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Technical Insight: Process Modelling and Simulation

Engineering simulation and modelling has been adopted across a range of industry sectors due to its ability to reduce cost and time spent during product development as well as enhancing the safe operating life of components through the simulation of in-service conditions through a virtual representation or model of a real-world system. This virtual representation allows tests to be run virtually so behaviour can be observed over time under different conditions.

Removing the costs associated with physical prototypes and real-world testing, process modelling and simulations assist in decision-making by offering an insight into how systems will perform in different scenarios.

Our experts have been trusted by many of the largest and best-known names in industry to assist and advise on process modelling and simulation as well as undertaking projects for the direct benefit of our Industrial Member companies.

Core Research Programme (CRP)

The core research programme (CRP) involves the creation of projects to address challenges faced by our Industrial Members, advancing technologies and processes and finding new solutions for industry problems. These projects are jointly funded by our Industrial Members, with the outcomes made available to all of our Members.

- Fracture under Biaxial Loading using Finite Element Method

This 1996 project sought to use non-linear finite element analysis techniques to predict the effect of biaxial loading on fracture behaviour, where most fracture toughness test methods and assessment procedures assumed uniaxial loading. This included the assessment of a series of biaxial wide plate fracture tests that had been previously carried out on surface cracked and centre cracked panels that showed the varying effects of biaxial loads.

- Intermetallic Formation in Superduplex Steel Simulated HAZs

This 1997 CRP project investigated grades of 25%Cr superduplex stainless steels to determine whether the time to form intermetallic phases during isothermal heat treatment was similar to that during simulated weld thermal cycles. In addition, our research teams worked to determine whether intermetallic phases seen in real multipass welds can be induced by thermal simulation.

- Model for Predicting Cleavage and Ductile Fracture in Steel

Notched bend specimens had been shown to provide lower bound results for fracture toughness, ensuring conservative structural integrity assessments. However, the apparent fracture toughness of defects in structures which impose low levels of plastic constraint on a defect, for example shallow cracks or embedded defects in tensile stress fields, can be much higher than the recommended values measured on highly constrained test specimens. This can lead to unduly pessimistic assessments of defective structures that are actually fit for service. In addition, scatter in fracture toughness of ferritic steel and weld metals in the ductile-to-brittle transition region meant that statistical consideration was needed to provide a reliable lower bound estimate of fracture toughness. To address this, TWI developed micromechanical models to predict the stable growth of a flaw by ductile tearing or failure by cleavage fracture.

- Finite Element Analysis of Guided Waves in Pipe/Rail Flaws

This 2003 project aimed to validate a wave propagation modelling technique against experimentally measured transmission data in steel plate. This was undertaken to quantify the reflection characteristics of guided waves in both pipes and rails. In addition, the TWI team quantified the reflectivity of guided waves from flaws in rails.

- The Model Approach - Material Flow in FSW

Another 2003 process modelling and simulation CRP project investigated friction stir welding (FSW) in the light of several process advancements since it was first invented at TWI in 1991. These advancements created a need for an improved understanding of the process, such as with the amount of heat generated during the process and how material is swept past the tool during welding. Computer modelling had already allowed for an improved understanding of other aspects of FSW and so it was hoped that, by modelling material movement, the outcomes could inform factors such as tool design, parameter optimisation, and the investigation of difficult to weld materials.

- Cohesive Zone Modelling of Ductile Crack Growth in Steel

This project addressed the need for an improved methodology for the analysis of dynamic ductile crack propagation and arrest in high strength pipeline steels. This project opened with a review of the current approaches for selecting materials to avoid or arrest large ductile fractures, before the cohesive zone model of fracture was examined as a potential means to predict both stable and unstable ductile crack growth and arrest in fracture mechanics specimens and components. Test specimens were analysed, a finite element analysis model was implemented, and a test proposed to determine the parameters of the cohesive zone model.

- Weibull Model Manufacture of Ceramic/Metal Joints

Greater efficiencies can be gained in applications that require high temperatures (such as gas turbines, aero / automotive engines, and chemical plants) by increasing the temperature. However, at the time of this 2006 project, the maximum process temperatures of metal alloys were limited to about 700°C. Ceramic materials offered satisfactory properties above this temperature, provided they do not experience excessive tensile stress, since they have relatively low fracture resistance. It was believed that increased process efficiencies could be obtained using components with ceramic materials (where the temperature is high and applied stress is low) joined to metallic materials (where the temperature is lower and the stress is higher). Although brazing at high temperatures can join metal and ceramic materials, coefficients of thermal expansion cause high residual stresses to be generated during the cooling stage of the brazing cycle. The very high stresses, which increase as braze thickness decreases and build up at the edge of the joint, may cause the ceramic to fracture. The probability of fracture was known to increase the larger the size of the bonded surface is, however, conventional stress analysis of the manufacture of joints did not show a clear correlation between the observed failure and the predicted stress. This project sought to examine the feasibility of applying a finite element analysis and a Weibull failure model to determine the probability of failure in ceramic/metal joints. The work measured stresses produced during a brazing manufacturing cycle of ceramic/metal joints in a simple cross section, comparing experimental manufactured joints to predicted results.

