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@article{zhou2025human-machinecollaborationwith,
author = {Tiantian Zhou and Miaosi Dong and Pingbo Tang and Aslan Noorghasemi and Christopher McComb and Nikolas Martelaro},
citation = {ASCE International Conference on Computing in Civil Engineering (i3CE), 2025},
conference = {ASCE International Conference on Compu... | {
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"author": "Tiantian Zhou and Miaosi Dong and Pingbo Tang and Aslan Noorghasemi and Christopher McComb and Nikolas Martelaro",
"citation": "ASCE International Conference on Computing in Civil Engineering (i3CE), 2025",
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@article{chen2025multi-latticetopologyoptimization,
abstract = {Additive manufacturing enables the fabrication of multi-lattice structures, an advanced design approach featuring heterogeneous lattices at the mesoscale which are arranged to achieve a diverse and purposeful distribution of material properties at the mac... | {
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@article{noorghasemi2024evaluatingcommunitywell-being,
abstract = {Infrastructure provides an intricate system through which humans interact with each other and their environment, which is essential for community well-being. These systems, however, degrade over time and become less usable, either due to wear or abrupt... | {
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@article{chen2025enforcingtheprinciple,
abstract = {Time-dependent partial differential equations (PDEs) for classic physical systems are established based on the conservation of mass, momentum, and energy, which are ubiquitous in scientific and engineering applications. These PDEs are strictly local-dependent accordi... | {
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@article{mcgee2025guidinggeneralizedteam,
abstract = {The use of Artificial Intelligence (AI) to guide team dynamics has the potential to transform collaborative problem-solving processes. Existing approaches to doing so are trained on prior problem-specific data, limiting them to problems that have already been solve... | {
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@article{xu2025mindovermodality?,
author = {Zeda Xu and Nikolas Martelaro and Christopher McComb},
citation = {Design Science, 2025},
journal = {Design Science},
pub_year = {2025},
title = {Mind Over Modality? The Impact of Design Representation on Shared Understanding in Collaborative Student Engineering Design}
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@article{panta2025meda:amulti-agentic,
author = {Nirmal Panta and Saugat Kafley and Rujal Acharya and Sashank Parajuli and Dikshya Parajuli and Prince Panta and Saroj Belbase and Sudikshya Pant and Amit Regmi and Akio Tanaka and Christopher McComb},
citation = {International Design Engineering Technical Conferences a... | {
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@article{ezemba2025neuralnetworksurrogate,
author = {Jessica Ezemba and Christopher McComb and Conrad Tucker},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineeri... | {
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@article{badwe2025iloveclamp:,
author = {Manali Badwe and Tobias Mahan and Jessica Menold and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engin... | {
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"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
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@article{ying2025evaluatingtherole,
author = {Megan Ying and Daniele Grandi and Allin Groom and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Eng... | {
"ENTRYTYPE": "article",
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"author": "Megan Ying and Daniele Grandi and Allin Groom and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Tec... | 0P9w_S0AAAAJ:bKqednn6t2AC | 1 | https://scholar.google.com/scholar?oi=bibs&hl=en&cites=13442315517303788509 | [
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@article{lapp2019kaboom:anagent-based,
abstract = {The performance of a design team is influenced by each team member’s unique cognitive style – i.e., their preferred manner of managing structure as they solve problems, make decisions, and seek to bring about change. Cognitive style plays an important role in how team... | {
"ENTRYTYPE": "article",
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] | https://www.cambridge.org/core/journals/design-science/article/kaboom-an-agentbased-model-for-simulating-cognitive-style-in-team-problem-solving/DA2EA6A5A1E4472707B9C8C5FF642EA0 | /scholar?oi=bibs&hl=en&q=related:3HnfEr1kxkEJ:scholar.google.com/ | [
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@article{mccomb2015liftingtheveil:,
