Eric Coatanéa

Eric Coatanéa
  • PhD
  • Professor (Full) at Tampere University

About

140
Publications
90,842
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1,548
Citations
Introduction
Eric works at Tampere University. He does research in modelling and simulation for Manufacturing and Engineering design. He is developing new Machine Learning methods and tools for additive manufacturing, early conceptual modelling, simulation and decision support using partial and ill-defined knowledge. His current most active project is Dimensional Analysis Conceptual Modelling Framework. He is also co-founder of two spin-off companies and act as head of the board of Dynavio cooperative.
Current institution
Tampere University
Current position
  • Professor (Full)
Additional affiliations
August 2016 - August 2017
Simon Fraser University
Position
  • Professor
January 2013 - July 2016
September 2001 - March 2015
Aalto University
Position
  • Professor (Associate)

Publications

Publications (140)
Article
The development of additive manufacturing has made these technologies suitable for fabricating end products. This encourages companies to identify quickly parts in large databases for which switching from traditional manufacturing technologies to additive manufacturing is convenient. Typically, the manufacturing process selection is made by experts...
Article
Full-text available
Fused filament fabrication (FFF) is a material extrusion-based process and one of the most popular additive manufacturing processes, widely used for rapid prototyping and manufacturing of polymeric parts. Despite the simplicity of the process, the polymer undergoes complex rheological properties’ transformation in this process. Understanding the rh...
Article
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Significant efforts have been made to understand the intricacies of the welding process using numerical methods, machine learning, dimensional, and scaling analyses. Dimensional analysis (DA) is used for qualitative studies of weld pool spreading, heat transfer in welding, welding parameters, and detachment-droplet formation in welding. Nevertheles...
Conference Paper
The Directed Energy Deposition-Arc (DED-Arc) process using high-strength low-alloyed (HSLA) feedstock wire has proven efficacy in manufacturing large-scale connectors between semi-finished steel parts for civil engineering. Traditionally, the energy-intensive hot-dip galvanizing process is used to protect carbon steels against corrosive environment...
Article
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Background Studies have revealed a lack of representation of skin of colour patients in academic sources of dermatologic diseases, including databases. This visual racism has consequently generated less comfort and confidence among the specialists in the care and attention of this ethnic group, including the opportunity of being correctly diagnosed...
Article
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The evolution of manufacturing systems toward Industry 4.0 and 5.0 paradigms has pushed the diffusion of Machine Learning (ML) in this field. As the number of articles using ML to support manufacturing functions is expanding tremendously, the main objective of this review article is to provide a comprehensive and updated overview of these applicati...
Conference Paper
Cold metal transfer wire and arc additive manufacturing (CMT-WAAM) is a type of metal additive manufacturing technology that has attracted attention in recent years due to its ability to print walls with less dimensional inaccuracies than regular WAAM. To print near net shape parts by CMT-WAAM, there is a need to define a set of height-related geom...
Conference Paper
Thermal history has a great effect on the part properties in metal additive manufacturing such as tensile strength and hardness. To study and control the thermal behavior of the AM processes, various data-driven thermal history modeling methods have been developed and tested on simulation data. However, their in-situ application scenarios are rarel...
Article
Full-text available
Cold metal transfer wire arc additive manufacturing (CMT-WAAM) has attracted attention in recent years due to its ability to print walls with higher dimensional accuracy than regular WAAM. To print near-net shape parts by CMT-WAAM, there is a need to define a set of height-related geometrical parameters (HGPs) that can capture, quantify, and compar...
Article
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This Extended Editorial has been compiled by the members of the Editorial Board to celebrate the 25th anniversary of the establishment of the Journal of Integrated Design and Process Science, which operates as the Transactions of the Society for Process and Design Science. The paper divides in three parts. The first part provides a detailed overvie...
Article
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For effective human–robot collaborative assembly, it is paramount to view both robots and humans as autonomous entities in that they can communicate, undertake different roles, and not be bound to pre-planned routines and task sequences. However, with very few exceptions, most of recent research assumes static pre-defined roles during collaboration...