- Low Stress No Distortion Aluminium Weld Modelling

A major cause of distortion in welded fabrications is material contraction as it cools and solidifies at different rates following the non-uniform heating produced by welding. Thinner materials are more prone to this distortion because they have less stiffness against out of plane bending as well as a lower resistance to bucking than thicker parts. This distortion particularly impacts industry sectors like automotive, aerospace, shipbuilding and space, where thin sheets and plates are widely used. Low stress no distortion (LSND) techniques can help reduce the plastic strain caused by contraction and phase transformations in and around the weld, thereby reducing the tendency for buckling and out of plane distortion in V prep butt welds. This 2008 project examined an auxiliary cooling LSND technique where atomised water is sprayed on the weld area through a nozzle trailing the welding arc. To use the technique effectively there was a need to determine the LSND parameters that minimise distortion in aluminium alloy plate, extending past CRP work in LSND joining of steel plates. The aim of this project was to simulate LSND welding of an aluminium alloy butt joint using a FE model to predict parameters optimised to minimise distortion. This would allow for the development of software to simplify the process of setting up a weld model.

- Sizing Locally Thinned Areas and Guided Wave Pipe Inspection

Guided waves had been used for the non-destructive testing of engineering structures for decades, but at the time of this 2008 CRP project there were still some challenges with the technique. Although it had proven valuable as a method for screening long, straight structures, such as pipelines, inspecting beyond features such as bends was still problematic since the waves are distorted as they propagate around the bend, causing mode conversions. Quantifying these effects would allow the bend to be accounted during testing. In addition, the guided wave signals was unable to distinguish between uniform circumferential thinning and a severe patch of localised corrosion at one circumferential position. This meant that when corrosion was detected, a pipe usually had to be excavated and replaced, regardless of whether this was actually necessary in reality. This project aimed to both quantify the effects of pipe bends on guided waves and find a technique for sizing locally thinned area defects in straight pipes using guided waves. The work undertaken in this project was expanded upon and continued in a follow-up, 2009 CRP project investigating long-range guided wave inspection beyond pipe bends.

- Modelling and Validation of Direct Metal Laser Deposition

This 2009 CRP project sought to model direct metal laser deposition (DMLD), a well-known additive manufacturing technique. The aim was to link the process parameters used with the microstructure that is created and the properties of particular metal deposits using a multiphysics solution. The project developed numerical models using commercially available software tools, providing a deeper understanding of the processes involved and providing recommendations for further work.

- Residual Stresses in Steel Girth and Butt Welds

This project addressed the topic of residual stresses and their measurement through the plate thickness as well as on plate surfaces so as to provide realistic values for use in engineering critical assessments (ECAs). This helped reduce the conservatism that arose from an assumption of a residual stress of yield strength. It was also important to quantify the effects of various parameters on residual stress distribution (e.g. geometric variations, external loading and crack growth) so that appropriate considerations of welding residual stress could be given to corresponding conditions in ECAs.

- Advances in Computer Based Prediction of Weld Distortion

Welding distortion occurs as a result of non-uniform thermal expansion and contraction of the weld and surrounding base material caused by the heating and cooling cycle of welding or cutting processes. Tensile stresses around the weld and compressive stresses across the rest of the plate can lead to distortion. Quantifying this distortion moved from a physical experimental experience to the construction of prototypes with cost-effective real-time virtual welding technology where efficient distortion modelling is key. We conducted a literature review of welding distortion simulation approaches with a focus on large, welded structures with the aim of being able to select the most appropriate approaches in welding distortion modelling for practical use.

- Measurement/Modelling R-Curves for Low Constraint Specimens

R-curves, or tearing resistance curves, represent how well a material can resist progressive crack extension. However, it can take the testing of several specimens to determine a single J-R curve, creating a high labour and material cost. An alternative is to undertake a single specimen test with only the initial and final crack lengths and the load-displacement curve being required. R-curve generation through modelling began to be assessed as a viable alternative, leading to this project to review R-curve testing methods and carry out fracture tests for low-constraint specimens, before deriving constraint-dependent R-curve using constraint parameters and developing a method for predicting J-R curves using cohesive zone modelling.

- Industrial Applications of Multi-Scale Modelling

Being able to understand material behaviour at scales below continuum mechanics can aid in the understanding of how engineering structures and processes will perform. Among the tools available for this are theoretical models formulating analytical expressions and computational calculations of representative volume elements (RVE). As industry sought modelling techniques to simulate materials behaviour across a range of scale lengths, TWI undertook this project to identify the benefits and limitations of using multi-scale methodologies based on micro-mechanisms at a local scale and the use of the fundamental behaviour to determine information about the macro scale.

