Available from: 2022-03-03 Created: 2022-03-03 Last updated: 2025-02-14Bibliographically approved
3. Effect of Ambient and Tyre Temperature on Truck Tyre Rolling Resistance
Open this publication in new window or tab >>Effect of Ambient and Tyre Temperature on Truck Tyre Rolling Resistance
Show others...
2022 (English)In: International Journal of Automotive Technology, ISSN 1229-9138, E-ISSN 1976-3832, Vol. 23, no 6, p. 1651-1661Article in journal (Refereed) Published
Abstract [en]

Rolling resistance is consuming a large portion of the generated powertrain torque and thus have a substantial effect on truck energy consumption and greenhouse gas emissions. EU labelling of tyres mandates the manufacturers to measure rolling resistance at +25 degrees C ambient temperature after stabilised rolling resistance has been established. This is a convenient way of comparing rolling resistance but disregards aspects such as transient rolling resistance and influence of the ambient temperature. For many purposes, such as dimensioning batteries for electric vehicles, this value is not representative enough to give a good understanding of the rolling resistance. In this article, the rolling resistance of a truck tyre was measured at different ambient temperatures (-30 to +25 degrees C) in a climate wind tunnel and a considerable tyre and ambient temperature dependency on rolling resistance was found. The investigation shows that the temperature inside the tyre shoulder has a good correlation with rolling resistance. Measurements with spraying water on tyres were conducted showing a considerable increase in rolling resistance due to higher cooling effect. Driving range simulations of a long haulage battery-electric truck have been conducted with temperature-dependent rolling and aerodynamic resistance, showing a significant decrease in driving range at decreasing temperature.

Place, publisher, year, edition, pages
Springer Nature, 2022
Keywords
Truck tyre, Rolling resistance, Climate wind tunnel, Ambient temperature, Tyre temperature, Battery-electric truck range
National Category
Vehicle and Aerospace Engineering
Identifiers
urn:nbn:se:kth:diva-324998 (URN)10.1007/s12239-022-0143-6 (DOI)000935589000013 ()2-s2.0-85146270582 (Scopus ID)
Note

Not duplicate with DiVA 1658479

QC 20230327

Available from: 2023-03-27 Created: 2023-03-27 Last updated: 2025-02-14Bibliographically approved
4. Truck tyre transient rolling resistance and temperature at varying vehicle velocities: Measurements and simulations
Open this publication in new window or tab >>Truck tyre transient rolling resistance and temperature at varying vehicle velocities: Measurements and simulations
Show others...
2023 (English)In: Polymer testing, ISSN 0142-9418, E-ISSN 1873-2348, Vol. 122, article id 108004Article in journal (Refereed) Published
Abstract [en]

Rolling resistance is causing a significant part of the energy consumption in truck applications, especially at lowspeed levels. To be able to better estimate the energy consumption or remaining driving range, the truck tyre rolling resistance must be understood well. Temperature is a vital parameter for rolling resistance estimations. This article shows truck tyre rolling resistance and temperature measurements in a climate wind tunnel and simulations of tyre temperature and rolling resistance. During the climate wind tunnel tests, tyre temperature at the shoulder and tread was measured. In addition, on-road driving was conducted with inner-liner infrared temperature measurements. Tyre temperature simulations were conducted using a thermal tyre model with speed-variable thermal inertia. The comparison of tyre temperature simulations with measured inner-liner and shoulder temperatures showed good agreement with the test data. The rolling resistance was simulated using the principle of time-temperature superposition, and a master curve for rolling resistance and a curve for tyre temperature shift were constructed. These curves were used to simulate rolling resistance at a wide range of speed levels with good agreement to the experimental results. The investigation showed that the tyre shoulder temperature is a better indicator of rolling resistance than infrared measurements from the tyre tread.