Chapter
Wire arc additive manufacturing (WAAM) has gained prominence in its utilization in the manufacturing industry due to its ability to build large functional components at high deposition rates. Among the different metal additive manufacturing processes, WAAM has the potential for adoption in the industry due to the ease with which the system can be i...
Preprint
Full-text available
Cold metal transfer wire arc additive manufacturing (CMT-WAAM) has attracted attention in recent years due to its ability to print walls with higher dimensional accuracy than regular WAAM. To print near net shape parts by CMT-WAAM, there is a need to define a set of height-related geometrical parameters (HGPs) that can capture, quantify, and compar...
Article
Full-text available
The computational cost of modern simulation-based optimization tends to be prohibitive in practice. Complex design problems often involve expensive constraints evaluated through Finite Element Analysis or other computationally intensive procedures. To speed up the optimization process and deal with expensive constraints, a new dimension-selection b...
Article
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The material extrusion process is one of the most popular additive manufacturing processes. The presence of porosity in the MEX printed parts, which ultimately deteriorates the mechanical properties, is one of the main drawbacks of the MEX process. The porosity in the structure is related to the shape of the adjacent beads and overlapping during th...
Article
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This paper presents a roadmap to the application of AI techniques and big data (BD) for different modelling, design, monitoring, manufacturing and operation purposes of different superconducting applications. To help superconductivity researchers, engineers, and manufacturers understand the viability of using AI and BD techniques as future solution...
Article
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Automatically extracting knowledge from small datasets with a valid causal ordering is a challenge for current state-of-the-art methods in machine learning. Extracting other type of knowledge is important but challenging for multiple engineering fields where data are scarce and difficult to collect. This research aims to address this problem by pre...
Article
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The material extrusion process (MEX), also known as the fused filament fabrication process, has attracted attention in the manufacturing industry. A major obstacle to further application of the technology is the lack of mechanical strength due to the weak interlayer strength and poor coalescence between the adjacent beads. Understanding the effect...
Article
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Since some AI algorithms with high predictive power have impacted human integrity, safety has become a crucial challenge in adopting and deploying AI. Although it is impossible to prevent an algorithm from failing in complex tasks, it is crucial to ensure that it fails safely, especially if it is a critical system. Moreover, due to AI’s unbridled d...
Article
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Collaborative environments between humans and robots are often characterized by simultaneous tasks carried out in close proximity. Recognizing robot intent in such circumstances can be crucial for operator safety and cannot be determined from robot motion alone. Projecting robot intentions on the product or the part the operator is collaborating on...
Article
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Design and manufacturing sectors are vital agents of an economy. However, multiple challenges influence product designs such as the predicted scarcity of energy and primary materials, the ubiquitous integration of electronic components and computing science in systems’ architectures, the pervasive production of data by most systems, the emphasis gi...
Article
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An intelligent manufacturing paradigm requires material systems, manufacturing systems, and design engineering to be better connected. Surrogate models are used to couple product-design choices with manufacturing process variables and material systems, hence, to connect and capture knowledge and embed intelligence in the system. Later, optimisation...
Preprint
Collaborative environments between humans and robots are often characterized by simultaneous tasks carried out in close proximity. Recognizing robot intent in such circumstances can be crucial for operator safety and cannot be determined from robot motion alone. Projecting robot intentions on the product the operator is collaborating on has the adv...
Article
Alloy steels are commonly used in many industrial and consumer products to take advantage of their strength, ductility, and toughness properties. In addition, their machinability and weldability performance make alloy steels suitable for a range of manufacturing operations. The advent of additive manufacturing technologies, such as wire and arc add...
Chapter
Advancement in the production industry moves towards automation due to an increase in demand. Artificial intelligence (AI) has been introduced in industrial applications to this scope. With the help of AI, industrial applications become more efficient, accurate, and adaptive. Machine learning (ML) is a branch of AI and a popular tool for the improv...
Article
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Additive manufacturing has been presented as a novel and competitive method to achieve unprecedented part shapes and material complexities. Though this holds true in niche markets, the economic viability of additive manufacturing for large-scale industrial production is still in question. Companies often struggle to justify their investment in addi...