abstract = {Novel design methodologies are often evaluated through studies involving human designers, but such studies can incur a high personnel cost. It can also be difficult to isolate the effects of specific team or individual characteristics. This work introduces the Cognitivel... | {
"ENTRYTYPE": "article",
"ID": "mccomb2015liftingtheveil:",
"abstract": "Novel design methodologies are often evaluated through studies involving human designers, but such studies can incur a high personnel cost. It can also be difficult to isolate the effects of specific team or individual characteristics. This... | 0P9w_S0AAAAJ:Se3iqnhoufwC | 129 | https://scholar.google.com/scholar?oi=bibs&hl=en&cites=9935131890727250881 | [
"9935131890727250881"
] | https://www.sciencedirect.com/science/article/pii/S0142694X15000496 | /scholar?oi=bibs&hl=en&q=related:wetz59Ct4IkJ:scholar.google.com/ | [
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@article{raina2019learningtodesign,
abstract = {Humans as designers have quite versatile problem-solving strategies. Computer agents on the other hand can access large-scale computational resources to solve certain design problems. Hence, if agents can learn from human behavior, a synergetic human-agent problem-solvin... | {
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"abstract": "Humans as designers have quite versatile problem-solving strategies. Computer agents on the other hand can access large-scale computational resources to solve certain design problems. Hence, if agents can learn from human behavior, a synerg... | 0P9w_S0AAAAJ:O3NaXMp0MMsC | 148 | https://scholar.google.com/scholar?oi=bibs&hl=en&cites=3420341011426968484 | [
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] | https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/141/11/111102/955339 | /scholar?oi=bibs&hl=en&q=related:pAPONAd-dy8J:scholar.google.com/ | [
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@article{zhang2021acautionarytale,
abstract = {Recent advances in artificial intelligence (AI) offer opportunities for integrating AI into human design teams. Although various AIs have been developed to aid engineering design, the impact of AI usage on human design teams has received scant research attention. This res... | {
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"ID": "zhang2021acautionarytale",
"abstract": "Recent advances in artificial intelligence (AI) offer opportunities for integrating AI into human design teams. Although various AIs have been developed to aid engineering design, the impact of AI usage on human design teams has received sca... | 0P9w_S0AAAAJ:q3oQSFYPqjQC | 200 | https://scholar.google.com/scholar?oi=bibs&hl=en&cites=13862579487630350310 | [
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] | https://www.sciencedirect.com/science/article/pii/S0142694X21000016 | /scholar?oi=bibs&hl=en&q=related:5tfSzpjGYcAJ:scholar.google.com/ | [
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@article{williams2019designrepositoryeffectiveness,
abstract = {Machine learning can be used to automate common or time-consuming engineering tasks for which sufficient data already exist. For instance, design repositories can be used to train deep learning algorithms to assess component manufacturability; however, me... | {
"ENTRYTYPE": "article",
"ID": "williams2019designrepositoryeffectiveness",
"abstract": "Machine learning can be used to automate common or time-consuming engineering tasks for which sufficient data already exist. For instance, design repositories can be used to train deep learning algorithms to assess component... | 0P9w_S0AAAAJ:BqipwSGYUEgC | 142 | https://scholar.google.com/scholar?oi=bibs&hl=en&cites=3123781173515911231 | [
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] | https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/141/11/111701/955346 | /scholar?oi=bibs&hl=en&q=related:PwB4Q23mWSsJ:scholar.google.com/ | [
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@article{mccomb2017optimizingdesignteams,
abstract = {The performance of a team with the right characteristics can exceed the mere sum of the constituent members' individual efforts. However, a team having the wrong characteristics may perform more poorly than the sum of its individuals. Therefore, it is vital that te... | {
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] | https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/139/4/041101/421818 | /scholar?oi=bibs&hl=en&q=related:6NL_DvASi5EJ:scholar.google.com/ | [
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@article{mccomb2015rollingwiththe,
abstract = {Designers must often create solutions to problems that exhibit dynamic characteristics. For instance, a client might modify specifications after design has commenced, or a competitor may introduce a new technology or feature. This paper presents a cognitive study that was... | {
