Select Publications

Conference Papers

Wang Y; Xiao R; Wang X; Liu A, 2023, 'Constructing autonomous, personalized, and private working management of smart home products based on deep reinforcement learning', in Procedia CIRP, pp. 72 - 77, http://dx.doi.org/10.1016/j.procir.2023.04.003

Xiao R; Wang Y; Wang X; Liu A; Zhang J, 2023, 'Deep reinforcement learning-driven smart and dynamic mass personalization', in Procedia CIRP, pp. 97 - 102, http://dx.doi.org/10.1016/j.procir.2023.04.004

Hu X; Tian Y; Nagato K; Nakao M; Liu A, 2023, 'Opportunities and challenges of ChatGPT for design knowledge management', in Procedia CIRP, pp. 21 - 28, http://dx.doi.org/10.1016/j.procir.2023.05.001

Dai Y; Liu A; Lim CP, 2023, 'Reconceptualizing ChatGPT and generative AI as a student-driven innovation in higher education', in Procedia CIRP, pp. 84 - 90, http://dx.doi.org/10.1016/j.procir.2023.05.002

Wang X; Liu A; Kara S, 2022, 'An ontology-based product usage context modeling method for smart customization', in Procedia CIRP, Virtual event, pp. 641 - 646, presented at 32nd CIRP Design Conference (CIRP Design 2022) - Design in a changing world, Virtual event, 28 March 2022 - 30 March 2022, http://dx.doi.org/10.1016/j.procir.2022.05.307

Dai Y; Liu A, 2020, 'Personalizing peer instruction in a flipped classroom', in Proceedings of 2020 IEEE International Conference on Teaching, Assessment, and Learning for Engineering, TALE 2020, pp. 47 - 54, http://dx.doi.org/10.1109/TALE48869.2020.9368320

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', 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

Dai Y; Liu A; Lu S, 2017, 'What Difference Do the Differences Make: Cultural Differences as Learning Resources in a Global Engineering', Sydney, Australia, presented at 28th Annual Conference of the Australasian Association for Engineering Education, Sydney, Australia, 10 December 2017 - 13 December 2017

Trowbridge A; Liu A, 2017, 'Design of an international joint course on Grand Challenges for Engineering', in ASEE Annual Conference and Exposition, Conference Proceedings

Liu A; Li TM, 2016, 'Develop Habit-forming Products Based on the Axiomatic Design Theory', in Procedia CIRP, pp. 119 - 124, http://dx.doi.org/10.1016/j.procir.2016.07.035

Lu S; Liu A, 2016, 'Innovative Design Thinking for Breakthrough Product Development', in Procedia CIRP, pp. 50 - 55, http://dx.doi.org/10.1016/j.procir.2016.07.034

Liu A; Lu SC-Y; Morrison J; Wei W; Wang C-Y, 2015, 'Leverage Innovative Design Thinking to Design a Technology-Enhanced Interactive Learning Environment', in Volume 15: Advances in Multidisciplinary Engineering, American Society of Mechanical Engineers, presented at ASME 2015 International Mechanical Engineering Congress and Exposition, 13 November 2015 - 19 November 2015, http://dx.doi.org/10.1115/imece2015-52672

Zhu A; Liu A; Chen W; Lu S, 2015, 'Physical Quantity Vocabulary for Functional Representation', Elsevier Procedia, Florence, Italy, presented at The 9th International Conference on Axiomatic Design, Florence, Italy, 16 September 2015 - 18 September 2015, https://www.sciencedirect.com/science/article/pii/S2212827115008306

Wei W; Liang H; Liu A; Xu S, 2015, 'Module Partition Method for Product Requirement Change Based on Improved Differential Evolution Algorithm', Beijing, China, presented at IEEE/IFToMM International Conference on Reconfigurable Mechanisms and Robots, Beijing, China, 20 July 2015 - 22 July 2015, http://dx.doi.org/10.1007/978-3-319-23327-7_91

Liu A; Morrison J; Dai Y; Lu S, 2015, 'Design and Evaluation of a Cross-cultural and Trans-disciplinary Global Innovation Course', Seattle, Washington, presented at 2015 ASEE International Forum, Seattle, Washington, 14 June 2015 - 14 June 2015, https://peer.asee.org/17129

Wei W; Liu A; Lu S; Wuest T, 2015, 'Product Requirement Modeling and Optimization Method Based on Product Configuration Design', in CIRP 25th Design Conference Innovation Product Creation, Elsevier Procedia, Haifa, Israel, presented at CIRP 25th Design Conference, Haifa, Israel, 02 March 2015 - 04 March 2015, http://dx.doi.org/10.1016/j.procir.2015.01.020

