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- research-articleMarch 2024
Automatic tower crane layout planning system for high-rise building construction using generative adversarial network
Advanced Engineering Informatics (ADEI), Volume 58, Issue Chttps://doi.org/10.1016/j.aei.2023.102202Highlights- An image-based automatic tower crane layout planning approach is proposed.
- A highly scalable crane layout prediction network, CraneGAN, is developed.
- The results of CraneGAN in transportation time outperformed GA in 66.67% of ...
With the spring up of high-rise building projects, tower crane layout planning (TCLP) is increasingly crucial to avoid construction costs, safety issues, and productivity deficiencies. Current optimization approaches require manual data ...
- research-articleOctober 2023
Automatic Design of Overflow System for Preventing Gas Defects by Considering the Direction of Molten Metal Flow
AbstractIn die casting, gas defects occur if the molten metal entrains the gas inside the shot sleeve and mold and remains inside the product after filling. Therefore, an exhaust system such as an exhaust runner or overflow is generally ...
Highlights- In die casting, overflow system performance significantly affects product quality.
- research-articleOctober 2023
Identifying optimal architectures of physics-informed neural networks by evolutionary strategy
- Ana Kaplarević-Mališić,
- Branka Andrijević,
- Filip Bojović,
- Srđan Nikolić,
- Lazar Krstić,
- Boban Stojanović,
- Miloš Ivanović
AbstractPhysics-Informed Neural Networks (PINNs) are artificial neural networks that encode Partial Differential Equations (PDEs) as an integral component of the ML model. PINNs are successfully used nowadays to solve PDEs, fractional ...
Highlights- PINN/GA evolutionary strategy for optimizing architecture and hyperparameters.
- ...
- research-articleMarch 2023
Creating deep neural networks for text classification tasks using grammar genetic programming▪
AbstractText classification is one of the Natural Language Processing (NLP) tasks. Its objective is to label textual elements, such as phrases, queries, paragraphs, and documents. In NLP, several approaches have achieved promising results ...
Highlights- Application of a grammar-based evolutionary approach to the design of DNNs.
- ...
- research-articleSeptember 2022
Automatic Generation of Conformal Cooling Channels in Injection Moulding
AbstractInjection moulding is a manufacturing process widely used in industry. A major step in this technique is the design of efficient cooling channels for the molten material. In this paper we develop a mathematical model for the automatic ...
Highlights- Mathematical model for the automatic design of cooling channels
- Covers a wide ...
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- research-articleSeptember 2022
A grammar-based GP approach applied to the design of deep neural networks
Genetic Programming and Evolvable Machines (KLU-GENP), Volume 23, Issue 3Pages 427–452https://doi.org/10.1007/s10710-022-09432-0AbstractDeep Learning has been very successful in automating the feature engineering process, widely applied for various tasks, such as speech recognition, classification, segmentation of images, time-series forecasting, among others. Deep neural networks ...
- ArticleAugust 2022
Capabilities, Limitations and Challenges of Style Transfer with CycleGANs: A Study on Automatic Ring Design Generation
AbstractRendering programs have changed the design process completely as they permit to see how the products will look before they are fabricated. However, the rendering process is complicated and takes a significant amount of time, not only in the ...
- research-articleJuly 2022
Automatic design of arithmetic operation spiking neural P systems
Natural Computing: an international journal (NATC), Volume 22, Issue 1Pages 55–67https://doi.org/10.1007/s11047-022-09902-5AbstractAs one of the most widely studied membrane systems, a spiking neural P system consists of three fundamental elements: initial spikes, evolution rules and connection between neurons. The automatic design of an arithmetic operation spiking neural P ...
- research-articleSeptember 2021
Automatic design of quantum circuits: Generation of quantum teleportation protocols
AbstractQuantum computing is a field of study aimed at developing technologies based on the principles of quantum theory. In this research area, enormous theoretical progress has been made, but at the current state, few quantum algorithms have been ...
- ArticleApril 2021
Automatic Modular Design of Behavior Trees for Robot Swarms with Communication Capabilites
AbstractIn this work, we develop a set of behavioral and conditional modules for the use with behavior trees. We present AutoMoDe-Cedrata, an automatic modular design method that automatically assembles and fine-tunes these modules into behavior trees ...
