Browse Topic: Batteries

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Enhancing robustness of electro-hydraulic Brake-by-Wire actuators via linear Active Disturbance Rejection Control2025-01-0341To be published on 09/15/2025
In recent years, motorsport has increasingly focused on environmental concerns, leading to the rise of hybrid and fully electric competitions. In this scenario, electric motors and batteries take a crucial role in reducing the environmental impact by recovering energy during braking. However, due to inherent limitations, motors and battery cannot fully capture all braking power, necessitating the use of standard friction brakes. To achieve an efficient balance between electric motors and friction brakes, the brake pressure can no longer be directly controlled by the driver. Instead, it must be computed by the Vehicle Control Unit (VCU) and sent to a smart actuator, i.e. the Brake-By-Wire (BBW), which ensures that the required pressure is applied. The standard approach to achieve precise pressure control is to design a nested Proportional-Integral-Derivative (PID) control architecture, which requires an accurate nominal model of the system dynamics to meet the desired tracking
Gimondi, Alex, Dubbini, Alberto, Riva, Giorgio, Cantoni, Carlo
Technical Paper
Use of Model-Based Datasets and Neural-Networks to support Real-Time Driving Suggestions System for Components Preservation in Battery Electric Vehicles2025-24-0115To be published on 09/07/2025
Nowadays, Battery Electric Vehicles (BEVs) are considered an attractive solution to support the transition towards more sustainable transportation systems. Although their well-known advantages in terms of overall propulsion efficiency and exhaust emissions, the diffusion of BEVs on the market is still reduced by some technical bottlenecks. Among those, the uncertainty about the expected durability of the vehicle's onboard battery packs plays a key role in affecting customer choice. In this context, this paper proposes the use of model-based datasets for training a driving support system based on machine learning techniques to be installed on board. The objective of this system is to acquire vehicle, environmental, and traffic information from sensor’ networks and provide real-time smart suggestions to the driver to preserve the remaining useful life of vehicle components, with particular reference to the battery pack and brakes. For the generation of the training dataset, first, a set
Bernardi, Mario Luca, Capasso, Clemente, Iannucci, Luigi, Sequino, Luigi
Technical Paper
Effects of the battery pack temperature on the energy management strategy and fuel consumption of a series hybrid quadricycle2025-24-0101To be published on 09/07/2025
Nowadays, a push towards decarbonisation to reduce the problem of environmental pollution is increasingly pressing. In the current automotive context, a tendency among the cars manufacturer to consider the development of hybrid vehicles is growing. Indeed, thanks to the battery downsizing due to the presence of the range extender (REx), a hybrid electric vehicle (HEV) allows to overcome the limitations of pure electric vehicles (EV) such as the infrastructure which is linked to the battery charging process. Moreover, the performance of battery in terms of efficiency and operating limits are strictly related to the temperature of battery pack and to the energy management strategy (EMS). The proposed work aims to analyse the performance of a series hybrid vehicle (S-HEV) depending on the temperature of battery pack and the EMS. The considered S-HEV is equipped with a hydrogen-fuelled internal combustion engine that is used as REx. First, a lumped thermal model of the battery pack is
Cervone, Davide, Sicilia, Massimo, Polverino, Pierpaolo, Pianese, Cesare
Technical Paper
Development and parametrization of a physics-based ageing model for Li-ion battery cells2025-24-0140To be published on 09/07/2025
Although significant progress has been made on developing electrochemical models of Li-ion batteries performance, there is a significant gap in predictive, physics-based modelling of the degradation mechanisms. In this work, we perform a systematic experimental and modelling study to explore the potential of predictive battery ageing models. A commercial NMC pouch cell is initially characterized in detail using tear-down analysis, electrical and electrothermal tests to obtain the electrochemical model parameters and validate its fidelity in a large range of operating conditions in terms of temperature, state-of-charge and load. The cell is then exposed to accelerated ageing operating conditions and its performance is monitored regularly to obtain its degradation rate in terms of capacity and resistance. The aged cell is also characterized by tear-down and optical techniques. The experimentally obtained test database is used to develop and validate the mathematical models that describe
Koltsakis, Grigorios, Spyridopoulos, Spyridon, Chatziioannou, Panteleimon, Tentzos, Michail
Technical Paper
Methodological approach to Battery Electric Vehicle design: Energy-Based model development from a detailed Digital Twin2025-24-0098To be published on 09/07/2025
On the path to the decarbonization of the transport sector, the development of electric vehicles (EVs) is crucial to meeting the targets set by international regulatory bodies. EVs operate with zero tailpipe emissions and offer high energy efficiency and flexibility; however, challenges remain in achieving a fully sustainable electricity supply. In this context, powertrain design plays a fundamental role in determining vehicle performance and mission feasibility, which are strongly influenced by operating conditions and application characteristics, such as driving profiles and ambient temperature. A key challenge is the optimal sizing of components, particularly the battery pack and the electric motor. Therefore, a structured and methodological approach to powertrain design is essential to ensuring an optimal configuration. To this end, the project focuses on an integrated approach based on a master-and-slave modeling framework applied to a light-duty commercial vehicle at two levels
Bartolucci, Lorenzo, Cennamo, Edoardo, Grattarola, Federico, Lombardi, Simone, Mulone, Vincenzo, Tribioli, Laura, Aimo Boot, Marco
Technical Paper
When Electric Vehicles Sleep: Investigating Lithium-Ion Battery Pack Precooling in Extreme Temperature Conditions2025-24-0146To be published on 09/07/2025
Effective thermal management is essential for optimizing the performance and longevity of lithium-ion battery packs, particularly in electric vehicles facing extreme temperature conditions. This study investigates the performance of an indirect liquid cooling system used for pre-cooling stationary electric vehicle battery packs, focusing on scenarios such as vehicle sleep mode in high-temperature conditions. The cooling system, which utilizes a water-glycol mixture flowing at 1.2 L/min, was tested on a battery pack consisting of 36 prismatic battery cells in a thermally isolated chamber, subjected to initial temperatures of 50.0°C, 60.0°C, and 69.5°C. To assess the thermal behavior, 25 thermocouples were strategically positioned on the battery surface, and inlet coolant temperature was monitored via an additional thermocouple. An exponential cooling response was observed across all temperature cases, with maximum temperature difference between the hottest and coldest cells reaching 7.6