- PZFlex Ultrasonic Beam Profile/Response on Fatigue Cracks

This 2011 project investigated the validation of the performance of finite element analysis (FEA) for modelling the inspection of small fatigue cracks using ultrasonic phased array techniques. Theoretical models for ultrasonic inspection have been developed over a number of years, where they are used to support the optimisation, the validation and a faster understanding of ultrasonic procedures without manufacturing of expensive mock-ups. This project worked upon the premise that FEA could provide a more accurate approach than alternative methods for the simulation of situations such as cracks without complex geometries, cracks grouped in clusters, and cracks that are small compared to the ultrasonic wavelength. The project focused on small smooth cracks as they were easier to model at this initial stage.

- Methods for Measurement and Prediction of Residual Stresses in Pipe Girth Welds in Clad Pipes

The level of welding residual stress is an important factor when undertaking an engineering critical assessment (ECA) of structures and components such as pipeline girth welds. Because of this, there have been a large number of experimental and numerical studies into through-wall distributions of residual stresses at pipe girth welds. The studies resulted in the generation of residual stress profiles recommended in fitness-for-purpose procedures such as BS 7910 (BSI, 2007), R6 (EDF, 2011) and API 579-1/ASME FFS-1 (API, 2007). However, none of these profiles related to the residual stresses in clad pipes in which the girth weld is made using a corrosion resistant (CRA) consumable, leading to a dissimilar metal joint. Hence this project carried out an investigation into the welding residual stresses in clad pipe girth welds in order to provide information for the ECA of clad pipe girth welds.

- Long-Range Guided Wave Pipe Modelling and Inspection

Although guided wave inspection can provide full volumetric coverage of tens of metres of pipe from a single test location it can be complex with factors such as vibrational modes, dispersion and multiple reflections to consider. The technique had been highlighted as a potential solution for unpiggable sections of pipeline, but this would often mean the need to account for bends in the pipe that distort the received signal. This project addressed this issue by using a combination of finite element analysis and experimentation to understand the behaviour of guided waves in a relatively tight pipe bend, building upon past research carried out at TWI to develop a technique to correct signal distortion caused by propagation around a bend.

- FEA Response Probabilistic Assessment of Pipeline Flaws

By the time of this project in 2012, deterministic analysis of the integrity of pipes containing flaws was week established. However, there was a requirement for a full probabilistic fracture mechanics analysis using the finite element method for more accurate prediction of the probability of failure of flawed structures. Most probabilistic models focused on fracture of structures under elastic or small plastic deformation, but probabilistic analysis for large plastic deformation and strain-based design for pipelines had received only very limited attention. This project worked to develop a framework for investigation of the probability of failure of structures containing flaws subjected to large plastic deformation via numerical modelling.

- Validation of Process Models for Additive Manufacturing

This CRP project was conducted in collaboration with the SIMULIA brand of Dassault Systèmes to validate finite element modelling (FEM) techniques capable of accurately simulating additive manufacturing (AM) processes, allowing improved part design and process setup before any physical manufacturing takes place. The project began with the production of double cantilever parts (Figure 1) using a Renishaw AM250 machine. All parts were produced using Ti-6Al-4V Grade 23 metal powder with a powder particle size range between 15 and 45μm. A 90° alternating scan strategy was used, comprising a series of parallel hatch lines and four boundary contours, rotated by 90° every layer. After manufacturing the double cantilevers, wire electrical discharge machining was used to cut the support structures just below the solid beam surfaces. Upon cutting, the presence of residual stresses generated deflections of the remaining double-sided cantilever beam structure. The out-of-plane deflections were measured using a FaroArm precision measuring tool. Once this was complete, a simulation model was employed, including temperature-dependent material properties for the heat transfer and stress analysis simulations. An image of the residual stresses after the wire cutting is shown in Figure 2. The measured deflections from the test pieces were then compared with the FEM predictions (Figure 3), showing strong agreement between the predictions and measurements, leading to confidence in the use of this new modelling approach.

- Fatigue Reassessment of Ageing Pressure Vessels

Modelling played a role in this 2017 project that sought to solve a problem related to the life extension of ageing pressure vessels that had been designed with a notional 25-year design life. These vessels had been designed in accordance with standards like BS 1515, which did not require fatigue assessment, meaning that their fatigue lives had never been calculated. To support offshore operators with the life extension of vessels designed to these older codes, we undertook a campaign of risk-based inspection, detailed modelling and fatigue assessment to highlight five necessary phases for their reassessment.

- Finite Element Analysis of Selected Welded Wide Plate Tests

This project worked to reduce the conservatism inherent in the equations and formulae for engineering critical assessments in procedures such as R6 and BS 7910. Finite element analysis was used to reassess wide plate tests that had been assessed using R6 and BS 7910 to demonstrate how modelling can improve the accuracy of a fracture assessment.