Article
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Knowledge is a central constituent of the societal infrastructure. Knowledge is produced, interchanged, represented, and used for different purposes. In societies, where tangible or intangible artifacts are essential elements of the interaction of humans with the environment, knowledge is a central piece of the reasoning and realization mechanisms...
Article
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This paper focuses on finite element modelling of temperature field in cylindrical grinding. The developed model is validated against two established and validated thermal models in cylindrical grinding. The models’ results are compared in terms of suitability for a digital twin application. The computation time requirement for a real-time temperat...
Article
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The scope of this research is to characterize and optimize the vibration-assisted ball burnishing of additively manufactured 18% Nickel Maraging steel for tooling applications. We evaluate the suitability of vibration-assisted ball burnishing as an alternative method to post-process additively manufactured tool steel. To do so, we assessed a single...
Conference Paper
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Research on human health and safety impacts of wire arc additive manufacturing is often overshadowed by the need for weld quality and mechanical strength improvements. To address this gap, a review of research literature is conducted focusing on the influence of welding process parameters, welding fumes, and fume exposure on worker health. The revi...
Conference Paper
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Increased competitiveness in the manufacturing industry demands optimizing performance at each level of an enterprise. Optimizing performance in terms of indicators such as manufacturing cost requires knowledge of cost-inducing variables from product design and manufacturing, and optimization of these variables. However, the number of variables tha...
Article
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In practical design work, a designer needs to consider the feasibility of a part for a manufacturing using additive manufacturing (AM) instead of conventional manufacturing (CM) technology. Traditionally and by default parts are assumed to be manufactured using CM and using AM as an alternative need to be justified. AM is currently often a more exp...
Article
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A Future Circular Collider (FCC) with a center-of-mass energy of 100 TeV and a circumference of around 100 km, or an energy upgrade of the LHC (HE-LHC) to 27 TeV require bending magnets providing 16 T in a 50 mm aperture. Several development programs for these magnets, based on Nb $_3$ Sn technology, are being pursued in Europe and in the US. In t...
Poster
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Additive manufacturing (AM) is revolutionizing the way in which raw materials can be saved, reused and optimized. LILIAM aims to set up a training programme in AM dedicated to operators, specialists, engineers, managers and new professionals to fill the actual lack of specialists able to take advantage of AM over the whole value chain (from raw mat...
Article
Achieving predictable, reliable, and cost-effective operations in wire and arc additive manufacturing is a key concern during production of complex-shaped functional metallic components for demanding applications, such as those found in aerospace and automotive industries. A metamodel combining localized submodels of the different physical phenomen...
Conference Paper
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Implementation of additive manufacturing into product manufacturing suffers from the challenge of part defects prediction. Due to interdependencies of design variables and manufacturing parameters in achieving suitable part quality, modelling methods are necessary to provide simulation capabilities for part quality analysis at early stages of produ...
Conference Paper
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Key performance indicators (KPIs) are used to monitor and improve manufacturing performance. A plethora of manufacturing KPIs are currently in use, with others continually being developed to meet organizational needs. However, obtaining the optimum KPI values at different organizational levels is challenging due to complex interactions between manu...
Article
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With the increasing design dimensionality, it is more difficult to solve multidisciplinary design optimization (MDO) problems. Many MDO decomposition strategies have been developed to reduce the dimensionality. Those strategies consider the design problem as a black-box function. However, practitioners usually have certain knowledge of their proble...
Conference Paper
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Summary: Design Space Exploration (DSE) is a critical step in the design process that aims at exploring, evaluating and selecting between design alternatives prior to implementation [1]. The design space represents the combination and interaction of independent variables in the problem of interest. Increasing the number of variables increases the c...
Article
Additive manufacturing (AM) continues to rise in popularity due to its various advantages over traditional manufacturing processes. AM interests industry, but achieving repeatable production quality remains problematic for many AM technologies. Thus, modeling different process variables in AM using machine learning can be highly beneficial in creat...