Darvish, Hossein, Carlucci, Antonio Paolo, Ficarella, Antonio, Laforgia, Domenico
Technical Paper
Multilevel control strategy design and optimization for fuel cell hybrid heavy-duty vehicles2025-24-0107To be published on 09/07/2025
The heavy-duty transportation sector is a major contributor to greenhouse gas emissions, highlighting the urgent need for zero-emission solutions. This research develops a multilevel control architecture that optimizes fuel economy and minimizes emissions in fuel cell hybrid heavy-duty vehicles, equipped with proton exchange membrane fuel cell and battery pack as main power sources. The detailed fuel cell system model incorporates reactants and thermal dynamics, including air supply, hydrogen flow, water management and their effects on reaction kinetics, membrane conductivity, water balance, performance and durability. The low-level control strategy is designed using a physics-based approach that accounts for critical constraints, including temperature, membrane water content and differential pressure between the cathode and anode. By identifying optimal setpoints for key control variables, this methodology enables the development of accurate control maps for actuator management
Bove, Giovanni, Aliberti, Paolo, Simone, Christian, Sorrentino, Marco, Pianese, Cesare
Technical Paper
A comprehensive electro-thermal and fluid-dynamic model for liquid-cooled lithium-ion cells: development and experimental validation2025-24-0145To be published on 09/07/2025
The temperature evolution of lithium-ion cells under operation has a significant impact on their performance, efficiency, and aging. Modeling the thermal status of lithium-ion cells is crucial to predict and prevent undesired working conditions or even failures. In this context, this paper presents a mathematical model to predict the transient temperature distributions of a lithium-ion polymer battery (LiPo) cooled by forced convection via a specially designed channel plate for liquid cooling. For the battery modeling, Newman’s pseudo-2D approach was used to perform a computational fluid dynamics (CFD) analysis. It assumes that the porous electrode is made of equally sized, isotropic, homogeneous spherical particles, which results in smooth, uniform intercalation/de-intercalation of lithium inside the electrode. Also, the channel plate geometry and the cooling liquid fluid-dynamic behavior were simulated with a commercial code based on the finite volume method. The model has been set
Ferrari, Cristian, Magri, Luca, Sequino, Luigi
Technical Paper
Practical Mixed Parameter Obtention Framework for Li-Ion Battery Electrochemical and Degradation Models Based on Parameter Classification and Physical Measurement2025-24-0141To be published on 09/07/2025
Prediction of EV performance through lifetime is a crucial task. However, accurate prediction of states of LIBs remains a challenge due to the complexity of detailed electrochemical models, absence of a single universally accepted approach for the identification of model parameters and limitations in invasive and non-invasive parameter obtention methods. Classification and estimation of the most relevant parameters under different steps will enhance the identifiability of parameters in P2D models operating under various conditions. On the other hand, reliable estimation of the internal state of batteries can be drawn with proper integration of material parameters into the battery model. In this study, a systematic classification framework of parameter obtention was proposed through multi-steps for P2D electrochemical and degradation models. Furthermore, a practical mixed approach is developed for parameter obtention of P2D models with optimization-based calibration methodology and
Mehranfar, Sadegh, Mahmoudzadeh Andwari, Amin, Garcia, Antonio, Micó, Carlos, Elkourchi, Imad, Bekaert, Emilie, Herran, Alvaro, Konno, Juho
Technical Paper
ACTIVE TEMPERATURE CONTROL STRATEGIES WITH LIQUID COOLING THERMAL MANAGEMENT SYSTEM FOR LI-ION BATTERIES2025-24-0148To be published on 09/07/2025
Nowadays, electric vehicles (EVs) are considered one of the most promising solutions for reducing pollutant emissions related to the road transportation sector. Although these vehicles have achieved a high level of reliability, various challenges about Li-ion storage systems and their thermal management systems remain unresolved. This work proposes a numerical and experimental study of a lithium-ion storage cell with a scaled battery thermal management system (BTMS). In particular, a channel plate for liquid cooling is specifically designed and manufactured for the cell under test. The BTMS is based on the development of an indirect liquid cooling system with optimal control of the coolant flow rate to fulfill the thermal requirements of the system. A lumped parameters approach is used to simulate the electro-thermal behavior of the system and to analyze the effects of real-time control strategies on the temperature of the cell under test. An ad-hoc experimental test rig is set up for
Capasso, Clemente, Castiglione, Teresa, Perrone, Diego, Sequino, Luigi
Technical Paper
An eco-charging strategy for heavy-duty electric vehicles via graph optimization2025-24-0116To be published on 09/07/2025
The adoption of heavy-duty electric vehicles (HDEVs) presents significant challenges in trip planning due to high energy consumption, limited battery capacity, and the reduced availability of high-power charging stations. Unlike passenger EVs, HDEVs require careful coordination of routing and charging decisions to ensure both operational efficiency and feasibility. This work proposes a graph-based optimization framework for eco-charging strategies that jointly optimizes energy consumption, travel time, and charging costs while considering road, traffic, and infrastructure constraints. The methodology relies on constructing first a routing graph, where nodes represent waypoints, and edges represent road links with attributes such as speed limits, traffic conditions, and energy consumption. This graph is then extended into a hypergraph, where nodes incorporate information about both vehicle location and state-of-charge (SOC), while edges represent either driving or charging actions. The
Zonetti, Daniele, Sciarretta, Antonio, De Nunzio, Giovanni
Technical Paper
A 0D Methodology for Estimating Critical Parameters in Thermal Runaway Tests of Lithium-Ion Batteries in Closed Volumes2025-24-0150To be published on 09/07/2025
