Select Publications

Book Chapters

Wang Y; Liu L; Liu A, 2020, 'Conceptual design driven digital twin configuration', in Digital Twin Driven Smart Design, Academic Press, http://dx.doi.org/10.1016/B978-0-12-818918-4.00003-8

Wang Y; Liu A; Tao F; Nee A, 2020, 'Digital twin driven conceptual design', in Digital Twin Driven Smart Design, Academic Press, http://dx.doi.org/10.1016/B978-0-12-818918-4.00002-6

Wang L; Tao F; Liu A; Nee A, 2020, 'Digital twin driven design evaluation', in Digital Twin Driven Smart Design, Academic Press, http://dx.doi.org/10.1016/B978-0-12-818918-4.00005-1

Zhang M; Sui F; Liu A; Tao F; Nee A, 2020, 'Digital twin driven smart product design framework', in Digital Twin Driven Smart Design, Academic Press, http://dx.doi.org/10.1016/B978-0-12-818918-4.00001-4

Lai Y; Wang Y; Ireland R; Liu A, 2020, 'Digital twin driven virtual verification', in Digital Twin Driven Smart Design, Academic Press, http://dx.doi.org/10.1016/B978-0-12-818918-4.00004-X

Edited Books

Tao F; Liu A; Hu T; Nee A, (eds.), 2020, Digital Twin Driven Smart Design, http://dx.doi.org/10.1016/C2018-0-04250-4

Journal articles

Liu A; Lu S, 2020, 'Functional design framework for innovative design thinking in product development', CIRP Journal of Manufacturing Science and Technology, vol. 30, pp. 105 - 117, http://dx.doi.org/10.1016/j.cirpj.2020.04.008

Wang X; Wang Y; Tao F; Liu A, 2020, 'New Paradigm of Data-Driven Smart Customisation through Digital Twin', Journal of Manufacturing Systems, http://dx.doi.org/10.1016/j.jmsy.2020.07.023

Zhang Y; Xu X; Liu A; Lu Q; Xu L; Tao F, 2019, 'Blockchain-Based Trust Mechanism for IoT-Based Smart Manufacturing System', IEEE Transactions on Computational Social Systems, vol. 6, pp. 1386 - 1394, http://dx.doi.org/10.1109/TCSS.2019.2918467

Wei W; Tian Z; Peng C; Liu A; Zhang Z, 2019, 'Product family flexibility design method based on hybrid adaptive ant colony algorithm', Soft Computing, vol. 23, pp. 10509 - 10520, http://dx.doi.org/10.1007/s00500-018-3622-y

Liu A; Teo I; Chen D; Lu S; Wuest T; Zhang Z; Tao F, 2019, 'Biologically Inspired Design of Context-Aware Smart Products', Engineering, vol. 5, pp. 637 - 645, http://dx.doi.org/10.1016/j.eng.2019.06.005

Tao F; Sui F; Liu A; Qi Q; Zhang M; Song B; Guo Z; Lu SCY; Nee AYC, 2019, 'Digital twin-driven product design framework', International Journal of Production Research, vol. 57, pp. 3935 - 3953, http://dx.doi.org/10.1080/00207543.2018.1443229

Tao F; Zhang H; Liu A; Nee AYC, 2019, 'Digital Twin in Industry: State-of-the-Art', IEEE Transactions on Industrial Informatics, vol. 15, pp. 2405 - 2415, http://dx.doi.org/10.1109/TII.2018.2873186

Dai Y; Lu S; Liu A, 2019, 'Student pathways to understanding the global virtual teams: an ethnographic study', Interactive Learning Environments, vol. 27, pp. 3 - 14, http://dx.doi.org/10.1080/10494820.2018.1448286

Liu A; Wang Y; Teo I; Lu S, 2019, 'Constraint management for concept ideation in conceptual design', CIRP Journal of Manufacturing Science and Technology, vol. 24, pp. 35 - 48, http://dx.doi.org/10.1016/j.cirpj.2018.11.006

Qi Q; Tao F; Hu T; Anwer N; Liu A; Wei Y; Wang L; Nee AYC, 2019, 'Enabling technologies and tools for digital twin', Journal of Manufacturing Systems, http://dx.doi.org/10.1016/j.jmsy.2019.10.001

Chen D; Zhang D; Liu A, 2019, 'Intelligent Kano classification of product features based on customer reviews', CIRP Annals, vol. 68, pp. 149 - 152, http://dx.doi.org/10.1016/j.cirp.2019.04.046

Sheng L; Li W; Jiang S; Chen J; Liu A, 2019, 'Nonlinear torsional vibration analysis of motor rotor system in shearer semi-direct drive cutting unit under electromagnetic and load excitation', Nonlinear Dynamics, http://dx.doi.org/10.1007/s11071-019-04878-x