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] | https://www.sciencedirect.com/science/article/pii/S0142694X14000659 | /scholar?oi=bibs&hl=en&q=related:jBsHD_47VEEJ:scholar.google.com/ | [
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@article{mccomb2017capturinghumansequence-learning,
abstract = {Designers often search for new solutions by iteratively adapting a current design. By engaging in this search, designers not only improve solution quality but also begin to learn what operational patterns might improve the solution in future iterations. P... | {
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@article{mccomb2017miningprocessheuristics,
abstract = {Configuration design problems, characterized by the assembly of components into a final desired solution, are common in engineering design. Various theoretical approaches have been offered for solving configuration type problems, but few studies have examined the... | {
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@article{alzayed2021areyoufeeling,
abstract = {Having empathy in the design process can help engineers relate to the end-user by identifying what and why certain experiences are meaningful. While there have been efforts to identify the factors that impact empathic tendencies in engineering, there has been limited evid... | {
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@article{song2020towardhybridteams:,
abstract = {Human-computer hybrid teams can meet challenges in designing complex engineered systems. However, the understanding of interaction in the hybrid teams is lacking. We review the literature and identify four key attributes to construct design research platforms that suppo... | {
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@article{song2022decodingtheagility,
abstract = {Although necessary for complex problem solving, such as engineering design, team agility is often difficult to achieve in practice. The evolution of Artificial Intelligence (AI) affords unique opportunities for supporting team problem solving. While integrating assistiv... | {
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"abstract": "Although necessary for complex problem solving, such as engineering design, team agility is often difficult to achieve in practice. The evolution of Artificial Intelligence (AI) affords unique opportunities for supporting team problem solv... | 0P9w_S0AAAAJ:UHK10RUVsp4C | 92 | https://scholar.google.com/scholar?oi=bibs&hl=en&cites=12483581656711157753 | [
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@article{raina2019transferringdesignstrategies,
abstract = {Solving any design problem involves planning and strategizing, where intermediate processes are identified and then sequenced. This is an abstract skill that designers learn over time and then use across similar problems. However, this transfer of strategies ... | {
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@article{gyory2022humanversusartificial,
abstract = {Managing the design process of teams has been shown to considerably improve problem-solving behaviors and resulting final outcomes. Automating this activity presents significant opportunities in delivering interventions that dynamically adapt to the state of a team ... | {
"ENTRYTYPE": "article",
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"abstract": "Managing the design process of teams has been shown to considerably improve problem-solving behaviors and resulting final outcomes. Automating this activity presents significant opportunities in delivering interventions that dynamicall... | 0P9w_S0AAAAJ:dTyEYWd-f8wC | 82 | https://scholar.google.com/scholar?oi=bibs&hl=en&cites=4215114512571339010 | [
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@article{murphy2018usingautoencodedvoxel,
abstract = {Additive Manufacturing (AM) allows designers to create intricate geometries that were once too complex or expensive to achieve through traditional manufacturing processes. Currently, designing parts using features specific to AM, commonly referred to as Design for ... | {
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@article{mccomb2016utilizingmarkovchains,
abstract = {Design often involves searching for a final design solution by iteratively modifying and adjusting a current design. Through this process designers are able to improve the quality of the current design and also learn what patterns of operations are most likely to l... | {
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@article{shea2025expandingthegenerative,
abstract = {Research in design grammars has been underway for over 50 years and has demonstrated great generative power for a wide range of design and engineering domains. A key limitation, though, is the lack of support for designers to develop and computationally implement fo... | {