- Robotic Arc Welding and AM Process Parameter Optimisation

Although multi-axis industrial robots were widely used for arc welding, providing increased productivity and improved quality for a range of sectors, there were still issues around the development of new products, which still used a trial-and-error experimental approach to determine welding parameters. To improve this, TWI launched a CRP project to use a numerical modelling approach to improve parameter development. The concept that was developed for robotic arc welding could be adapted for other robotic welding and material processing methods, representing an important part of intelligent automation for welding and additive manufacturing.

- Adhesive-Free Bond Strength Test Method for Cold Spray Coatings

As the market for the use of thermal spray coatings for the repair of high value components and mitigating corrosion grew, there was an increased need for accurately measuring the coating adhesion strength. Such measurements had been done using tensile adhesion tests, whereby a stud is attached to the coating surface using an adhesive before a controlled strain rate tensile test is performed until the coating fails. However, advances in thermal and cold spray technology resulted in some coating bond strengths exceeding 70MPa, the maximum strength of available adhesives, creating the need for a new approach to determine these higher coating bond strengths. During this project, an adhesive-free adhesion test was developed that allowed assessment of coatings with bond strengths beyond 90MPa. However, modelling showed that while the adhesive-free adhesion test allows measurements of coatings with significantly greater bond strength, this test underestimated the true adhesion strength which must be considered when reporting results.

- Treatment of Residual Stresses Considering Elastic Follow-Up

Residual stresses introduced to a cracked component during welding or installation can cause it to fail at a lower applied load than expected. Structural integrity assessment codes such as R6, BS 7910 or API 579 classify those stresses that contribute to plastic collapse of the structure as primary stresses and those that do not as secondary stresses. These codes typically treat residual stresses as secondary stresses, but it is noted that long range residual stresses are associated with significant “elastic follow-up,” which tends to increase the permanent plasticity at a localised region of an engineering component, and therefore may be classified as primary stresses. However, at the time of this project, there was no detailed guidance as to what level of elastic follow-up should be deemed to be significant and therefore whether welding residual stresses or long-range residual stresses should be seen as primary, secondary, or somewhere between the two. TWI applied theoretical models and finite element analysis (FEA) to quantify elastic follow-up in three-bar structure benchmark models containing fit-up residual stresses and a plate model containing welding residual stresses. The benchmark models were studied for the effects of elastic follow-up on crack driving force, plastic collapse and residual stress relaxation via finite element analysis, before the finite element modelling of a plate containing welding residual stresses that had been introduced into the plate using a mapping technique. The influence of elastic follow-up on the redistribution of welding residual stresses was examined and the implications of residual stress treatment in the context of fracture assessment were explored, helping provide additional guidance for our Industrial Members.

- TITAN: Thermoacoustic Innovative Technology

Completed in 2023, TITAN was an Innovate UK feasibility project to investigate the potential application of a thermoacoustic generator (TAG) device to harvest waste energy from marine vessel engines (Figure 4). Working alongside European Thermodynamics Ltd and the University of Leeds, TWI helped design and manufacture a prototype device to maximise waste heat capture efficiency in small, economic, and modularised thermoacoustic Stirling engine recuperators. The aim was to harvest the thermal fuel energy lost through exhaust systems so it can be converted into pressure waves via thermoacoustics and generate electricity. TWI supported the TITAN project with multiple finite element (FE) models to analyse the thermo-mechanical stresses of the hot heat exchanger (component with highest risk) in order to inform component design and integrity. Our experts also advised on optimum joining methodologies for joints within the TAG, to ensure joint integrity.

- Development of Advanced Material Model for Metal Additive Manufacturing

Despite advances in additive manufacturing technologies by the time of this 2023 CRP project, wide scale industry adoption was still hampered by the structural integrity and reliability of additively manufactured metallic parts. This was primarily due to the difficulties in robustly correlating the link between processing conditions, manufacturing defects, material structure, and mechanical performance. Experimental trials were difficult, time consuming and costly because of the large number of variables to consider, so TWI explored a numerical modelling approach to address the problem. Specifically, we developed, implemented and validated a thermo-mechanical-metallurgical manufacturing process simulation for the powder bed fusion - laser beam (LBF-LB) processing of Ti-6Al-4V and other common AM alloys (Figure 5). This CRP project furthered the work of a previous Innovate UK (IUK) collaborative project called DREAM (Distortion Reduction and Elimination for Additive Manufacturing), which brought together real-time data acquisition, advanced modelling, cloud-based computing, and adaptive machine process parameter controls to achieve zero-distortion LPBF additive manufactured builds (Figure 6). Between them, these projects established the value of modelling and simulation to support the development of AM technologies.