Place, publisher, year, edition, pages
Elsevier BV, 2023
Keywords
Transient rolling resistance, Thermal model, Truck tyre, Tyre testing, Climate wind tunnel, Tyre temperature
National Category
Vehicle and Aerospace Engineering
Identifiers
urn:nbn:se:kth:diva-327441 (URN)10.1016/j.polymertesting.2023.108004 (DOI)000972502600001 ()2-s2.0-85151450750 (Scopus ID)
Note

QC 20230908

Available from: 2023-05-29 Created: 2023-05-29 Last updated: 2025-02-14Bibliographically approved
5. Estimating tyre pressure based on different tyre temperature measurement points
Open this publication in new window or tab >>Estimating tyre pressure based on different tyre temperature measurement points
Show others...
(English)Manuscript (preprint) (Other academic)
Abstract [en]

Knowing the tyre pressure during driving is essential since it affects multiple tyre properties such as rolling resistance, uneven wear, and how prone the tyre is to tyre bursts. Tyre temperature and cavity pressure are closely tied to each other; a change in tyre temperature will cause an alteration in tyre cavity pressure. This article gives insights into which tyre temperature measurement position is representative enough to estimate pressure changes inside the tyre, and whether the pressure changes can be assumed to be nearly isochoric. Climate wind tunnel and road measurements were conducted where tyre pressure and temperature at the tyre inner-liner, the tyre shoulder, and the tread surface were monitored. The measurements show that tyres do not have a uniform temperature distribution. The ideal gas law is used to estimate the tyre pressure from the measured temperatures. The results indicate that of the compared temperature points, the inner-liner temperature is the most accurate for estimating tyre pressure changes (average error 0.63 %), and the pressure changes during driving are nearly isochoric. This conclusion can be drawn because the ratio between inner-liner temperature and tyre pressure is nearly constant, and the pressure can be simulated well using the isochoric gas law.

Keywords
Tyre pressure, Truck tyre, Temperature
National Category
Vehicle and Aerospace Engineering
Research subject
Vehicle and Maritime Engineering
Identifiers
urn:nbn:se:kth:diva-335292 (URN)
Funder
Vinnova, 2016-05195TrenOp, Transport Research Environment with Novel Perspectives
Note

QC 20230908

Available from: 2023-09-04 Created: 2023-09-04 Last updated: 2025-02-14Bibliographically approved
6. A semi-physical thermodynamic non-stationary rolling resistance model with nonlinear viscoelasticity
Open this publication in new window or tab >>A semi-physical thermodynamic non-stationary rolling resistance model with nonlinear viscoelasticity
(English)Manuscript (preprint) (Other academic)
Abstract [en]

Rolling resistance dictates a large part of the energy consumption of trucks. Therefore, it is necessary to have a sound understanding of the parameters affecting rolling resistance. This article proposes a semi-physical thermodynamic tyre rolling resistance model, which captures the essential properties of rolling resistance, such as non-stationary changes due to temperature effects and the strain amplitude dependency of the viscous properties. In addition, the model includes cooling effects from the surroundings. Both tyre temperature and rolling resistance are obtained simultaneously in the simulation model for each time step. The nonlinear viscoelasticity in rubber is modelled using a Bergström-Boyce model, where the viscous creep function is scaled with temperature changes. The cooling of the tyre is considered with both convective and radiative cooling. Finally, the article explains different material parameters and their physical meaning. Additionally, examples of how the model could be used in parameter studies are presented.

Keywords
Non-stationary rolling resistance; Transient rolling resistance; Thermal model; Tyre temperature; Viscoelasticity; Tyre cooling
National Category
Vehicle and Aerospace Engineering
Research subject
Vehicle and Maritime Engineering
Identifiers
urn:nbn:se:kth:diva-335293 (URN)
Funder
Vinnova, 2016-05195TrenOp, Transport Research Environment with Novel Perspectives
Note

QC 20230908

Available from: 2023-09-04 Created: 2023-09-04 Last updated: 2025-02-14Bibliographically approved
7. Finite element truck tyre rolling resistance simulation using a viscoplastic parallel rheological framework
Open this publication in new window or tab >>Finite element truck tyre rolling resistance simulation using a viscoplastic parallel rheological framework
(English)Manuscript (preprint) (Other academic)
Abstract [en]

A vehicle’s energy consumption is significantly affected by a resisting force created by the tyres. This resisting force, called rolling resistance, is an essential factor in the energy consumption of trucks, not only in terms of operational costs but also in terms of the range of electric trucks or other vehicles that run on sustainable energy sources. This article presents a method for calculating truck tyre rolling resistance in finite element software (MSC Marc). With the help of X-ray, 3D, and CT scanning, a representative tyre model is obtained. A viscoplastic model with separate viscoelastic and plastic parts is used to model rubber. The rolling resistance coefficient is obtained using two different methods: calculating it from the nodal contact forces at the contact patch and from contact body forces. Both methods produced comparable results, showing that the constitutive model produces realistic simulation results and, therefore, is suitable for rolling resistance simulations.