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"abstract": "Research in design grammars has been underway for over 50 years and has demonstrated great generative power for a wide range of design and engineering domains. A key limitation, though, is the lack of support for designers to develop a... | 0P9w_S0AAAAJ:u-coK7KVo8oC | 4 | /scholar?hl=en&cites=620522243914073527 | [
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@article{agrawal2026adaptivelearningof,
abstract = {Multifidelity reinforcement learning (RL) frameworks significantly enhance the efficiency of engineering design by leveraging analysis models with varying levels of accuracy and computational costs. The prevailing methodologies, characterized by transfer learning, hu... | {
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@article{natasha2025cara:thecorporate,
abstract = {Artificial Intelligence (AI) adoption is rapidly transforming industries, yet many organizations struggle to assess their readiness for AI integration. This paper introduces the Corporate AI Readiness Assessment (CARA), a tool designed to evaluate an organization’s pr... | {
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"abstract": "Artificial Intelligence (AI) adoption is rapidly transforming industries, yet many organizations struggle to assess their readiness for AI integration. This paper introduces the Corporate AI Readiness Assessment (CARA), a tool designed t... | 0P9w_S0AAAAJ:fbc8zXXH2BUC | 3 | /scholar?hl=en&cites=1791473771072055750 | [
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@article{ezemba2026neuralnetworksurrogate,
abstract = {Modern engineering design increasingly relies on probabilistic simulation to account for uncertainties in geometry and loading conditions. The stochastic finite element method (SFEM) has become standard as a way to address this need, using thousands of determinist... | {
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"abstract": "Modern engineering design increasingly relies on probabilistic simulation to account for uncertainties in geometry and loading conditions. The stochastic finite element method (SFEM) has become standard as a way to address this need,... | 0P9w_S0AAAAJ:Aul-kAQHnToC | 2 | /scholar?hl=en&cites=2965333751436066306,7277214497557022303 | [
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@article{doctorarastoo2026forgingempire:a,
abstract = {People spend the majority of their lives within built environments, whose design can profoundly influence human- and community-centered outcomes such as social capital formation, access to opportunity, public health, and resilience to disruption. Just as the built... | {
"ENTRYTYPE": "article",
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"abstract": "People spend the majority of their lives within built environments, whose design can profoundly influence human- and community-centered outcomes such as social capital formation, access to opportunity, public health, and resilience t... | 0P9w_S0AAAAJ:LgRImbQfgY4C | 1 | /scholar?hl=en&cites=767847331905119443 | [
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] | https://www.sciencedirect.com/science/article/pii/S0198971526000207 | /scholar?oi=bibs&hl=en&q=related:06TvgxTxpwoJ:scholar.google.com/ | [
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@article{mehta2026vizarqa:afoundation,
abstract = {Environmental simulations are critical in early-stage design, offering insights into factors like solar radiation, airflow, and climate responsiveness. However, interpreting these simulation outputs is time consuming and requires expert reasoning, which can slow down ... | {
"ENTRYTYPE": "article",
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"abstract": "Environmental simulations are critical in early-stage design, offering insights into factors like solar radiation, airflow, and climate responsiveness. However, interpreting these simulation outputs is time consuming and requires expert ... | 0P9w_S0AAAAJ:4X0JR2_MtJMC | 1 | /scholar?hl=en&cites=18076949393170837947 | [
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] | https://asmedigitalcollection.asme.org/sustainablebuildings/article/7/2/021002/1232896 | /scholar?oi=bibs&hl=en&q=related:uzGpgrI53voJ:scholar.google.com/ | [
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@article{kahlon2025developinganai-assisted,
abstract = {As Design Computing becomes central to design practice, publications in the field continue to increase. In this situation, researchers need to find new ways to effectively utilize the abundance of information available. Naturally, computational tools emerge as a ... | {
"ENTRYTYPE": "article",