Article
This paper introduces an Open Modelling approach for Availability and Reliability of Systems (OpenMARS), which is developed for risk and performance assessment of large and complex systems with dynamic behaviours. The approach allows for combining the most common risk assessment and operation modelling techniques. This ensures a high degree of free...
Technical Report
Full-text available
This report describes the research work carried out and the results achieved in the Business Finland (Tekes) Research Benefit project “Industrialization of hybrid and additive manufacturing - Implementation to Finnish industry (HYBRAM)” in 2016 - 2018. This was a parallel project of industrial companies, VTT and TUT. Its aim was to industrialize ad...
Article
Full-text available
Dimensional Analysis Conceptual Modelling (DACM) is a framework used for conceptual modelling and simulation in system and product designs. The framework is based on cause–effect analysis between variables and functions in a problem. This article presents an approach that mobilizes concepts from the DACM framework to assist solve high-dimensional e...
Conference Paper
Additive manufacturing (AM) continues to rise in popularity due to its various advantages over traditional manufacturing processes. AM interests industry, but achieving repeatable production quality remains problematic for many AM technologies. Thus, modeling the influence of process variables on the production quality in AM can be highly beneficia...
Conference Paper
Full-text available
This article documents a study on artificial neural networks (ANNs) applied to the field of engineering and more specifically a study taking advantage of prior domain knowledge of engineering systems to improve the learning capabilities of ANNs by reducing the dimensionality of the ANNs. The proposed approach ultimately leads to training a smaller...
Article
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The quality of requirements is fundamental in engineering projects. Requirements are usually expressed partly or totally in a natural language (NL) format and come from different documents. Their qualities are difficult to analyze manually, especially when hundreds of thousands of them have to be considered. The assistance of software tools is beco...
Article
Full-text available
Modeling and simulation for additive manufacturing (AM) is commonly used in industry. Nevertheless, a central issue remaining is the integration of different models focusing on different objectives and targeting different levels of details. The objective of this work is to increase the prediction capability of characteristics and performances of ad...
Research
Dimensional Analysis Conceptual Modeling (DACM) framework is used for conceptual modeling and simulation in systems design. It fundamentally utilizes concepts from the well-practiced Dimensional Analysis (DA), functional modeling and bond graphing. The framework principally bases on cause-effect relationships between variables and functions in a pr...
Conference Paper
Model-based product design using computer simulation has become a standard design practice in most companies in mechanical engineering. However, there is a need for efficient simulation tools that can provide design-supporting information already at early design phase when the most important decisions are made. Design process and design tools need...
Conference Paper
Full-text available
With the increasing design dimensionality, it is more difficult to solve Multidisciplinary design optimization (MDO) problems. To reduce the dimensionality of MDO problems, many MDO decomposition strategies have been developed. However, those strategies consider the design problem as a black-box function. In practice, the designers usually have cer...
Article
Full-text available
Functional modeling is an analytical approach to design problems that is widely taught in certain academic communities but not often used by practitioners. This approach can be applied in multipleways to formalize the understanding of the systems, to support the synthesis of the design in the development of a new product, or to support the analysis...
Article
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Additive manufacturing technologies are opening new opportunities in term of production paradigm and manufacturing possibilities. Nevertheless, in term of environmental impact analysis supplementary research works require to be made in order to compare and evaluate them with traditional manufacturing processes. In this article, we propose to use Li...
Conference Paper
Full-text available
The application of additive manufacturing technologies in the industry is growing fast. This leads to an increasing need for reliable modeling techniques in the field of additive manufacturing. A methodology is proposed to systematically assess the influence of process parameters on the final characteristics of additively manufactured parts. The cu...
Conference Paper
Full-text available
Efforts towards a circular economy, increased possibilities of sensor technology and monitoring, and the developments in smart, connected products and systems have all contributed to the shift from selling products towards selling service-based offerings. Product-service systems are one example of service-based offerings, combining physical product...
Article
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This article presents the dimensional analysis conceptual modeling (DACM) framework, intended as a conceptual modeling mechanism for lifecycle systems engineering. DACM is a novel computer-aided method originally developed for military projects, but it's now available for other applications, too. The DACM framework is a powerful approach for specif...