The growing push for electrification, driven by the need to reduce emissions associated with combustion engines, has accelerated the adoption of lithium-ion batteries (LIBs). However, this rapid development raises significant safety concerns, particularly regarding thermal runaway events. This study presents a zero-dimensional (0D) methodology for estimating critical parameters during thermal runaway tests conducted in sealed volumes, such as canister-based experiments where both gas composition and pressure are analyzed. The proposed methodology relies on 0D combustion calculations, incorporating experimentally observed vent gas compositions and vented mass quantities. The primary results establish approximate values for critical parameters, providing an order-of-magnitude estimation of overpressure during tests. These findings are crucial for the proper pre-dimensioning of test facilities designed for thermal runaway experiments in confined volumes. As a key conclusion, this study
Garcia, Antonio, Micó, Carlos, Marco-Gimeno, Javier, Gómez-Soriano, Alejandro
Technical Paper
A Critical Assessment of Phase Change Materials for Boosting EV Efficiency2025-24-0147To be published on 09/07/2025
Effective thermal management in battery packs is a key technology for enhancing the efficiency and longevity of battery electric vehicles (BEVs). Traditional active cooling systems can consume significant amounts of energy, thereby impacting the vehicle's overall efficiency. This paper explores the use of phase change materials (PCMs) as a complementary cooling technology, enabling both an improved active and an extended passive conditioning of battery packs. By leveraging the unique properties of PCMs, it is possible to partially operate the battery system without active cooling, thus reducing the overall energy consumption and improving vehicle autonomy. The phase change phenomenon further offers the benefit of a homogeneous temperature distribution within the battery pack. This study addresses the potential of PCMs as a thermal management solution for battery packs by firstly identifying suitable materials meeting requirements specific to such application. In addition, the paper
Fandakov, Alexander, Nolte, Oliver, Herzog, Alexander, Sens, Marc
Technical Paper
Thermal Characterization of a High-Power Lithium-Ion Pouch Cell and Surface Temperature Prediction for Motorsport Applications2025-24-0142To be published on 09/07/2025
Accurate cell thermal characterisation is vital for battery modelling and thermal management, especially in motorsport, where minor temperature estimation errors can have severe consequences. Conventional methods for determining key thermal parameters, such as the specific heat capacity, often require costly calorimeters or destructive testing. Recent studies propose an alternative approach using a 1D lumped thermal network to solve the thermal balance of a heat-generating cell. However, these studies often overlook critical aspects of the heat generation equation, particularly the entropic term, which is essential for capturing nonlinear thermal behaviour, especially under dynamic cycling conditions. This study presents a cost-effective approach for rapid cell thermal characterisation and accurate surface temperature prediction. A pouch LCO cell was first tested to determine the entropic coefficient, followed by experiments under two convective conditions to evaluate its specific heat
Sciortino, Davide Domenico, Schommer, Adriano, Costa, Andre
Technical Paper
Battery datasets for neural network-based State-of-Health estimators: a review and implementative workflow2025-24-0139To be published on 09/07/2025
Correct management of the battery systems for electric vehicles, at pack, module and cell level, has critical importance to ensure safe and efficient operation. Proper control at cell level, requires estimation of battery statuses, such as the State-of-Charge and the State-of-Health, as they cannot directly measured during vehicle operation. With the increasing advances in sensor availability, edge computing and the development of big data, data-driven approaches have gained increasing interest. In particular, due to their great flexibility and potential in mapping non-linear relations within data, application of machine learning (ML) and neural networks (NNs) in SoH estimation have been thoroughly investigated. The numerous studies available in literature leveraged extracted different features from data to train NNs, or directly used measurements signal as input. Additionally, many studies available in literature are based on a limited number of publicly available datasets, which
Chianese, Giovanni, Capasso, Clemente, Veneri, Ottorino
Technical Paper
Evaluating safety behavior of Li-ion batteries regarding negative electrode composition2025-24-0149To be published on 09/07/2025
Li-ion battery (LiB) overall performance depends highly in the electrode materials. The composition of the negative and positive electrodes will have an impact on crucial aspects of the Li-ion cell: energy density, ageing behavior and thermal stability. Consequently, material selection in electrodes composition is one of the key aspects in battery research. Therefore, the study of a Li-ion cell, disregarding the axe of study, must consider this aspect. Negative electrodes have regularly been composed of graphite and some additives to increase conductivity or mechanical properties. One advance direction in LiBs field is the inclusion of silicium to form a blend negative electrode Si-Gr. This article introduces the evaluation of the negative electrode composition (standard Gr vs Si-Gr) in the performance of two recent models of Li-ion 21700 batteries of the same manufacturer in two main aspects: electric and safety behavior. Recently, the addition of SiOx to the standard graphite
Cruz Rodriguez, Jesus Armando, Lecompte, Matthieu, Redondo-Iglesias, Eduardo, Pelissier Sr, Serge, abada PhD, Sara
Technical Paper
In situ DRIFT-MS insight into the thermal evolution of battery materials2025-24-0151To be published on 09/07/2025
Currently, the Li-ion battery is the reference technology adopted by most of automotive manufacturers (OEMs) to ensure the energy storage required for electrified vehicles. However, these batteries can be the source of incidents with potentially severe consequences, commonly referred to as thermal runaway (TR). Thermal runaway mechanisms are generally studied at the macroscopic scale through the analysis of the gases and heat emitted during this event. However, the chemical reactions occurring at the surface, interface, and interphase of the battery's constituent materials remain poorly documented. Obtaining information on the thermal decomposition processes of battery materials is challenging and rarely accessible. In this work, we propose an analytical approach to characterize the evolution of battery materials during a temperature increase from 20 to 350 °C in controlled atmosphere. The developed experimental setup combines diffuse reflectance infrared FT (DRIFT) analysis at the
Lecompte, Matthieu, Rivallan, Mickael, Girod, Nicolas, Clemencon, Isabelle, Chaudoy, Victor, Tant, Sylvain
Technical Paper
An Investigation of a Battery Module Thermal Behaviour Based on CFD Simulations and Experimental Tests2025-24-0144To be published on 09/07/2025