Dai Y; Liu A, 2019, 'Understanding student variances in learning outcomes and task interpretations from multimedia presentations', British Journal of Educational Technology, vol. 50, pp. 2685 - 2702, http://dx.doi.org/10.1111/bjet.12715

Ireland R; Liu A, 2018, 'Application of data analytics for product design: Sentiment analysis of online product reviews', CIRP Journal of Manufacturing Science and Technology, vol. 23, pp. 128 - 144, http://dx.doi.org/10.1016/j.cirpj.2018.06.003

Tao F; Qi Q; Liu A; Kusiak A, 2018, 'Data-driven smart manufacturing', Journal of Manufacturing Systems, vol. 48, pp. 157 - 169, http://dx.doi.org/10.1016/j.jmsy.2018.01.006

Wei W; Liang H; Wuest T; Liu A, 2018, 'A new module partition method based on the criterion and noise functions of robust design', International Journal of Advanced Manufacturing Technology, vol. 94, pp. 3275 - 3285, http://dx.doi.org/10.1007/s00170-016-9797-4

Zhang Z; Liu L; Wei W; Tao F; Li T; Liu A, 2017, 'A Systematic Function Recommendation Process for Data-Driven Product and Service Design', Journal of Mechanical Design, Transactions of the ASME, vol. 139, http://dx.doi.org/10.1115/1.4037610

Liu A; Lu S; Zhang Z; Li T; Xie Y, 2017, 'Function recommender system for product planning and design', CIRP Annals - Manufacturing Technology, vol. 66, pp. 181 - 184, http://dx.doi.org/10.1016/j.cirp.2017.04.041

Liu A; Lu SCY, 2016, 'A crowdsourcing design framework for concept generation', CIRP Annals - Manufacturing Technology, vol. 65, pp. 177 - 180, http://dx.doi.org/10.1016/j.cirp.2016.04.021

Dai Y; Liu A; Morrison J; Lu S, 2016, 'Systemic design of interactive learning environment for global engineering courses', International Journal of Engineering Education, vol. 32, pp. 2597 - 2611

Wei W; Liu A; Lu SCY; Wuest T, 2015, 'A multi-principle module identification method for product platform design', Journal of Zhejiang University: Science A, vol. 16, http://dx.doi.org/10.1631/jzus.A1400263

Liu A; Lu SCY, 2015, 'A new coevolution process for conceptual design', CIRP Annals - Manufacturing Technology, vol. 64, pp. 153 - 156, http://dx.doi.org/10.1016/j.cirp.2015.04.020

Liu A; Dai Y; Lu S, 2015, 'Effectiveness of e-learning 2.0 tools and services to support learner-learner virtual interactions in a global engineering class', International Journal of Engineering Education, vol. 31, pp. 553 - 566

Green JL; Dai Y; Joo J; Williams E; Liu A; Lu SCY, 2015, 'Interdisciplinary dialogues as a site for reflexive exploration of conceptual understandings of teaching–learning relationships', Pedagogies, vol. 10, pp. 86 - 103, http://dx.doi.org/10.1080/1554480X.2014.999774

Liu A; Lu SCY, 2014, 'Alternation of analysis and synthesis for concept generation', CIRP Annals - Manufacturing Technology, vol. 63, pp. 177 - 180, http://dx.doi.org/10.1016/j.cirp.2014.03.094

Liu A; Lu SCY, 2013, 'Impacts of synthesis reasoning on ideation effectiveness in conceptual design', Journal of Mechanical Design, Transactions of the ASME, vol. 135, http://dx.doi.org/10.1115/1.4024086

Lu SCY; Liu A, 2012, 'Abductive reasoning for design synthesis', CIRP Annals - Manufacturing Technology, vol. 61, pp. 143 - 146, http://dx.doi.org/10.1016/j.cirp.2012.03.062

Lu SCY; Liu A, 2011, 'Subjectivity and objectivity in design decisions', CIRP Annals - Manufacturing Technology, vol. 60, pp. 161 - 164, http://dx.doi.org/10.1016/j.cirp.2011.03.122

Conference Papers

Wang X; Wang Y; Liu A, 2020, 'Determining Customer-Focused Product Features through Social Network Analysis', in Procedia CIRP, pp. 704 - 709, http://dx.doi.org/10.1016/j.procir.2020.02.227

Wang Y; Wang X; Liu A, 2020, 'Digital Twin-Driven Analysis of Design Constraints', in Procedia CIRP, pp. 716 - 721, http://dx.doi.org/10.1016/j.procir.2020.02.229

Wang Y; Wang X; Liu A, 2020, 'Digital twin-driven supply chain planning', in Procedia CIRP, pp. 198 - 203, http://dx.doi.org/10.1016/j.procir.2020.04.154