- Evaluation of Resistance to Hydrogen Embrittlement of Dissimilar Metal Welds using Fracture Mechanics Principles and Coupled Mechanical-hydrogen Numerical Models

Despite widespread use across areas such as chemical processing, energy and subsea applications, the performance of dissimilar metal welds (DMWs) between low alloy steels and corrosion-resistant alloys in hydrogen-charging conditions were difficult to predict. The significant risk of hydrogen embrittlement (HE) in DMWs led to unknown levels of conservatism due to a lack of standardised testing guidelines, despite the use of qualitative fracture mechanics-based ranking tests. To increase the use of DMWs in design and fitness-for-service assessments, we conducted a study that employed a combined experimental and modelling approach to investigate HE in DMWs. Single edge notched bend and tension (SENB and SENT) fracture toughness tests were conducted under cathodic polarisation in a sodium chloride solution across a temperature range of 4 to 80°C to evaluate the temperature effect on environmental fracture resistance. At the same time, coupled hydrogen diffusion-mechanical numerical models were developed to demonstrate the differences in apparent toughness in terms of hydrogen diffusion towards highly strained regions of the DMW joint. The testing programme and models developed throughout this project revealed a complex relationship between the strains generated during fracture toughness testing and hydrogen diffusion to the fracture process zone, influenced by temperature and constraint. The numerical models developed during this project offered potential for identifying the most suitable type and amount of tests to perform based on the conditions and loading scenarios that in-field components are likely to encounter. Furthermore, the same experimental and modelling approach could be applied to simulate the behaviour of in-service components operating under hydrogen-charging conditions, thereby assessing whether such components are at increased risk of hydrogen embrittlement in the field.

Joint Industry Projects

Our joint industry projects (JIPs) allow interested parties to come together as project sponsors, pooling resources for greater research outcomes, while also being given exclusive access to the results and the opportunity to guide the direction of the projects themselves.

These projects typically focus on challenges faced by specific industry sectors, providing industry-relevant information, guidance and solutions. JIPs that have included process modelling and simulation at TWI include:

- Procedures for Improved Fatigue Life Assessment by Prediction of Fatigue Crack Growth in a Residual Stress Field

Combining experimental and modelling activities, this 2009 JIP was created to define an effective stress range to be applied in assessment procedures, accounting for the evolution of residual stress with proof loading, fatigue loading and crack growth. TWI produced guidance notes on the use of finite element analysis for prediction of fatigue damage in a residual stress field, and on the influence of materials properties and loading history on fatigue assessment results. This researched allowed life extension of engineering structures and provided increased safety and improved designs; saving energy, materials and cost.

- Fatigue Behaviour of Lined Pipes

Carbon steel pipes mechanically lined with corrosion resistant alloy (CRA) is cheaper as well as faster and easier to manufacture than clad pipes, making them an attractive option for industry. However, where fatigue loading occurs in the mechanically lined pipe, there is a risk of failure where girth welds have been produced and the weld overlay cladding is secured in place, known as the ‘weld overlay/liner triple point’). This JIP project, which ran from 2012-2014, provided data on the fatigue strength of lined pipe with weld overlay, allowing designers to confidently specify the use of lined rather than clad pipe. The project included finite element analysis to model the wrinkling behaviour of the liner and allowed for the reliable inspection of girth welds in lined pipe before installation, providing confidence in the safety of installed lined pipe and leading to increased safety and reliability of riser systems as well as reduced costs and lead times for sour fields.

Public-Funded Projects

Our expert teams are also called to participate in public funded projects in partnership with other organisations from industry and academia to solve specific challenges, typically for particular industry sectors. Many of these projects include the use of process modelling and simulation, whether as a standalone capability or in alignment with others.

- Smart Monitoring and Inspection of Bridges Infrastructure

The Innovate UK-funded ‘SmartBridge’ project was created to revolutionise the monitoring and maintenance of bridge infrastructure through the development of a knowledge-based digital platform capable of visualising a bridge’s condition and degradation. These virtual models (or ‘digital twins’) combined multiscale 3D numerical models with sensor data collected and processed from real bridge infrastructure, incorporating operating environmental conditions and inspection history from condition monitoring sensors including wireless accelerometers, displacement transducers, temperature sensors, strain gauges, barometers, hygrometers and more. This data was input into the digital twin, creating a virtual representation of a bridge that reacted to real-time conditions, allowing bridge operators to predict failure and plan maintenance before incidents occur and thereby reducing maintenance costs and downtimes.

- Optipress: Stepped Change in Precision and Strength Optimisation Capability for Steel Fabrications

Also funded by Innovate UK, the Optipress project aimed to optimise the design of fuel rails that are used across a range of industry sectors such as aerospace, automotive, oil and gas, food and drink, and power generation. Fuel rails are the pressure reservoirs that feed fuel injectors with fuel from a high-pressure fuel pump. The demanding operating environments and high cycle fatigue due to high frequency pressure fluctuations created a need for increasingly optimised designs. This project innovated fuel rail designs by connecting design tools for finite element analysis, distortion prediction and fatigue design to maximise the potential for autonomous design optimisation. The process innovation was based around modelling and software to predict and control heat distortion of parts due to joining process, offering significant benefits, reduced process steps, improved part quality, reduced material and reduce waste (scrap).