Battery management systems are the key component in electric vehicles (EVs), which are increasingly replacing internal combustion engine (ICE) vehicles in the automotive industry. Battery management systems mainly focus on battery thermal management, efficiency, battery life and the safety conditions. Generally, lithium-ion batteries have been chosen in EV cars. Therefore, the internal resistance of Li-ion batteries plays a crucial role in the thermal behaviour. Most of the published studies rely on 0D-1D models to analyse single cell thermal behaviour depending on the internal resistance at different ambient temperatures and charging/ discharging rates, and on the cooling system However, these models, though fast, cannot provide detailed information about the temperature distribution within a cell or a module. Full 3D CFD-CHT simulations on the other hand, are very time consuming and require highly qualified computers, but allow a deeper understanding of the cell/module thermal
KARACA, Cem, Olmeda, Pablo, Margot, Xandra, Postrioti, Lucio, Baldinelli, Giorgio
Technical Paper
Simulation Driven thermal optimization of an innovative battery system2025-24-0138To be published on 09/07/2025
BATSS project objective is to design a safe, effective and sustainable battery pack. To achieve these goals the final battery system (BS) will be mechanically, electrically and thermally optimized using cutting edge technology. Consequently, the battery system includes innovative 4695 cylindrical cells and advanced thermal management, carried out with the Miba FLEXCOOLER®. This work will focus on the BS thermal optimization using simulation tools. This numerical approach includes both system simulation and 3D modeling of the battery pack. First 0D model ability to satisfactorily represent electro-thermal behavior of the chosen cells will be demonstrated. The retained modeling approach is an empirical equivalent circuit model. This model parameters are calibrated thanks to dedicated experiments conducted in the framework of BATSS project. Then, 0D simulation of a downscaled module will be presented. This simulation includes all thermally relevant BS components cells, FLEXCOOLER® and
Chevillard, Stephane, Popp, Hartmut, Galarza, Igor, Petit, Martin
Technical Paper
Upgradeable Mechatronic Systems – Integration of Upgrade Planning and Design for Increasing Sustainability in Vehicle Development2025-01-0290To be published on 07/02/2025
The automotive industry faces the challenge of developing vehicles that meet current customer needs while being future-proof. Surveys conducted for this study show that customers are concerned about the financial risks of essential components such as energy storage systems, mainly due to aging and performance degradation, which significantly affect vehicle lifespans. Based on vehicle developer surveys, a clear need for action was identified. Given the rapid technological advancements in electrified drive systems, there is a need for innovative approaches that can easily adapt to changing requirements. Therefore, this paper presents a strategy combining foresight-based planning of system upgrades with product architecture design to create adaptable and sustainable vehicles through modularity. First, dynamic subsystem characteristics are identified to establish future energy storage technology requirements. Subsequently, future energy storage system technologies are examined to determine
Fehrenbacher, Rüdiger, Kuebler, Maximilian, Zeng, Yunying, Bause, Katharina, Albers, Albert, Nootny, Fabio, Kolbe, Lucia, Jung, Luca
Technical Paper
Simulation-Based Investigation and its Experimental Validation of the Thermal Behaviour of a Battery Electric City Bus2025-01-0266To be published on 07/02/2025
Electrification of city busses is an important factor for decarbonisation of the public transport sector. Due to its strictly scheduled routes and regular idle times, the public transport sector is an ideal use case for battery electric vehicles (BEV). In this context, the thermal management has a high potential to decrease the energy demand or to increase the vehicles range. The thermal management of an electric city bus controls the thermal behaviour of the components of the powertrain, such as motor and inverters, as well as the conditioning of the battery system and the heating, ventilation, and air conditioning (HVAC) of the drivers’ front box and the passenger room. The focus of the research is the modelling of the thermal behaviour of the important components of an electric city bus in MATLAB/Simscape including real-world driving cycles and the thermal management. The heating of the components, geometry and behaviour of the cooling circuits as well as the different mechanisms of
Schäfer, Henrik, Meywerk, Martin, Hellberg, Tobias
Technical Paper
Modular Thermal Management Framework for Electric Drive System Development2025-01-0262To be published on 07/02/2025
The automotive industry is undergoing a major shift from internal combustion engines to hybrid and battery electric vehicles, which has led to significant advancements and increased complexity in drivetrain design and thermal management systems. This complexity reflects the growing need to optimize energy efficiency, extend vehicle range, and ensure system reliability in modern electric vehicles. At the Institute of Automotive Engineering, a specialized synthesis tool for drivetrain optimization is used to identify the best drivetrain configurations based on specific boundaries and requirements. Building up on this toolchain a modular and adaptable thermal management framework has been developed, addressing another critical aspect of vehicle and drive development: efficient thermal circuit layout and its impact on energy consumption and overall system reliability. The thermal framework emphasizes the dynamic interactions between key components, such as electric machines, power
Notz, Fabian, Sturm, Axel, Sander, Marcel, Kässens, Christoph, Henze, Roman
Technical Paper
Experimental Investigation of Factors Influencing Thermal Runaway in Lithium-Ion Battery Cells2025-01-0306To be published on 07/02/2025
Experimental testing in automotive development sometimes relies on ad hoc approaches like ‘One Factor at a Time’, particularly in time- and resource-limited situations. While widely used, these approaches are limited in their ability to systematically capture parameter interactions and system complexities, which poses significant challenges in safety-critical applications like high-voltage battery systems. This study systematically investigates the factors influencing thermal runaway in lithium-ion battery cells using a statistical full-factorial experimental design. Key parameters, including state of charge, cell capacity and heating trigger power, have been analyzed under controlled conditions with an autoclave setup, enabling precise measurement of thermal and mechanical responses. The use of automotive-grade lithium-ion cells ensures relevance for next-generation applications. By employing factorial regression and statistical analysis, the study identifies critical temperatures
Ceylan, Deniz, Kulzer, André Casal, Winterholler, Nina, Weinmann, Johannes, Schiek, Werner
Technical Paper
Design and Analysis of a Battery Thermal Management System for Fast Charging in Extreme Hot Condition2025-01-0322To be published on 07/02/2025