Wuest T; Liu A; Wei W; Lu S; Thoben K-D, 2015, 'Utilization of State Drivers to Support Design for Manufacturing', in CIRP 25th Design Conference Innovative Product Creation, Haifa, Israel, presented at CIRP 25th Design Conference, Haifa, Israel, 02 March 2015 - 04 March 2015, http://dx.doi.org/10.1016/j.procir.2015.01.081

Liu A; Dai Y; Morrison JR; Lu SY, 2015, 'Comparison of team effectiveness between globally distributed and locally distributed engineering project teams', in ASEE Annual Conference and Exposition, Conference Proceedings

Liu A; Lu SCY; Morrison J; Wei W; Wang CY, 2015, 'Leverage innovative design thinking to design a technologyenhanced interactive learning environment', in ASME International Mechanical Engineering Congress and Exposition, Proceedings (IMECE), http://dx.doi.org/10.1115/IMECE201552672

Wang CY; Lu SCY; Liu A, 2015, 'Managing functional coupling sequences to reduce design complexity during concept improvements', in Proceedings of the ASME Design Engineering Technical Conference, http://dx.doi.org/10.1115/DETC2015-46956

Liu A; Lu S; Wei W, 2014, 'A new framework of ideation-oriented customer involvement', in Procedia CIRP, pp. 521 - 526, http://dx.doi.org/10.1016/j.procir.2014.03.177

Liu A; Wuest T; Wei W; Lu S, 2014, 'Application of prospect theory on car sharing product service system', in Procedia CIRP, pp. 350 - 355, http://dx.doi.org/10.1016/j.procir.2014.02.022

Wuest T; Liu A; Lu SCY; Thoben KD, 2014, 'Application of the stage gate model in production supporting quality management', in Procedia CIRP, pp. 32 - 37, http://dx.doi.org/10.1016/j.procir.2014.01.071

Liu A; Lu SY, 2014, 'Introduction to two new conceptual design methods: Extraordinary breakthrough thinking and innovative design thinking', in ASEE Annual Conference and Exposition, Conference Proceedings

Liu A; Lu SY; Ragusa G, 2014, 'IPodia: Classroom-without-borders global engineering education', in ASEE Annual Conference and Exposition, Conference Proceedings

Liu A; Lu SCY; Wei W, 2014, 'Logic-based evaluation metrics for concept evaluation', in Proceedings of the ASME Design Engineering Technical Conference, http://dx.doi.org/10.1115/DETC2014-35168

Liu A; Dai Y; Lu SCY, 2014, 'Pain index survey for flipped classroom in design education', in Proceedings of the ASME Design Engineering Technical Conference, http://dx.doi.org/10.1115/DETC2014-35112

Liu A; Lu SY, 2014, 'Reinforcing a "design thinking" course by restructuring student-instructor interactions', in ASEE Annual Conference and Exposition, Conference Proceedings

Liu A; Lu S, 2013, 'Lessons Learned from Teaching Axiomatic Design in Engineering Design Courses', in Proceedings of ICAD2013, Worcester, Massachusetts, presented at The 7th International Conference on Axiomatic Design, Worcester, Massachusetts, 26 June 2013 - 28 June 2013

Liu A; Lu S, 2013, 'iPodia: Borderless Interactive Learning', in Proceeding of Sixth Conference of MIT's Learning International Networks Consortium, Cambridge, presented at Sixth Conference of MIT's Learning International Networks Consortium, Cambridge, 16 June 2013 - 19 June 2013, https://linc.mit.edu/linc2013/proceedings/Session2/Session2Lu-Liu.pdf

Liu A; Lu SCY, 2013, 'Impacts of team composition of distance and on-campus students on the conceptual design performance', in Proceedings of the ASME Design Engineering Technical Conference, http://dx.doi.org/10.1115/DETC2013-12631

Lu SCY; Liu A, 2013, 'Managing design constraints in synthesis reasoning', in CIRP Design 2012 - Sustainable Product Development, pp. 73 - 82, http://dx.doi.org/10.1007/978-1-4471-4507-3_8

Liu A; Lu SCY, 2013, 'Product-service integration for the sustainable publishing process', in Proceedings of the ASME Design Engineering Technical Conference, http://dx.doi.org/10.1115/DETC2013-12402

Lu S; Liu A, 2011, 'A Logic-Based Foundation of Axiomatic Design', in Proceedings of the 6th International Conference on Axiomatic Design, Daejeon, Korea, presented at 6th International Conference on Axiomatic Design, Daejeon, Korea, 30 March 2011 - 31 March 2011

Lu S; Liu A, 2011, 'A Synthesis Decision Framework for EarlyStage Innovative Design', in Proceedings of the 21st CIRP Design Conference, Korea 2011: Interdisciplinary Design -, Daejeon, Korea, presented at The 21st CIRP Design Conference, Daejeon, Korea, 27 March 2011 - 29 March 2011


Back to profile page