- Part Specific Process Optimisation in SLM

Focusing on selective laser melting (SLM), the European Commission-funded ‘PASSPORT’ project aimed to improve the time-to-market for SLM parts by removing significant cost and time-intensive burdens associated with optimising builds. Laboratory-based characterisation of AlSi10Mg SLM parts was combined with advanced process simulations to understand and quantify the relationship between different scan strategies and part attributes. From here, the project team developed optimised process parameters that varied with local part topology and geometry characteristics to ensure homogeneous mechanical properties, high density and a smooth build surface. These parameters were input into a bespoke, stand-alone process parameter selection software solution for AlSi10Mg SLM parts that was able to communicate with a range of different vendors’ SLM machines.

- GEOSMART Project

One of several geothermal industry projects involving TWI, this European Commission-funded project worked to optimise and demonstrate innovations to improve the flexibility and efficiency of geothermal heat and power systems. With a focus on energy storage and power block management innovations, the integration of flexible organic rankine cycle (ORC) solutions to cope with the varying needs of electricity markets, and a combined heat and power supplier to extract more heat from the post-generator brine outflows when required for increased heating supply during colder weather. TWI was one of 19 partners drawn from across Europe, where we offered expertise in advanced computational and physical modelling to optimise geothermal power plant flexibility and overcome silica scaling constraints. The simulations were created to enable engineers to model fluid dynamics, predict scaling potential, and evaluate thermal energy storage.

- MOTIVE Project

The four-and-a-half year Horizon 2020-funded MOTIVE project was created to deliver multi-physics modelling solutions for high temperature aerospace engine valves. The project partners modelled three main components of aerospace bleed valves – the piston, the butterfly valve and the diaphragm – to improve bleed valve reliability when operating in extreme high temperature environments, leading to estimated savings of €1.8 million per year in maintenance labour costs. As well as saving repair and maintenance costs, the MOTIVE project sought to improve safety by reducing the incidence of in-flight engine failure due to valve failure or performance issues.

- MASTER Project

Modelling and simulation also played a role in the MASTER (Metallic Aerospace Structures Technologies for Eco-social Returns) project, which concluded with the successful production of a hydrogen storage tank demonstrator (Figures 7-8). Advancing safe, lightweight, and efficient hydrogen-powered flight, the fuel tank demonstrator used friction stir welding (FSW) to create high-strength, low-defect joints. The demonstrator tank allowed both structural integrity and cryogenic capability to be physically tested, backing up modelling and simulation work.

- Digital Qualification Platform (DQP) Project

This Innovate UK / BEIS-funded programme aimed to establish a digital qualification platform capable of automatically qualifying advanced alloy components, particularly those created using metal additive manufacturing. The project used digital models and integrated software platforms to replace traditional, time-consuming physical testing. The technology was applied to complex metal powders and components used by the aerospace and advanced engineering sectors, while maintaining data compliance with international codes and manufacturing standards.

Dedicated Industrial Member Support and Other Projects

Much of the work undertaken at TWI is conducted confidentially on behalf of individual Industrial Member companies. However, there are some examples of these types of project work that involved process modelling and simulation that we are able to share with you, as follows…

- Compressor Blade Failure

A power generation company contacted TWI following a major gas turbine engine compressor failure. Our expertise was called upon as part of a root cause analysis investigation to determine the primary and secondary causes of the failure. This included a determination of crack growth history using materials characterisation, fracture mechanics techniques, and component modelling. Various components were examined to identify the principal fracture mechanisms along with materials characterisation of the blades and compressor disc material to confirm they met specification requirements. Component modelling and fracture mechanics were used to determine the stress conditions in the disc rim dovetail slots and the life to failure of cracks. This allowed us to determine the likely failure modes as HCF (high cycle fatigue) cracking within the compressor disc dovetail slots. This eliminated other potential primary causes of failure, including foreign object damage, blade cracking and material properties, and increased knowledge of possible failure modes, as well as optimising inspection requirements and scheduling.