Fast charging of lithium-ion batteries presents significant thermal management challenges, due to the high demanding conditions of high C-rates, particularly at extreme ambient temperatures. This study explores the thermal behavior of a cylindrical lithium-ion cell during fast-charging scenarios designed to achieve a full charge in 15 minutes or less (SOC: 0%–100%), across a wide range of ambient temperatures. The analysis covers a broad spectrum of ambient temperatures, from 303 K to 333 K, addressing real-world operational challenges faced by electric vehicles and energy storage systems. A validated thermal model, calibrated with experimental data on the open circuit voltage (OCV) and internal resistance of the cell across varying conditions, is employed to accurately predict the temperature distribution of the cell at different states of charge (SOC). The model also includes scenarios involving high initial cell temperatures to assess their effect on thermal performance during fast
Jahanpanah, Jalal, Mahmoudzadeh Andwari, Amin, Babaie, Meisam, Konno, Juho, Akbarzadeh, Mohsen
Technical Paper
Research on Multi-Material Lightweight of Electric Vehicle Battery Box13-06-02-001306/23/2025
To select appropriate lightweight materials and optimize their integration with battery enclosure components for enhanced performance and weight reduction, this study proposes a material selection strategy driven by mechanical property indices combined with the CRITIC-weighted TOPSIS method. Initially, a decision matrix incorporating bending stiffness indices was established based on the deformation characteristics of battery enclosures, focusing on commonly used metallic materials. The CRITIC-weighted TOPSIS method was employed to standardize data dimensions, determine objective weight coefficients, and calculate relative closeness coefficients for candidate material screening. Subsequently, sensitivity analysis identified critical components significantly influencing operational conditions, followed by integrated material and dimensional optimization to determine the optimal solution. The optimized battery enclosure achieved a weight reduction of 15.56 kg, with a reduction rate of
Liu, Junfeng, Kang, Yuanchun
Journal Article
SAE TOMORROW TODAY - The Hidden Role of Battery Vents in EV Safety and Adoption1351906/13/2025
One failure can reshape public trust in EVs overnight. That's why every detail matters--and why collaboration across the entire EV ecosystem is critical. Even small components like battery pack vents play an outsized role in preventing thermal runaway events, explosions, and fires. The SAE Battery Pack Venting Committee understands this challenge and answered the call with the new SAE J3325(TM) Technical Information Report a guide to designing, testing, and integrating battery vents that perform when it matters most. To dive deeper, we spoke with Dr. Michael Harenbrock, Principal Expert of Electric Mobility at MANN+HUMMEL GmbH, and chair of the SAE Battery Pack Venting Committee about how SAE J3325 is helping engineers enhance EV battery safety--and how their work evolves to keep pace with emerging ventilation technologies and trends. Want to help shape the future of EV safety? Join an SAE Committee today! Contact Standards Specialist Dante Rahdar at dante.rahdar@sae.org. We'd love to
Hineman, Marcie
Podcast
Optimal Onboard Battery Charging Strategy for Hotel Load Management in Mild-Hybrid Heavy-Duty Truck02-18-03-001706/12/2025
Heavy-duty trucks idling during the hotel period consume millions of gallons of diesel/fuel a year, negatively impacting the economy and environment. To avoid engine idling during the hotel period, the heating, ventilation, and air-conditioning (HVAC) and auxiliary loads are supplied by a 48 V onboard battery pack. The onboard battery pack is charged during the drive phase of a composite drive cycle, which comprises both drive and hotel phases, using the transmission-mounted electric machine (EM) and battery system. This is accomplished by recapturing energy from the wheels and supplementing it with energy from the engine when wheel energy alone is insufficient to achieve the desired battery state of charge (SOC). This onboard battery pack is charged using the transmission-mounted EM and battery system during the drive phase of a composite drive cycle (i.e., drive phase and hotel phase). This is achieved by recapturing wheel energy and energy from the engine when the wheel energy is
Huang, Ying, Hanif, Athar, Ahmed, Qadeer
Journal Article
Application of a Chemical Kinetic Modeling Approach within a Fully Coupled Computational Fluid Dynamics Simulation of Battery Cells during Thermal Runaway14-14-02-001406/11/2025
The objective of the current study is to systematically evaluate the battery thermal runaway heat release rate through chemical kinetics and then study its effect on battery module and pack level. For this purpose, a chemistry solver has been developed, capable of simultaneously solving the thermal runaway kinetics in multiple battery cells with the cell-specific chemistry model and battery active material compositions. This developed solid body chemistry (SBC) solver assumes a homogeneous system in the specified geometrical selection. A 3D representation can be achieved by setting up multiple solver selections in one solid domain (battery cell) as the SBC solver is capable of handling multiple selections, chemistry models, and battery active material compositions. Further, the SBC solver is fully integrated in a commercial three-dimensional computational fluid dynamics (3D-CFD) code. Thus, enabling to simulate the real-life thermal runaway applications covering the battery module and
Chittipotula, Thirumalesha, Eder, Lucas, Uhl, Thomas
Journal Article
Automotive Engineering: June 202525AUTP0606/05/2025
Balancing the scales in Dakar Here's how M-Sport engineers removed some weight - and added some elsewhere - to produce a podium-winning vehicle. Sealing the future of in-wheel motors: low friction and maximum protection V-seals and cassette seals offer critical protection from environmental influences and are helping in-wheel motors set new benchmarks. Taiwan suppliers look around the world for solutions Tariffs are forcing Taiwanese companies to rethink their plans, but it could be worse. U.S. states focus on Taiwan as trade war continues Taiwan's role in the global automotive supply chain continues to increase, which is one reason so many U.S. states are on site. Tariff challenges, EV advances at 360 Mobility We check in on Foxconn, Master Bus, PEWC and NUK at Taiwan's big trade show for the transportation industry. Editorial Off we go Supplier Eye Investment certainty is critical GM picks LMR as its future affordable battery technology Slate unveils bare-bones EV mini truck for
Magazine Issue
Q&A25AUTP06_1706/01/2025
Tarek Abdel-Baset, Forvia's chief engineer for hydrogen storage systems, has two decades of experience in alt-fuel transporation development, with all the ups and downs that entails. So he was a good person for SAE Media to ask about the industry vibe at the 2025 Advanced Clean Transportation Expo in Anaheim.