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"abstract": "As Design Computing becomes central to design practice, publications in the field continue to increase. In this situation, researchers need to find new ways to effectively utilize the abundance of information available. Naturally, c... | 0P9w_S0AAAAJ:vDZJ-YLwNdEC | 1 | /scholar?hl=en&cites=3503878331716270780,16625700129595005820 | [
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] | https://tus.elsevierpure.com/en/publications/developing-an-ai-assisted-approach-for-surveying-caad-research-an/ | /scholar?oi=bibs&hl=en&q=related:vPoiQsdGoDAJ:scholar.google.com/ | [
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@article{doctorarastoo2025comparativeevaluationof,
abstract = {The capacity to predict human spatial preferences within built environments is instrumental for developing Cyber-Physical-Social Infrastructure Systems (CPSIS). A significant challenge in this domain is the generalizability of preference models, particular... | {
"ENTRYTYPE": "article",
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@article{ying2026aligningagentswith,
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@article{mudzurandende2026characterizingsequentialpatterns,
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@article{ezemba2025openseesime:alarge-scale,
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@article{xu2025graph-baseddomaindecomposition,
abstract = {Cardiovascular flow simulations require high-fidelity computational fluid dynamics modeling to accurately capture complex hemodynamic phenomena. However, this can impose an enormous computational burden, hindering computational translations of computational to... | {
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"abstract": "Cardiovascular flow simulations require high-fidelity computational fluid dynamics modeling to accurately capture complex hemodynamic phenomena. However, this can impose an enormous computational burden, hindering computational t... | 0P9w_S0AAAAJ:gVv57TyPmFsC | 0 | null | null | https://meetings-archive.aps.org/dfd/2025/z12/9/ | /scholar?oi=bibs&hl=en&q=related:4Ltjyo4eZzoJ:scholar.google.com/ | [
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@article{xu2025cecin'estpas,
abstract = {With generative AI-powered design tools, designers and engineers can efficiently generate large numbers of design ideas. However, efficient exploration of these ideas requires designers to select a smaller group of potential solutions for further development. Therefore, the abi... | {
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@article{noorghasemi2025agent-basedmodelingfor,
author = {Aslan Noorghasemi and Yinshuang Xiao and Zhenghui Sha and Ming Xiao and Christopher McComb},
citation = {Authorea Preprints, 2025},
journal = {Authorea Preprints},
pub_year = {2025},
publisher = {Authorea},
title = {Agent-Based Modeling for the Evaluation ... | {
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@article{mcgee2025areal-timeautomatic,
abstract = {Effective teamwork is essential for engineering design, but communication challenges can hinder collaboration. Interaction Dynamics Notation (IDN) provides a structured framework for analyzing team interactions, but its manual coding process is time-consuming and impr... | {
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"abstract": "Effective teamwork is essential for engineering design, but communication challenges can hinder collaboration. Interaction Dynamics Notation (IDN) provides a structured framework for analyzing team interactions, but its manual coding pro... | 0P9w_S0AAAAJ:ZzlSgRqYykMC | 0 | null | null | https://asmedigitalcollection.asme.org/IDETC-CIE/proceedings-abstract/IDETC-CIE2025/89244/1225964 | /scholar?oi=bibs&hl=en&q=related:-bpfBSVlGy0J:scholar.google.com/ | [
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@article{liew2022communitysurveydata,
abstract = {{"Abstract":["This dataset presents the results of a community survey that was designed to better understand the effects of permafrost degradation and coastal erosion on civil infrastructure. Observations were collected from residents in four Arctic coastal communities... | {
"ENTRYTYPE": "article",
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"abstract": "{\"Abstract\":[\"This dataset presents the results of a community survey that was designed to better understand the effects of permafrost degradation and coastal erosion on civil infrastructure. Observations were collected from residents ... | 0P9w_S0AAAAJ:artPoR2Yc-kC | 0 | null | null | https://par.nsf.gov/biblio/10657924 | /scholar?oi=bibs&hl=en&q=related:4DOR5V-mx1MJ:scholar.google.com/ | [
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@article{panta2025pressnet:aforming,