- research-articleJanuary 2021
A self-adapting hierarchical actions and structures joint optimization framework for automatic design of robotic and animation skeletons
Soft Computing - A Fusion of Foundations, Methodologies and Applications (SOFC), Volume 25, Issue 1Pages 263–276https://doi.org/10.1007/s00500-020-05139-5AbstractSkeleton designs are widely seen in the robotics industry and multimedia applications such as animated films and computer games. The design of skeletons is mental-labor intensive, especially axes directions of joints are difficult even for the ...
- articleDecember 2016
P systems based computing polynomials: design and formal verification
Natural Computing: an international journal (NATC), Volume 15, Issue 4Pages 591–596https://doi.org/10.1007/s11047-016-9577-yAutomatic design of P systems is an attractive research topic in the community of membrane computing. Differing from the previous work that used evolutionary algorithms to fulfill the task, this paper presents the design of a (deterministic transition) ...
- ArticleOctober 2016
Automatic Design of Neural Network Structures Using AiS
Proceedings of the 23rd International Conference on Neural Information Processing - Volume 9948Pages 280–287https://doi.org/10.1007/978-3-319-46672-9_32Structures of neural networks are usually designed by experts to fit target problems. This study proposes a method to automate small network design for a regression problem based on the Add-if-Silent AiS function used in the neocognitron. Because the ...
- ArticleMay 2015
Search-Based Design of Large Software Systems-of-Systems
SESOS '15: Proceedings of the 2015 IEEE/ACM 3rd International Workshop on Software Engineering for Systems-of-SystemsPages 44–47https://doi.org/10.1109/SESoS.2015.15This work in progress paper presents the foundation for an Automatic Designer of large software systems-of-systems. The core formalism for the Automatic Designer is UML. The Automatic Designer extends UML with a fitness function, which uses analysis of ...
- articleNovember 2013
EDHMoR: Evolutionary designer of heterogeneous modular robots
Engineering Applications of Artificial Intelligence (EAAI), Volume 26, Issue 10Pages 2408–2423https://doi.org/10.1016/j.engappai.2013.09.009This paper is devoted to the problem of automatically designing feasible and manufacturable robots made up of heterogeneous modules. Specifically, the coevolution of morphology and control in robots is analyzed and a particular strategy to address this ...
- articleMarch 2010
Automated synthesis of passive analog filters using graph representation
Expert Systems with Applications: An International Journal (EXWA), Volume 37, Issue 3Pages 1887–1898https://doi.org/10.1016/j.eswa.2009.07.013In this paper, a novel method based on graph encoding scheme and clone selection algorithm is proposed for synthesizing passive analog filters. Graph is the most natural and convenient data structure to represent analog electronic circuit. The proposed ...
- ArticleSeptember 2009
Automatic Generation of Cellular Neural Networks for Distributed Sensor Data Processing
PCI '09: Proceedings of the 2009 13th Panhellenic Conference on InformaticsPages 35–39https://doi.org/10.1109/PCI.2009.34In this paper, the main interest is the fusion and the control of data that is obtained from a set of sensors. This task requires the use of a both effective and versatile computational model. The chosen architecture is the already known for its ...
- articleJune 2002
Reconfigurable computing: a survey of systems and software
Due to its potential to greatly accelerate a wide variety of applications, reconfigurable computing has become a subject of a great deal of research. Its key feature is the ability to perform computations in hardware to increase performance, while ...
- ArticleOctober 1999
Automatic Design of Morphological Operators for Motion Segmentation
SIBGRAPI '99: Proceedings of the XII Brazilian Symposium on Computer Graphics and Image ProcessingPages 283–292A problem of interest in digital video edition is the elimination of moving objects from one video and the introduction of pieces of other videos in their places. A fundamental problem to build computational tools for this purpose is the segmentation of ...
- research-articleJune 1996
Grammar-based articulation for multimedia document design
AbstractThis paper describes an approach to the problem of articulating multimedia information based on parsing and syntax-directed translation that uses Relational Grammars. This translation is followed by a constraint-solving mechanism to create the ...