Clonts, Chris
Magazine Article
ACT Expo 2025: Battery experts fret tariffs, encourage specific designs25TOFHP06_0606/01/2025
There's a chaotic elephant in almost every room of the 2025 Advanced Clean Transportation (ACT) Expo: Tariffs and the Trump administration's seemingly hostile approach to environmentally friendly technology like EVs and alternative energy sources. The Trump administration's announcement on the second day of the ACT Expo that it would be lowering auto tariffs only underscored the uncertainty.
Clonts, Chris
Magazine Article
PRODUCT BRIEFS25TOFHP06_1306/01/2025
Hatz Americas (Waukesha, Wisconsin) expanded its power generation product portfolio to include AC and DC mobile diesel generators for the recreational vehicle and industrial markets. The new offerings provide prepackaged, sound-attenuated solutions for power generation and hybrid battery charging. Manufacturing and testing of the 1B30VE engines used in the generators will continue to take place at the primary engine plant in Ruhstorf, Germany. Final assembly of the generator sets will occur at Hatz's new production facility in Italy. The first model released will be the GD3200-120 Silent Pack with RV package, which is available to order. This will be followed by the BD3000-56 Silent Pack for use in either 28V or 56V hybrid battery charging systems. https://www.hatzamericas.com
Magazine Article
Nissan's innovative solid-state gambit25AUTP06_1206/01/2025
It's not hard to find automakers and battery companies that are trying to develop viable solid-state batteries. The technology will open up quicker charging, increased energy density and, more importantly, lower costs. At Nissan's Opamma plant in Japan, the automaker's Shunichi Inamijima, vice president of powertrain and EV engineering, shared Nissan's plans to bring a solid-state battery-powered EV to market by the end of 2028.
Baldwin, Roberto
Magazine Article
SAE TOMORROW TODAY - Riding the EV Wave With Smarter Batteries1351705/30/2025
As OEMs race to deliver new vehicle lineups with greater speed and efficiency, the industry finds itself navigating a complex crossroads between full EVs and hybrid models. That's where ENNOVI steps in. With a focus on smarter battery management and cutting-edge electrical architecture, ENNOVI is staying agile--offering the right product mix to help OEMs and suppliers ride the wave of electrification, battery technology improvements, and market shifts without missing a beat. Listen in as we sit down with Ron Puhl, Global Director of Engineering and Product Portfolio, to discuss how ENNOVI's Current Collector System (CCS) is helping to improve the overall package size of batteries while reducing costs. It's a unique discussion with deep insight into consumer EV demand and industry trends. We'd love to hear from you. Share your comments, questions and ideas for future topics and guests to podcast@sae.org. Don't forget to take a moment to follow SAE Tomorrow Today--a podcast where we
Hineman, Marcie
Podcast
Immersion Cooling for Lithium-Ion Batteries at High Discharging Rates14-14-02-001205/29/2025
The high-performance electric sports cars market is expected to register rapid development in the next years, driven by a different attitude of racing enthusiasts toward electric vehicles. The improvements in battery technology are reinforcing consumer confidence and interest in electric sports vehicles, making them more attractive to enthusiasts and accelerating their adoption. Batteries have been used in high heat generation conditions more often with fast charging and discharging. Therefore, the need for more advanced battery thermal management systems (BTMS) has been increasing in recent years. Vegetable oil, owing to its unique availability and biodegradability, is considered as a viable alternative to fossil fuel-based cooling fluids in immersion cooling systems. In the present work, the feasibility of using vegetable oil in immersion cooling under high discharge conditions is studied by comparing it with four types of fossil fuel-based cooling fluids. Immersion cooling was
Hong, Hanchi, Song, Xiang, Shi, Xu, d’Apolito, Luigi, Xin, Qianfan
Journal Article
Automotive Engineering: May 202525AUTD0505/08/2025
All (robot) hands on deck BMW leverages advanced manufacturing, AI and machine learning to build the next generation of EVs - and vehicles of all powertrains. Driving down the high cost of overspray in automotive paint processes By designing automated paint systems with superior control behavior, OEMs can improve transfer efficiency and minimize overspray and its heavy costs for automotive companies. Connected: EV battery tech advancements and facility coatings selection New battery chemistries and the rise of automated guided vehicles in EV battery plants will redefine what's expected from floor and wall coatings. Editorial Watch this Supplier Eye Sourcing re-evaluation underway ICE and hybrid-electric propulsion show staying power Intel's Weast says China leaping ahead due to focus on innovation Nira Dynamics' sensor-free tire pressure tech eyes new opportunities Study shows safety top priority of potential vehicle-to-everything consumers The transformative power of large-format
Magazine Issue
Sustainable Design of Automotive Batteries2025-01-000105/08/2025
A consequence of the automotive industry's shift to electrification is that a significantly higher percentage of a vehicle's lifecycle CO2 emissions occur during the production phase. As a result, vehicle manufacturers and suppliers must shift the focus of product development from the 'in-use phase only' to optimizing the complete product lifecycle. The proper design of a battery has the highest impact to all other phases following in the life cycle. It influences the selection of materials, the manufacturing, in-use and end of life, respectively the recycling and recycling yield for a circular economy. Using real-life examples, the paper will explain what the main parameters are necessary for designing a sustainable battery. What are the low hanging fruits to be considered? In addition, it will elaborate on the relation as well as the impacts to other KPIs like safety, costs and lifetime of the battery. Finally, it will round up in an outlook on how batteries will evolve in the future
Braun, Andreas, Rothbart, Martin
Technical Paper
Plug-In Hybrid and Range Extender NVH – Challenges and Solutions2025-01-010105/05/2025
