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溶接学会論文集 Vol. 42 (2024), No. 2

ISIJ International
belloff
オンライン版ISSN:
冊子版ISSN: 0288-4771
発行機関: JAPAN WELDING SOCIETY

Backnumber

  1. Vol. 42 (2024)

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キーワードランキング

21 Nov. (Last 30 Days)

溶接学会論文集 Vol. 42 (2024), No. 2

Robust Parameter Optimization of Multi-Objective Variables in Laser Metal Deposition Using Machine Learning

Ryo FUKUYAMA, Kiyokazu MORI, Toshitaka SATSUTA, Takeshi ISHIKAWA, Makoto OKUDA, Norio NAKAMURA, Noriyuki SENKE

pp. 51-61

DOI:

10.2207/qjjws.42.51

抄録

Rapid establishment of optimized production parameters is crucial in manufacturing technology. However, to achieve the desired processing results, complex production technologies such as laser metal deposition (LMD) require evaluating numerous evaluation points and processing parameters. Thus, recent studies have explored the integration of artificial intelligence, especially machine learning, into manufacturing technology for fine-tuning the processing parameters. Nonetheless, laser processing engineers encounter challenges in interpreting the processing parameters identified by machine learning, and the robustness of the parameters enabling stable production is unclarified. To address these issues, this study developed a method to visualize the robustness conditions of key processing parameters. Fundamentally, the approach aims to scalarize and transform multiple objective variables related to processing outcomes into a singular evaluation index via weighted scaling. Thereafter, this index is explored in a two-step process employing both local and global search methods. The local search focuses on regions where the evaluation index is stable and favorable, whereas the global search attends to the remaining parameters where this region reaches its maximum. The proposed method exhibits minimal sensitivity to the initial weight settings and regional thresholds, thereby rendering it relatively straightforward for practical application.

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通電・加圧による高速共晶生成と排出過程を用いたAl/Cu異材接合法

舘村 誠, 佐藤 駿伍, 浅井 久敬, 川上 博士

pp. 62-77

DOI:

10.2207/qjjws.42.62

抄録

Towards sustainable societies, there is a demand for multi-material structures that utilize aluminum, which has high electrical conductivity, is lightweight, and is easy to recycle. To produce multi-material structures, the challenge to overcome is to develop a low-cost and versatile aluminum dissimilar metal joining technology. We previously proposed a technology for bonding aluminum and copper by generating and discharging a molten eutectic in less than 1 second using current and pressure in an atmosphere. However, the kind of bonding process used in this method is not clear. In this study, we conducted a bonding experiment using the eutectic reaction between aluminum and copper by applying current and pressure and evaluated the bonding behavior when bonding occurs in a short time. As a result, it was found that the molten eutectic was generated and discharged within 0.35 s from the start of energization, and by continuing this behavior for 0.3 s, it was possible to obtain a bonding strength that would cause the base material fracture (joint efficiency 85-99%). The bonding strength required for base material fracture requires an interface temperature of 548℃ or higher, which is the eutectic temperature (548℃), and the appropriate interface temperature was approximately 600℃. We clarified the relationship between high-speed eutectic reaction behavior and bonding conditions, and confirmed the usefulness of bonding methods that utilize short-time eutectic reactions.

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通電・加圧による高速共晶生成と排出過程を用いたAl/Cu異材接合法

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大規模非線形構造解析手法を用いた複合荷重を受ける配管継手の曲げねじりクリープ疲労寿命予測

木谷 悠二, 生島 一樹, 荒井 正行, 西田 秀高, 麻 寧緒, 柴原 正和

pp. 78-88

DOI:

10.2207/qjjws.42.78

抄録

With the expansion of clean energy, thermal power plants will be used as a load-following power plant. Thus, temperature and strain variations will occur during load fluctuations including start and stop of operation, and large-diameter pipes will be damaged by fatigue in addition to creep due to internal pressure. Especially, in a bent pipe such as an elbow pipe, bending and torsion are simultaneously applied. Therefore, it is important to predict the creep fatigue life in a bending and torsional stress environment. In this study, analysis method for creep fatigue life using Norton's law, ductile exhaustion law, and Manson-Coffin's law is proposed. Next, the proposed method was applied to the prediction of creep fatigue life of the test samples for thermal power plant piping, and the validity of the proposed method was verified by comparing creep fatigue life obtained by proposed method and that obtained by an experiment. In addition, the proposed method is applied to the prediction of creep fatigue life with load fluctuations and investigation of the effects of load fluctuation interval on creep fatigue life.

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大規模非線形構造解析手法を用いた複合荷重を受ける配管継手の曲げねじりクリープ疲労寿命予測

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Ni基合金狭開先ホットワイヤ・レーザ溶接時の凝固割れ発生特性に及ぼすビード形状の影響

有馬 健是, 伊藤 環, 丸本 啓太, 猪瀬 幸太郎, 山本 元道

pp. 89-96

DOI:

10.2207/qjjws.42.89

抄録

Solidification cracking is one of the important problems on high-efficiency narrow-gap welding using the thick Ni-base alloy plate. It is generally said that the bead shape as the ratio of its depth and width (D/W) affects largely on solidification cracking, and the large D/W induces solidification cracking. In this research, the new indicator of the delta W, which is the difference between the maximum and minimum penetration depth, was proposed, and it was found that the delta W is correlated to solidification cracking. In addition, the sound bead without solidification cracking could be achieved by realizing the small delta W under the high efficiency (large D/W) using the optimized conditions for hot-wire laser welding.

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Ni基合金狭開先ホットワイヤ・レーザ溶接時の凝固割れ発生特性に及ぼすビード形状の影響

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高強度鋼とアルミニウム合金の異材レーザブレイジングにおける接合部形状と金属間化合物厚さの連成解析

山下 正太郎, 小椋 智, 平田 弘征, 才田 一幸

pp. 97-104

DOI:

10.2207/qjjws.42.97

抄録

The purpose of this study was to predict the brazed-bead shape and the distribution of intermetallic compound (IMC) thickness at the interface of a dissimilar laser-brazed joint between aluminum alloy and high-strength steel. Laser brazing was carried out to experimentally clarify the relationship between brazing conditions, bead geometry, and IMC formation. A thermo-fluid analysis was used to simulate the laser brazing process. The experimental and analytical results of the bead geometry were compared and found to be generally in agreement. The temperature history at the dissimilar material interface between the brazed metal and the high-strength steel was obtained from the analysis, and the IMC thickness at the interface was predicted using the IMC growth rate equation for Al-Si flux-cored wire and high-strength steel. The prediction results largely agreed with the experimental results. Therefore, it was possible to predict the brazed-bead geometry in dissimilar laser brazing of aluminum alloy and high-strength steel, as well as the IMC thickness formed at the interface between the dissimilar materials.

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高強度鋼とアルミニウム合金の異材レーザブレイジングにおける接合部形状と金属間化合物厚さの連成解析

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