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Deep reinforcement learning from human preferences
For sophisticated reinforcement learning (RL) systems to interact usefully with real-world
environments, we need to communicate complex goals to these systems. In this work, we …
environments, we need to communicate complex goals to these systems. In this work, we …
Ergonomic chair design by fusing qualitative and quantitative criteria using interactive genetic algorithms
This paper emphasizes the necessity of formally bringing qualitative and quantitative criteria
of ergonomic design together, and provides a novel complementary design framework with …
of ergonomic design together, and provides a novel complementary design framework with …
Interactive, evolutionary search in upstream object-oriented class design
CL Simons, IC Parmee… - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
Although much evidence exists to suggest that early life cycle software engineering design
is a difficult task for software engineers to perform, current computational tool support for …
is a difficult task for software engineers to perform, current computational tool support for …
Generating freedom: Questions of flexibility in digital design and architectural computation
A Chaszar, SC Joyce - International Journal of Architectural …, 2016 - journals.sagepub.com
Generative processes and generative design approaches are topics of continuing interest
and debate within the realms of architectural design and related fields. While they are often …
and debate within the realms of architectural design and related fields. While they are often …
Hybrid gene regulatory network for product styling construction in interactive evolutionary design
D Zeng, J Miao, C Tang, Y Long… - Journal of Engineering …, 2023 - Taylor & Francis
Interactive evolutionary design (IED) systems, based on interactive evolutionary algorithms,
have been the hot topic in both computer science and design recently. Due to the difference …
have been the hot topic in both computer science and design recently. Due to the difference …
Integrating aesthetic criteria with evolutionary processes in complex, free-form design-an initial investigation
A Machwe, IC Parmee - 2006 IEEE International Conference on …, 2006 - ieeexplore.ieee.org
This research is a continuation of previous work by the authors relating to the inclusion of
aesthetic criteria within an interactive evolutionary design system. The work described …
aesthetic criteria within an interactive evolutionary design system. The work described …
Deep imitation reinforcement learning with expert demonstration data
M Yi, X Xu, Y Zeng, S Jung - The Journal of Engineering, 2018 - Wiley Online Library
In recent years, deep reinforcement learning (DRL) has made impressive achievements in
many fields. However, existing DRL algorithms usually require a large amount of exploration …
many fields. However, existing DRL algorithms usually require a large amount of exploration …
Reducing user fatigue within an interactive evolutionary design system using clustering and case-based reasoning
AT Machwe, IC Parmee - Engineering Optimization, 2009 - Taylor & Francis
User fatigue is a limiting factor in interactive evolutionary design and optimization systems.
This work illustrates how user fatigue arising from repetitive evaluations can be reduced by …
This work illustrates how user fatigue arising from repetitive evaluations can be reduced by …
Modeling of user design preferences in multiobjective optimization of roof trusses
B Bailey, AM Raich - Journal of computing in civil engineering, 2012 - ascelibrary.org
Many conceptual design programs determine optimality by relying on quantifiable design
objectives such as minimizing weight and deflection. Qualitative design criteria related to …
objectives such as minimizing weight and deflection. Qualitative design criteria related to …
User-centric evolutionary computing: Melding human and machine capability to satisfy multiple criteria
IC Parmee, JAR Abraham, A Machwe - Multiobjective Problem Solving …, 2008 - Springer
This chapter centres around the use of interactive evolutionary computation as a search and
exploration tool for open-ended contexts in design. Such contexts are characterized by poor …
exploration tool for open-ended contexts in design. Such contexts are characterized by poor …