The automotive industry continues to develop new powertrain and vehicle technologies aimed at reducing overall vehicle-level fuel consumption. While the use of electrified propulsion systems is expected to play an increasingly important role in helping OEMs meet fleet CO2 reduction targets, hybridized propulsion solutions will continue to play a vital role in the electrification strategy of vehicle manufacturers. Plug-in hybrid electric vehicles (PHEV) and range extender vehicles (REx) come with unique NVH challenges due to their different possible operation modes. First, the paper outlines different driveline and vehicle architectures for PHEV and REx. Given the multiple general architectures, as well as operation modes which typically accompany these vehicles, NVH characterizations and noise source-path analysis can be more complicated than conventional vehicles. In the following steps, typical NVH related challenges are highlighted and potential solutions for NVH optimization are
Wellmann, Thomas, Ford, Alex, Pruetz, Jeffrey
Technical Paper
Research on NVH Performance of Pulse Heating System of One Vehicle2025-01-007805/05/2025
When the ambient temperature is too low, the performance of the lithium-ion battery will deteriorate, and the car will have the problems of difficult charging, fast power consumption, and even difficult to start, so the battery needs to be heated before use to provide a comfortable working environment for the lithium-ion. The high-frequency pulse heating system can quickly and evenly raise the temperature of the battery, but there is noise during operation, which affects the NVH performance of the vehicle itself, and its noise comfort needs to be further optimized. Firstly, the high-frequency pulse heating system is discussed in detail, and the parameters affecting the NVH performance are explored. Secondly, NVH tests and subjective and objective evaluations were carried out based on different system parameters, relevant data were collected to establish a model, the influence degree of each parameter was demonstrated, and the best parameter combination was determined. Finally, the
Yun, Zhao, Shouhui, Huang, Hu, Zhongxun, Hui, Hui, Zhou, Changshui, Teng, Charlie
Technical Paper
Evaluating Vibration Test Profiles for Battery Electric and Hybrid Vehicles2025-01-000905/05/2025
As the automotive industry transitions to electrification, understanding the differences in ambient operating vibration environments between conventional internal combustion engine (ICE) propulsion systems, battery electric vehicles (BEVs), and hybrid electric vehicles (HEVs) becomes increasingly important. Many automotive vibration testing standards provide frequency and amplitude test levels based on historical ICE vehicle data. Some standards note the potential inaccuracies of using this data source to test BEVs/HEVs and recommend using field-recorded data, if possible, while others make no note. Preliminary comparisons of BEV, HEV, and ICE vehicle ambient operating vibration environments show variations due to battery cell pack weight and engine vibration, among other factors. As accurate testing is tantamount to vehicle safety and longevity, the automotive testing industry must confirm the suitability of current test standards for BEVs and HEVs or create new ones. This paper
Achatz, Tom, Stoll, Cherie
Technical Paper
The DANA EV NVH Laboratory2025-01-000705/05/2025
A cutting-edge EV powertrain NVH laboratory has been established at Dana Incorporated’s world headquarters in Ohio, significantly enhancing its capabilities in EV powertrain NVH development. This state-of-the-art, industry-leading facility is specifically designed to address diverse NVH requirements for EV powertrain development and validation processes. This capability substantially reduces development time for new drivetrain systems. Key features of the laboratory include a hemi-anechoic chamber, two AC asynchronous load motors, an acoustically isolated high-speed input motor, and two battery emulators capable of accommodating both low and high-voltage requirements. The NVH laboratory enables engineers to evaluate system performance and correlate results with digital twin models. This capability supports the optimization of NVH characteristics at both the system and component levels, as well as the refinement of CAE models for enhanced design precision. This paper details the design
Cheng, Ming-Te, Zugo, Chris
Technical Paper
SAE Electrical Energy Storage Device Labeling Recommended PracticeJ2936_202505 (Current)05/03/2025
This SAE Recommended Practice outlines labeling guidelines and performance requirements for printed information and warning labels used on components, subsystems, and systems. It covers content, placement, and durability requirements throughout the product life cycle, from initial production to recycling or disposal.
Battery Tape and Label Committee
Recommended Practice
Integrating for Safety – A Proposed Approach to the Integration of Propulsion Battery Systems in Hybrid Electric Aviation2025-01-014805/02/2025
The authors have witnessed a notable surge in the number of designs and in the guidance material for electric and hybrid aircraft. FAA and EASA have continued to evaluate the safety of Propulsion Battery Systems (PBS), with a focus on thermal runaway containment testing. As a result, a harmonization white paper [7] was issued to provide a certification path for Thermal Runaway (TR) Hazards, followed by an EASA certification memorandum on the acceptable approaches for the certification of Electric/Hybrid Propulsion Systems (EHPS). Recently, an FAA Advisory Circular (draft) was issued for the “powered-lift” aircraft that feature these propulsion battery systems. Despite the advances made by electric/hybrid aircraft manufacturers and the aviation authorities, there is still a missing piece of the puzzle. Mainly, engineering work still needs to be done to properly integrate the EHPS architecture to achieve safety objectives. The burden is still on systems engineering to propose their own
Hanna, Michael, Walker, Cherizar
Technical Paper
Harvesting Energy from Microbes in SoilTBMG-5304405/01/2025
A Northwestern University-led team of researchers has developed a new fuel cell that harvests energy from microbes living in dirt. About the size of a standard paperback book, the completely soil-powered technology could fuel underground sensors used in precision agriculture and green infrastructure. This potentially could offer a sustainable, renewable alternative to batteries, which hold toxic, flammable chemicals that leach into the ground, are fraught with conflict-filled supply chains and contribute to the ever-growing problem of electronic waste.
