Integrating case-based with rule-based reasoning in body-in-white fixture design

Zhang, Junhua; Wang, Fanglun; Wang, Chuan‐Kui

doi:10.1007/s00170-015-8040-z

Cited by 14 publications

(5 citation statements)

References 14 publications

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“…Penelitian di masa depan tentang penerapan aplikasi komputasi kinerja tinggi (HPC) dengan menggabungkan pemodelan, simulasi,dan analisis [27] E. Case-Based Reasoning Jenis sistem Case reasoning dilihat dari sudut pandang penalaran telah dikembangkan sejak tahun 1980 [12] [13] [14] [15] [16]. Pada tahun lalu, sistem penalaran berbasis Kasus dan teknik terkait telah diterapkan dalam berbagai aplikasi, diklasifikasikan sebagai diagnosis penyakit [17], kontrol cerdas [18], pengujian tingkat kesalahan [19], perkiraan angka numerik [20], dan hasil desain produk [1]. Secara umum, skema yang baik untuk membangun sistem penalaran berdasarkan kasus terdiri dari empat tahap: studi kasus, penggunaan kembali studi kasus, peningkatan studi kasus, dan retensi kasus, dalam kasus-kasus tertentu, pengambilan membutuhkan perhatian yang cermat dalam kaitannya dengan tujuan yang dimaksudkan sistem desain [14] [21].…”

Section: B Gameunclassified

Membangun Game Pembelajaran High Performance Computing (HPC) dengan Pendekatan Case-based Reasoning (CBR)

Assiroj

Aripiyanto

2019

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Badan ekonomi kreatif (BEKRAF) adalah badan yang menangani ekonomi kreatif di Indonesia yang dituntut untuk dapat meningkatkan pertumbuhan ekonomi kreatif nasional. Kepala BEKRAF mengungkapkan bahwa salah satu prioritas sector ekonomi kreatif yang akan dikembangkan adalah game. Oleh karena itu penelitian ini bertujuan untuk membangun sebuah game pembelajaran High Performance Computing atau HPC dengan pendekatan Case-based Reasoning (CBR). CBR merupakan metode untuk menyelesaikan masalah baru dengan membandingkan solusi dari masalah yang sama pada masa lampau. Tahapan metode penelitian ini diantaranya analisis, perancangan game (merancang game play), fitur game, dan elemen-elemen lain yang akan digunakan dalam game, perancangan system (merancang system game dengan UML), perancangan tampilan pengguna (User Interface), implementasi (berupa produk game).

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Section: B Gameunclassified

Membangun Game Pembelajaran High Performance Computing (HPC) dengan Pendekatan Case-based Reasoning (CBR)

Assiroj

Aripiyanto

2019

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“…Olsson et al [11] applied CBR to geometric measurements for decision support in manufacturing, which allows product measurements and related adjustments to the production line to be stored as cases in a CBR system. Zhang et al [12] proposed a body-in-white fixture design method integrating CBR with rule-based reasoning. Prado et al [13] introduced a new method for fuzzy-rule evolution that forms expert system knowledge: knowledge acquisition with a swarm-intelligence approach, which is based on the use of particle-swarm optimization to obtain the antecedents, consequences, and connectives of the rules.…”

Section: Related Workmentioning

confidence: 99%

Thinking process rules extraction for manufacturing process design

Zhou

Wang

et al. 2017

Adv. Manuf.

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To realize the reuse of process design knowledge and improve the efficiency and quality of process design, a method for extracting thinking process rules for process design is proposed. An instance representation model of the process planning reflecting the thinking process of technicians is established to achieve an effective representation of the process documents. The related process attributes are extracted from the model to form the related events. The manifold learning algorithm and clustering analysis are used to preprocess the process instance data. A rule extraction mechanism of process design is introduced, which is based on the related events after dimension reduction and clustering, and uses the association rule mining algorithm to realize the similar process information extraction in the same cluster. Through the vectorization description of the related events, the final process design rules are formed. Finally, an example is given to evaluate the method of process design rules extraction.

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“…Its design efficiency has always been a major concern for the industry. 1,2 The 3D digital model of the car has the characteristics of digitization and virtualization. Case reuse is widely used in all aspects of intelligent design of mechanical products because it can effectively use previous experience to deal with new problems, and has become an important means to improve design efficiency.…”

Section: Introductionmentioning

confidence: 99%

Intelligent design technology of automobile inspection tool based on 3D MBD model intelligent retrieval

Cheng

Wang

Fang

2021

Proceedings of the Institution of Mechanical Engineers, Part D:

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The existing process equipment design resource utilization rate in automobile industry is low, so it is urgent to change the design method to improve the design efficiency. This paper proposed a fast design method of process equipment driven by classification retrieval of 3D model-based definition (MBD). Firstly, an information integration 3D model is established to fully express the product information definition and to effectively express the design characteristics of the existing 3D model. Through the classification machine-learning algorithm of 3D MBD model based on Extreme Learning Machine (ELM), the 3D MBD model with similar characteristics to the auto part model to be designed was retrieved from the complex process equipment case database. Secondly, the classification and retrieval of the model are realized, and the process equipment of retrieval association mapping with 3D MBD model is called out. The existing process equipment model is adjusted and modified to complete the rapid design of the process equipment of the product to be designed. Finally, a corresponding process equipment design system was developed and verified through a case study. The application of machine learning to the design of industrial equipment greatly shortens the development cycle of equipment. In the design system, the system learns from engineers, making them understand the design better than engineers. Therefore, it can help any user to quickly design 3D models of complex products.

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Integrating case-based with rule-based reasoning in body-in-white fixture design

Cited by 14 publications

References 14 publications

Membangun Game Pembelajaran High Performance Computing (HPC) dengan Pendekatan Case-based Reasoning (CBR)

Membangun Game Pembelajaran High Performance Computing (HPC) dengan Pendekatan Case-based Reasoning (CBR)

Thinking process rules extraction for manufacturing process design

Intelligent design technology of automobile inspection tool based on 3D MBD model intelligent retrieval

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