- Characterising (AM) Powders via Inverse Analysis

UK-based SME, LP-3D (who later became part of LPW Technology Ltd) had developed novel hardware and test methods to measure additive manufacturing (AM) powder properties as they relate to laser interaction, thermal characteristics and packing behaviour. However, they needed a solution to the inverse problem of obtaining predictions for the thermos-physical properties of Ti-6Al-4V powder, given experimental data from the LP-3D test rig. TWI assisted by creating a bespoke, inverse heat transfer analysis model to extract the bulk thermal properties of metal powders. A non-collimated laser beam was used to heat metallic power contained within a cylindrical, thin-walled sample holder (Figure 9), while a sensor array recorded the temperature at the bottom surface of the substrate at different fixed positions as the powder was heated by a laser beam. A transient, finite difference heat transfer model was developed to simulate the experimental tests performed by LP-3D. The model allowed the user to specify geometry, material properties, thermal loads and boundary conditions, such as laser power, laser heating time and ambient temperature. Once verified, the software was used to simulate the LP-3D temperature sensor output for tests conducted on Ti-6Al-4V powders (Figure 10). This allowed for inverse analysis to determine the value of bulk powder thermal conductivity, which was shown to be consistent across all experimental datasets for different powder layer depths, laser powders and heating times. The bespoke software was provided to LP-3D as a portable Windows application where It was used to support the measurement of powder thermal conductivity.

- Micromechanics Modelling Techniques: A Better Understanding

This project addressed the use of micromechanical modelling techniques to better understand the links between material microstructure and macro-scale functional performance. TWI conducted a programme of multi-scale, finite element (FE) modelling to provide insight into the variation in measured responses observed during the characterisation of microstructurally heterogeneous materials at small scales (Figure 11). The work also investigated the limitations of depth-sensing indentation testing to assess bulk material response. Over 6000 simulations of nano-indentation testing were analysed, with each simulation featuring different individual grain orientations and micromechanical properties. The resulting hardness predictions were statistically analysed to develop relationships between uncertainty in responses as a function of the testing parameters (Figure 12). These simulations provided significant insight into the fundamental sources of uncertainty when characterising advanced material systems. Relationships between the coefficient of variation of hardness and normalised indentation depth (indentation depth to average grain size ratio) were developed, before the model predictions were validated against over 300 different experimental measurements on multiple material systems (Figure 13). The model predictions provided valuable information about the limitations of depth-sensing indentation testing protocols.

- Static Strength of Cracked Tubular Joints

TWI used 3D finite element modelling alongside experimental work on seven full-size joints to develop guidance on the static strength of tubular joints as well as recommendations for in-service assessment of cracks via a failure assessment diagram (FAD) based approach. Aiming to provide information for jacket structures installed in offshore locations that need to withstand severe storm conditions, the 3D finite element models were used to analyse uncracked and cracked tubular joints (Figure 14). The experimental work then validated the numerical models, showing excellent agreement between the finite element analysis (FEA) and the experimental results. The FEA approach drastically reduced the number of physical tests that were needed and enabled crack tip fracture parameters to be calculated for the FAD. Using this approach, joint failure can be predicted for plastic collapse, fracture, or a combination of the two.

- Advanced Simulation of Friction Stir Welding

TWI explored the use of a new modelling approach for friction stir welding (FSW) to reduce the reliance on experimental trials and cut the cost of FSW process adoption for industry. The focus of the modelling was the inability of the tool material to withstand the heat and forces generated during the process without losing strength or suffering excessive wear. Our experts tested the Coupled Eulerian-Lagrangian (CEL) method as other modelling techniques had struggled to simulate the process to accurately predict the influence of tool geometry on the integrity of the weld. The CEL approach was validated against previous experimental weld trials, including the entire FSW process from the plunge, dwell, and linear traverse to tool retraction were simulated. The results indicated a strong agreement between the experiments and simulations, showing that CEL simulations of the FSW joining process can be used to better understand distortion and residual stresses that may arise during FSW processing (Figures 15-16).

- Developing More Cost-Efficient Cast Components

This work used a casting simulation solution to topologically optimise the manufacture of a cast bracket. Topology optimisation is a mathematical design technique that can be used to identify and remove redundant material in a structure while simultaneously maximising stiffness, strength or other performance metrics for a given set of loads and constraints. Already in use for additive manufacturing, our experts investigated the use of topology optimisation for cast components, employing numerical modelling software to streamline design-to-production workflows and rapidly design cost efficient cast parts that are right first time. The solution achieved a 75% reduction in mass without compromising performance (Figures 17-18), demonstrating a significant material and cost saving compared to the original design.

- Modelling Damage in Composite Materials

Numerical modelling has been shown to provide a balance between cost and lead-times for predictive virtual testing of composite materials, with TWI engaging in a number of CRP and funded projects to assess the feasibility of using modelling tools to study damage initiation and propagation. Bringing this extensive research and knowledge together, our experts reviewed and evaluated techniques for damage modelling composites and investigated the material properties obtained from standardised experimental tests that are needed to implement damage models. The aim was to verify and validate a selected modelling approach for damage initiation and damage evolution in composite materials by comparison with benchmark samples. This study showed the promising value of using virtual testing to support the analysis of composite parts, either during the design phase or during the integrity assessment of in-service structures. In addition to conventional approaches using readily available commercial finite element software capabilities, we developed a phenomenological approach to the study of damage in composites. This involves a framework of experimental and modelling activities, with the main aim of achieving a closer representation of the behaviour of real materials (Figures 19-22).