Magazine Article
Enhancing Laser Cut Quality of Copper Thin Foils for Lithium-Ion Batteries through Pre-Cooling and Teaching–Learning–Based Optimization05-19-01-000404/28/2025
The efficiency and performance of lithium-ion batteries are highly influenced by the quality of laser cutting of electrode materials. The laser cut quality of thin foils is often measured by amount of kerf width and heat-affected zone (HAZ). This article adopts a novel approach that involves pre-cooling of thin copper foils prior to the laser cutting process. The impact of laser conditions and foil temperature were analyzed on HAZ and kerf width induced during laser cutting experiments conducted based on L27 orthogonal array. Teaching–learning–based optimization (TLBO) technique was employed to identify the optimal laser parameters. ANOVA results indicated that the temperature was the most significant factor influencing kerf width and HAZ. The optimized laser parameters identified through TLBO technique were 16 W laser power, 69.47 mm/s scanning speed, and 20 kHz pulse frequency at dry ice conditions. A reduction of 50.76% kerf width and a decrease in 7.6% HAZ were observed when the
Rao, Akshay P., Bharatish, A., Solaiachari, Sivakumar, Kumar, S. Mahendra
Journal Article
Influence of Coolant Properties on Battery Thermal Management in Electric Buses during Cold Starts02-18-03-001304/25/2025
Improving electric vehicles’ overall thermal management strategy can directly or indirectly improve battery efficiency and vehicle range [1]. In this study, the effect of the coolant type used in BTMS (battery thermal management system) units used for heating batteries in cold weather conditions was investigated in electric buses. In this investigation, tests were performed with two types of antifreeze, which have different characteristics. The study evaluated the impact of coolant flow, BTMS circulation pump performance, and battery heating using these two types of antifreeze in the BTMS coolant line. In addition to carrying out tests, 1D computational fluid dynamics models’ simulations were carried out for both types of antifreeze, and the results were validated with experimental findings. In this study, a 12-m EV Citivolt vehicle of Anadolu Isuzu was used for tests. As a result, it was observed that differences in the properties of the antifreeze that is used in BTMS coolant line
Çetir, Özgür, Birgül, Çağrı Emre
Journal Article
Optimal Porous Electrode Structures in All-Vanadium Redox Flow Batteries2024-32-008504/18/2025
To address the pressing issue of electrical fluctuations from renewable energy technologies, an energy storage system (ESS) is proposed. The vanadium redox flow battery (VRFB) is gaining significant attention due to its extended lifespan, durability, thermal safety, and independent power capacity, despite its high cost. Key components of the VRFB include a membrane, carbon electrode, bipolar plate, gasket, current collector, electrolyte, and pump. Among these, the carbon electrode and bipolar plate are the most expensive. Reducing capital costs in VRFB systems is crucial for advancing clean energy solutions. Conventional flow field designs like interdigitated flow field (IFF), serpentine flow field (SFF), and parallel flow field (PFF) are used to feed the electrolyte into the VRFB cell, necessitating thicker bipolar plates to avoid cracking during the machining process. This study focuses on optimizing the flow-through (FT) design, which eliminates the need for machining on bipolar
Aiemsathit, Poramet, Sun, Pengfei, Alizadeh, Mehrzad, Laoonual, Yossapong, Charoen-amornkitt, Patcharawat, Suzuki, Takahiro, Tsushima, Shohji
Technical Paper
Local and Global Entropy Generation of Topographically Optimized Porous Reactors in Reaction-Diffusion Systems Considering Coupling Effects between Heat and Mass Transfer2024-32-006904/18/2025
As the automotive sector shifts towards cleaner and more sustainable technologies, fuel cells and batteries have emerged as promising technologies with revolutionary potential. Hydrogen fuel cell vehicles offer faster refueling times, extended driving ranges, and reduced weight and space requirements compared to battery electric vehicles, making them highly appealing for future transportation applications. Despite these advantages, optimizing electrode structures and balancing various transport mechanisms are crucial for improving PEFCs’ performance for widespread commercial viability. Previous research has utilized topology optimization (TO) to identify optimal electrode structures and attempted to establish a connection between entropy generation and topographically optimized structures, aiming to strengthen TO numerical findings with a robust theoretical basis. However, existing studies have often neglected the coupling of transport phenomena. Typically, it is assumed that a single
Tep, Rotanak Visal Sok, Long, Mengly, Alizadeh, Mehrzad, Charoen-amornkitt, Patcharawat, Suzuki, Takahiro, Tsushima, Shohji
Technical Paper
Assessing Lithium-ion Battery Functionality Post-Thermal Management with Water Mist2024-32-012204/18/2025
The danger of lithium-ion batteries in electric vehicles (EVs) is intensified when they are used at inappropriate temperatures, leading to self-heating and eventually contributing to thermal runaway. Nevertheless, there is uncertainty through the safety of reusing batteries after they have been exposed to heat damage and water mist from fire extinguishers. To address these concerns, this study aimed to experimentally investigate the impact of temperature on batteries and introduce a thermal management using a water mist. Subjecting a battery to a temperature of 100°C for a duration of 39 minutes can immediately detect inoperability from a sudden drop in voltage. The use of water mist was proposed to rapidly mitigate the heat production inside the battery. The state of health (SOH) and the impedance were employed to confirm the battery’s functionality after exposure to thermal abuse and water spraying. The SOH of fresh cells was measured as a reference line for comparison to tested
Trinuruk, Piyatida, Patthathum, Pathomporn, Jumnongjit, Apiwit
Technical Paper
Numerical Investigation of Electrolyte Feed System Designs at the Stack Level of Vanadium Redox Flow Batteries2024-32-006804/18/2025
The rise of electric vehicles (EVs) highlights the need to transition to a renewable energy society, where power is generated from sustainable sources. This shift is driven by environmental, economic, and energy security concerns. However, renewable energy sources like wind and solar are intermittent, necessitating extensive energy storage systems. Vanadium redox flow batteries (VRFBs) are promising for large-scale energy storage due to their long cycle life, scalability, and safety. In VRFBs, cells are typically connected in series to increase voltage, with electrolytes introduced through parallel flow channels using a single manifold. This design, while simple and low in pressure drop, often leads to imbalanced flow rates among cells, affecting performance. Balancing flow rates is crucial to minimize uneven overpotential and enhance durability, presenting an optimization challenge between achieving uniform flow and minimizing pressure drop. This study developed numerical models to
Suwanpakdee, Nut, Aiemsathit, Poramet, Charoen-amornkitt, Patcharawat, Suzuki, Takahiro, Tsushima, Shohji
Technical Paper
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