Article
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This paper presents three interconnected developments made during the course of a recent collective research work, the development of a systematic graph-based search tool for physical contradictions, a ranking approach for defining the order of criticality of the design contradictions and the associated analysis of the different design strategies t...
Technical Report
Digital design and virtual engineering are nowadays the means for efficient machine design and product development. However, the full potential of the simulation-based approach has not been exploited. At the time of writing this SIMPRO project final report, Finland is going through a period of economic recession, and all the sectors are trying to...
Article
Full-text available
Additive manufacturing (AM) is expanding the manufacturing capabilities. However, quality of AM produced parts is dependent on a number of machine, geometry and process parameters. The variability of these parameters affects the manufacturing drastically and therefore standardized processes and harmonized methodologies need to be developed to chara...
Article
Full-text available
Time pressure imposed to the engineering design process is one fundamental constraint pushing engineers to rush into known solutions, to avoid analysing properly the environment of a design problem, to avoid modelling design problems and to take decision based on isolated evidences. Early phases in particular have to be kept short despite the large...
Article
Today, one of the major challenges in full-vehicle model creation is to get domain models from different experts while detecting any potential inconsistency problem before the IVVQ (Integration, Verification, Validation, and Qualification) phase. To overcome such challenges, Conceptual Design phase has been adapted to the current Model Development...
Conference Paper
The energy efficiency of machine tools is typically poor and there is potential to increase it. It is possible to effect the energy consumption of a cutting process by selecting suitable process parameters and tools. When the power usage of the machine tool is measured by cutting experiments, the energy efficiency of the machine tool effect of the...
Article
Today, one of the major challenges in full-vehicle model creation is to get domain models from different experts while detecting any potential inconsistency problem before the IVVQ (Integration, Verification, Validation, and Qualification) phase. To overcome such challenges, Conceptual Design phase has been adapted to the current Model Development...
Article
Full-text available
appears to be a key and critical stage of product lifecycle. Different models have been introduced in previous research to describe the conceptual design process. The RFBS model is one of them extending and deepening the existing FBS models. A previous paper was presenting the model and assuming the possible execution of the process tasks automatic...
Conference Paper
This paper explored the analogy between the medical area and product design. Many similarities, shared between the genetic mutation permitting human to ensure its survival and the product undergoing the introduction of new technologies to meet the market fluctuation, are found to propose this analogy. From creating genetic reference space to transp...
Article
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article accessible aussi en ligne via le lien suivant : www.cairn.info/revue-journal-of-innovation-economics-2014-3-page-59.htm.
Article
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The “hierarchical and linear model of innovation” (HLMI) is often used to describe how innovations are produced. HLMI presents several shortcomings and one possible way of overcoming them is to consider innovations from a system perspective. In order to achieve this, this article uses Kline and Rosenberg’s chain-linked model (CLM, 1985) as a starti...
Conference Paper
Full-text available
What is the fundamental similarity between investing in stock of a company, because you like the products of this company, and selecting a design concept, because you have been impressed by the esthetic quality of the presentation made by the team developing the concept? Except that both decisions are based on a surface analysis of the situations,...
Article
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During a system engineering process there are an important number of tasks that need to be organized, mapped together and recursively considered. The tasks that are mapped together are exchanging different flows of information and material. In this type of iterative processes, significant savings in term of development time can be made by providing...
Conference Paper
Full-text available
Design appears to be a key and critical stage of product lifecycle. Different models have been introduced in previous research to describe the conceptual design process. The RFBS model is one of them extending and deepening the existing FBS models. A previous paper was presenting the model and assuming the possible execution of the process tasks au...
Article
Full-text available
Product development is a challenging activity. The process begins with a description and representation of a design problem in form of a requirements document. It involves two phases: elicitation by description in Natural Language (NL) and clarification of the description. NL implies interpretation of terms within a context to avoid later misunders...