Keywords
Finite element truck tyre, parallel rheological framework, filler-reinforced rubber, viscoplastic, rolling resistance, X-ray, CT scanning, 3D scanning
National Category
Vehicle and Aerospace Engineering
Research subject
Vehicle and Maritime Engineering
Identifiers
urn:nbn:se:kth:diva-335295 (URN)
Funder
Vinnova, 2016-05195TrenOp, Transport Research Environment with Novel Perspectives
Note

QC 20230908

Available from: 2023-09-04 Created: 2023-09-04 Last updated: 2025-02-14Bibliographically approved
8. Development and analysis of an on-road torque measurement device for trucks
Open this publication in new window or tab >>Development and analysis of an on-road torque measurement device for trucks
Show others...
(English)Manuscript (preprint) (Other academic)
Abstract [en]

Background: Rolling resistance and aerodynamic losses cause a significant part of a truck's energy consumption. Therefore there is an interest from both vehicle manufacturers and regulators to measure these losses to understand, quantify and reduce the energy consumption of vehicles. On-road measurements are particularly interesting because it enables testing in various ambient conditions and road surfaces with vehicles in service.

Objective: Common driving loss measurement devices require unique instrumented measurement wheels, which hinders effective measurements of multiple tyre sets or measurements of vehicles in service. For this purpose, the objective is to develop a novel load-sensing device for measuring braking or driving torque.

Methods: The strength of the measurement device is calculated using finite element methods, and the output signal is simulated using virtual strain gauge simulations. In addition to the signal simulation, the device is calibrated using a torsional test rig.

Results: The simulation results confirm that the device fulfils the strength requirements and is able to resolve low torque levels. The output signal is simulated for the novel cascaded multi-Wheatstone bridge using the strains extracted from the finite element analysis. The simulations and measurements show that the measurement signal is linear and not sensitive to other load directions. The device is tested on a truck, and the effort of mounting the device is comparable to a regular tyre change.

Conclusions: A novel driving loss measurement device design is presented with an innovative positioning of strain gauges decoupling the parasitic loads from the driving loss measurements. The design allows on-road testing using conventional wheels without requiring special measurement wheels or instrumentation of drive shafts, enabling more affordable and accurate measurements.

Keywords
Load cell, Truck tyre driving resistance, Driving loss, Strain gauge, Driving torque, Rolling resistance, Braking torque, CO2 emissions, Aerodynamic resistance, Certification
National Category
Vehicle and Aerospace Engineering
Identifiers
urn:nbn:se:kth:diva-335296 (URN)
Funder
Vinnova, 2016-05195TrenOp, Transport Research Environment with Novel Perspectives
Note

QC 20230908

Available from: 2023-09-04 Created: 2023-09-04 Last updated: 2025-02-14Bibliographically approved
9. Do heat-insulated wheelhouses affect truck tyre temperature and rolling resistance?
Open this publication in new window or tab >>Do heat-insulated wheelhouses affect truck tyre temperature and rolling resistance?
Show others...
(English)Manuscript (preprint) (Other academic)
Abstract [en]

Due to legislations introduced to prevent global warming, vehicle manufacturers must find new ways to reduce CO2 emissions. This paper explores a way to reduce rolling resistance by heat insulating and covering a truck's wheelhouse. The rolling resistance of a truck tyre was measured at +5 °C ambient temperature for consecutive speed steps in a climate wind tunnel with and without heat insulation. The study showed that by encapsulating and insulating the wheelhouse, already generated strain-induced heat could be kept in the tyre, consequently producing a lower rolling resistance. During the tests, the tyre shoulder temperature was monitored along with the tyre pressure. When the wheelhouses were encapsulated, a significant reduction in rolling resistance and an increase in tyre pressure and temperature were measured at all evaluated speed levels.

Keywords
Truck tyre, Rolling resistance, Climate wind tunnel, Tyre temperature, Tyre encapsulation, Strain-induced heat, Covered wheelhouse
National Category
Vehicle and Aerospace Engineering
Research subject
Vehicle and Maritime Engineering
Identifiers
urn:nbn:se:kth:diva-335322 (URN)
Note

QC 20230908

Available from: 2023-09-04 Created: 2023-09-04 Last updated: 2025-02-14Bibliographically approved

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Hyttinen, Jukka

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