abstract = {The press forming process is critical for manufacturing a wide array of products from materials such as metal and glass. Each forming process requires an accurate simulation beforehand to support design optimization and to prevent defects in the actual manufacturing of ... | {
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"abstract": "The press forming process is critical for manufacturing a wide array of products from materials such as metal and glass. Each forming process requires an accurate simulation beforehand to support design optimization and to prevent defects ... | 0P9w_S0AAAAJ:3htObqc8RwsC | 0 | null | null | https://asmedigitalcollection.asme.org/IDETC-CIE/proceedings-abstract/IDETC-CIE2025/89213/1225838 | /scholar?oi=bibs&hl=en&q=related:Df54jnmc_GoJ:scholar.google.com/ | [
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@article{xu2026energy-basedfeatureextraction,
abstract = {Machine learning (ML) based surrogate models offer the potential to accelerate real-world engineering simulations involving millions of elements by bypassing the need for full-scale numerical simulations. However, current model capacities and available GPU memo... | {
"ENTRYTYPE": "article",
"ID": "xu2026energy-basedfeatureextraction",
"abstract": "Machine learning (ML) based surrogate models offer the potential to accelerate real-world engineering simulations involving millions of elements by bypassing the need for full-scale numerical simulations. However, current model ca... | 0P9w_S0AAAAJ:HeT0ZceujKMC | 1 | /scholar?hl=en&cites=13586233151654801809 | [
"13586233151654801809"
] | https://www.sciencedirect.com/science/article/pii/S0045793025004189 | /scholar?oi=bibs&hl=en&q=related:kTEFiBH_i7wJ:scholar.google.com/ | [
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@article{xu2025fastsuper-resolutionanalysis,
abstract = {Modern engineering design requires high-fidelity simulations, which can impose an enormous computational burden and slow the speed of design iteration. Data-driven up-sampling methods like physics-informed neural networks (PINNs) help reduce the computational re... | {
"ENTRYTYPE": "article",
"ID": "xu2025fastsuper-resolutionanalysis",
"abstract": "Modern engineering design requires high-fidelity simulations, which can impose an enormous computational burden and slow the speed of design iteration. Data-driven up-sampling methods like physics-informed neural networks (PINNs) h... | 0P9w_S0AAAAJ:KbBQZpvPDL4C | 0 | null | null | https://asmedigitalcollection.asme.org/IDETC-CIE/proceedings-abstract/IDETC-CIE2025/89206/1225749 | /scholar?oi=bibs&hl=en&q=related:pRDA0WvU2qAJ:scholar.google.com/ | [
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-0.27727276086807... | 2026-07-17 | null | null | null | null | null | null | null | null | null | null | null | null |
@article{noorghasemi2025keepdelta:apython,
abstract = {Efficiently managing evolving data is crucial in applications like computational simulations and sensing, where dynamic data tracking and processing are essential. In simulations, the traditional method known as full-state encoding stores the entire system state, ... | {
"ENTRYTYPE": "article",
"ID": "noorghasemi2025keepdelta:apython",
"abstract": "Efficiently managing evolving data is crucial in applications like computational simulations and sensing, where dynamic data tracking and processing are essential. In simulations, the traditional method known as full-state encoding s... | 0P9w_S0AAAAJ:LhH-TYMQEocC | 1 | /scholar?hl=en&cites=14379664517763561197 | [
"14379664517763561197"
] | https://joss.theoj.org/papers/10.21105/joss.08075.pdf | /scholar?oi=bibs&hl=en&q=related:7faVMrHUjscJ:scholar.google.com/ | [
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... | 2026-07-17 | null | null | null | null | null | null | null | null | null | null | 1 | null |
@article{shockley2025theimpactof,
abstract = {Collaborative design in engineering is crucial, requiring input from multiple domains. Common design representations, such as CAD models, textual descriptions, and hand sketches, influence team behaviors and dynamics, potentially affecting participation equality. Prior res... | {
"ENTRYTYPE": "article",
"ID": "shockley2025theimpactof",
"abstract": "Collaborative design in engineering is crucial, requiring input from multiple domains. Common design representations, such as CAD models, textual descriptions, and hand sketches, influence team behaviors and dynamics, potentially affecting pa... | 0P9w_S0AAAAJ:ODE9OILHJdcC | 0 | null | null | https://asmedigitalcollection.asme.org/IDETC-CIE/proceedings-abstract/IDETC-CIE2025/89244/1225986 | /scholar?oi=bibs&hl=en&q=related:PLyowbLpbbIJ:scholar.google.com/ | [
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-0.18337121605873... | 2026-07-17 | null | null | null | null | null | null | null | null | null | null | null | null |
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