Chapter
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SynonymsEarly designDefinitionThis is a combination of tasks starting with the product design definition and modeling by using precise and neutral concepts coming from needs or ideas. This is followed by the generation of design concepts taking the different phases of the physical life cycle into account and ended by the evaluation of proposed desi...
Article
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EDITORIAL Organizing the Product Development Processes: Four Perspectives
Conference Paper
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The focus in the businesses of manufacturing and selling technological devices has been increasingly shifting from USA and Europe towards Asiatic countries due to cost-effectiveness and lower costs of resources. In the areas where costs are inevitably higher, new measures have to be considered in order to be able to compete in the global economy. I...
Conference Paper
Full-text available
In engineering design, the needs of stakeholders are often captured and expressed in natural language (NL). While this facilitates such tasks as sharing information with non-specialists, there are several associated problems including ambiguity, incompleteness, understandability, and testability. Traditionally, these issues were managed through ted...
Conference Paper
Full-text available
Managing requirements changes of complex systems and the potential impact of such changes represents a big issue for companies. Currently, commercial modelers propose tools for analyzing the direct impact of requirements changes on system design or code but the analysis of requirement change on other requirements remains seldom studied. This paper...
Conference Paper
Full-text available
The need for support related to the complexity management of systems engineering problems, specifically for requirements management and changes is especially necessary during the early stages of the systems engineering process. Indeed, these stages have a tremendous impact on the overall outcome of a project. If not anticipated at early stages, cha...
Conference Paper
Full-text available
The major concern of past and present industry is to find how to make and supply the products for fulfilling customer needs with minimal cost and time. With this motivation, Renault recently decided, in order to improve efficiency and reduce costs, to re-design their distributed and heterogeneous thermal comfort simulation model’s activities in ord...
Article
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This special issue provides a comprehensive overview of the key topics and state of the art of computer-aided tools and methodologies for early design stages. The goal is to find innovative answers to some of under-represented research domains and related research questions. Five articles have been selected for this issue, several considering Syste...
Article
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Customer value creation is pivotal for a company in order to be able to create value for their shareholders. Product-service systems (PSS) offer new ways for creating added value in comparison to selling traditional products with added services. The goal in this article is to study a product-service system design project and identify different inte...
Conference Paper
The scheduling of the design activities in product development process is a crucial step in early stages in order to achieve the project in time and cost-effective manner. In complex product development process, many dependency relationships or feedback loop could exist between design activities with multiple technical domains. Sequencing the desig...
Conference Paper
Being able to quickly model and simulate very early design solutions in the design process is an important practical issue for engineering designers. Early design is characterized by the small amount of quantitative data available at the beginning of the development process. The task is becoming cumbersome for engineers when in addition they do not...
Article
Full-text available
The early stages of the design process are keys in the development of products and services. Nevertheless, they are marked by multiple constraints imposed on them, such as, most notably, a limited amount of time available for modelling and evaluating ideas and concepts. The present article develops an approach for modelling, and simulating initial...
Conference Paper
Network-on-chip (NoC) has been proposed for SoC (System-on-Chip) as an alternative to on-chip bus-based interconnects to achieve better performance and lower energy consumption. Several approaches have been proposed to deal with NoCs design and can be classified into two main categories, design-time approaches and run-time approaches. Design-time a...

Questions

Questions (2)
Question
Hello again,
I read some of your material and this is a very interesting project. This is part of my research objective too and I will be very interested to discuss with you via perhaps a Skype meeting.
I am currently for one sabbatical here working at Simon Fraser University in Vancouver, Canada.
I was planning to visit some colleagues in Oregon state University probably during April. It might perhaps provide possibility to meet also?
Regards,
Eric
Question
Hello Professor Steward,
Thank you to inform me about the existence of your project.
Do you think that the approach named DACM (see attached document) that I have developed can be of interest for supporting your project?
Currently I am continuing the development by verifiying it in multiple validation cases (Additive Manufacturing, optimization of complex systems, CERN case study, etc.)
I am also working on stochastic aspects associated with the approach via Bayesian Networks. I want to use it in Life Cycle assessment and in circular economy cases.
With my Best Regards,
Eric

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