Please contact us to find out more about our work with process modelling and simulation, and you can also find out more about the modelling and simulation services available at TWI, here:

https://www.twi-global.com/what-we-do/services-and-support/product-process-development/process-modelling-simulation

Figure 1. SLM double cantilevers after wire cutting
Figure 1. SLM double cantilevers after wire cutting
Figure 2. Image of residual stress after cutting
Figure 2. Image of residual stress after cutting
Figure 3. Comparison between experimental measurements and predictions of deflection
Figure 3. Comparison between experimental measurements and predictions of deflection
Figure 4. Prototype thermoacoustic generator (TAG) device
Figure 4. Prototype thermoacoustic generator (TAG) device
Figure 5. Metallurgical phase transformation framework applied to additive manufacturing processes: physical parts builds (top left), metallographic examinations (top right), physical state change prediction (bottom)
Figure 5. Metallurgical phase transformation framework applied to additive manufacturing processes: physical parts builds (top left), metallographic examinations (top right), physical state change prediction (bottom)
Figure 6. Thermal transients captured by in-situ monitoring of the laser powder bed fusion process
Figure 6. Thermal transients captured by in-situ monitoring of the laser powder bed fusion process
Figure 7. Hydrogen fuel tank demonstrator
Figure 7. Hydrogen fuel tank demonstrator
Figure 8. Hydrogen fuel tank demonstrator detail
Figure 8. Hydrogen fuel tank demonstrator detail
Figure 9. Schematic illustrating the LP-3D test rig
Figure 9. Schematic illustrating the LP-3D test rig
Figure 10. Temperatures predicted by the inverse heat transfer model (ISAAC) compared to experimental data
Figure 10. Temperatures predicted by the inverse heat transfer model (ISAAC) compared to experimental data
Figure 11 (a) Nano-indentation equipment at TWI; (b) typical heterogeneous microstructure of a multi-phase structural steel; (C) nanoindentation load-depth measurements on a heterogeneous microstructure
Figure 11 (a) Nano-indentation equipment at TWI; (b) typical heterogeneous microstructure of a multi-phase structural steel; (C) nanoindentation load-depth measurements on a heterogeneous microstructure
Figure 12. FE material model including polycrystalline microstructure; (b) typical Von-Mises stresses contour for the simulated indentation of the multi-phase material
Figure 12. FE material model including polycrystalline microstructure; (b) typical Von-Mises stresses contour for the simulated indentation of the multi-phase material
Figure 13. COV upper and lower bound curves approach
Figure 13. COV upper and lower bound curves approach
Figure 14. Finite element model of a cracked joint. The model was loaded at the left of the picture, through the brace, and constrained at the right of the picture. Symmetry means that only half the joint needs to be meshed
Figure 14. Finite element model of a cracked joint. The model was loaded at the left of the picture, through the brace, and constrained at the right of the picture. Symmetry means that only half the joint needs to be meshed
Figure 15. Image of FSW simulation of aluminium showing material flow around the tool
Figure 15. Image of FSW simulation of aluminium showing material flow around the tool
Figure 16. Comparison between experimental measurements and simulation prediction of torque
Figure 16. Comparison between experimental measurements and simulation prediction of torque
Figure 17. Bracket component before (left) and after (right) topology optimisation
Figure 17. Bracket component before (left) and after (right) topology optimisation
Figure 18. Casting simulation of the AM bracket
Figure 18. Casting simulation of the AM bracket
Figure 19. Comparison of constant strain rate (CSR) simulated data with experimental CSR data
Figure 19. Comparison of constant strain rate (CSR) simulated data with experimental CSR data
Figure 20. Representation of damage initiation using a CDM-based model: The damage occurs by matrix failure in tension at the outermost 90° ply
Figure 20. Representation of damage initiation using a CDM-based model: The damage occurs by matrix failure in tension at the outermost 90° ply
Figure 21. Inclusion of inherent defects (in red) in a four-point bending specimen model. The specimen under consideration is a 80mm x 13mm laminate, with [0/90/0/90/0]s stacking sequence. A python script was developed capable to introduce defects within the laminate, based on experimental statistical data from computed tomography scan of the defects
Figure 21. Inclusion of inherent defects (in red) in a four-point bending specimen model. The specimen under consideration is a 80mm x 13mm laminate, with [0/90/0/90/0]s stacking sequence. A python script was developed capable to introduce defects within the laminate, based on experimental statistical data from computed tomography scan of the defects
Figure 22. Example of fatigue master curves generated as a function of void volume fraction and applied stress. The experimental data points for composite laminates with a void fraction
Figure 22. Example of fatigue master curves generated as a function of void volume fraction and applied stress. The experimental data points for composite laminates with a void fraction
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