Medini K; Andersen AL; Wuest T; Christensen B; Wiesner S; Romero D; Liu A; Tao F, 2020, 'Highlights in Customer-driven Operations Management Research', in Procedia CIRP, pp. 12 - 19, http://dx.doi.org/10.1016/j.procir.2020.01.026

Wei W; Yuan J; Liu A, 2020, 'Manufacturing data-driven process adaptive design method', in Procedia CIRP, pp. 728 - 734, http://dx.doi.org/10.1016/j.procir.2020.02.230

Wang X; Wang Y; Liu A, 2020, 'Trust-driven vehicle product-service system: A blockchain approach', in Procedia CIRP, pp. 593 - 598, http://dx.doi.org/10.1016/j.procir.2020.04.149

Cheng J; Zou X; Zuo Y; Liu A; Tao F, 2019, 'A variable frequency sampling method for sudden small-volume data and conventional large-volume data', in Procedia CIRP, Ljubljana, Slovenia, pp. 1319 - 1324, presented at 52nd CIRP Conference on Manufacturing Systems, Ljubljana, Slovenia, 12 June 2019 - 14 June 2019, http://dx.doi.org/10.1016/j.procir.2019.04.020

Li Q; Liu A, 2019, 'Big data driven supply chain management', in Procedia CIRP, Ljubljana, Slovenia, pp. 1089 - 1094, presented at 52nd CIRP Conference on Manufacturing Systems (CMS), Ljubljana, Slovenia, June 12-14, 2019, Ljubljana, Slovenia, 12 June 2019 - 14 June 2019, http://dx.doi.org/10.1016/j.procir.2019.03.258

Zhang C; Chen D; Tao F; Liu A, 2019, 'Data driven smart customization', in Procedia CIRP, Ljubljana, Slovenia, pp. 564 - 569, presented at 52nd CIRP Conference on Manufacturing Systems (CMS), Ljubljana, Slovenia, June 12-14, 2019, Ljubljana, Slovenia, 12 June 2019 - 14 June 2019, http://dx.doi.org/10.1016/j.procir.2019.03.156

Chen D; Zhang D; Tao F; Liu A, 2019, 'Analysis of customer reviews for product service system design based on cloud computing', in Procedia CIRP, Zhuhai and Hong Kong, pp. 522 - 527, presented at 11th CIRP Conference on Industrial Product-Service Systems, Zhuhai and Hong Kong, 29 May 2019, http://dx.doi.org/10.1016/j.procir.2019.03.116

Tan K; Liu A, 2019, 'Biologically inspired design of network-aware smart product', in Procedia CIRP, Zhuhai and Hong Kong China, pp. 767 - 772, presented at 11th CIRP Conference on Industrial Product-Service Systems (CIRP IPS2 2019), Zhuhai and Hong Kong China, 29 May 2019, http://dx.doi.org/10.1016/j.procir.2019.04.232

Tang Y; Zou X; Liu A; Tao F, 2018, 'An FPGA implemented data acquisition node card for heterogeneous communication approaches towards smart manufacturing', in Xu X; Dessouky MI; Zhong RY (eds.), Proceedings of International Conference on Computers and Industrial Engineering, CIE, Computers & Industrial Engineering, Auckland, New Zealand, pp. 628 - 639, presented at 48th International Conference on Computers & Industrial Engineering 2018 (CIE48), Auckland, New Zealand, 02 December 2018 - 05 December 2018

Liu A, 2018, 'A Student’s Axiomatic Design Application Example of Battery Thermal Controller for High Altitude Balloon', in MATEC Web of Conferences, Iceland, presented at The 12th International Conference on Axiomatic Design, Iceland, 09 October 2018 - 12 October 2018, http://dx.doi.org/10.1051/matecconf/201822301017

Liu A; Wang Y; Dai Y, 2018, 'Customer review-driven function formulation for design education', in ASEE Annual Conference and Exposition, Conference Proceedings, Salt Lake City, UT, presented at 2018 ASEE Annual Conference & Exposition, Salt Lake City, UT, 24 June 2018 - 27 June 2018, https://www.asee.org/public/conferences/106/papers/22073/view

Dai Y; Li T; Liu A; Lu S, 2018, 'P2P platform for peer instruction in flipped classroom', in ASEE Annual Conference and Exposition, Conference Proceedings, American Society for Engineering Education, Salt Lake City, UT, presented at 2018 ASEE Annual Conference & Exposition, Salt Lake City, UT, 24 June 2018 - 27 June 2018, https://www.asee.org/public/conferences/106/papers/22072/view

Penn AC; Liu A, 2018, 'Coevolutionary and Symbiotic Relationships in Design, Manufacturing and Enterprise', in Procedia CIRP, pp. 247 - 252, http://dx.doi.org/10.1016/j.procir.2018.02.043


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