Search results

1 – 10 of 312
Article
Publication date: 7 November 2024

Fang Liu, Zhongwei Duan, Runze Gong, Jiacheng Zhou, Zhi Wu and Nu Yan

Ball grid array (BGA) package is prone to failure issues in a thermal vibration-coupled environment, such as deformation and fracture of solder joints. To predict the minimum…

Abstract

Purpose

Ball grid array (BGA) package is prone to failure issues in a thermal vibration-coupled environment, such as deformation and fracture of solder joints. To predict the minimum equivalent stress of solder joints more accurately and optimize the solder joint structure, this paper aims to compare the machine learning method with response surface methodology (RSM).

Design/methodology/approach

This paper introduced a machine learning algorithm using Grey Wolf Optimization (GWO) Support Vector Regression (SVR) to optimize solder joint parameters. The solder joint height, spacing, solder pad diameter and thickness were the design variables, and minimizing the equivalent stress of solder joint was the optimization objective. The three dimensional finite element model of the printed circuit board assembly was verified by a modal experiment, and simulations were conducted for 25 groups of models with different parameter combinations. The simulation results were employed to train GWO-SVR to build a mathematical model and were analyzed using RSM to obtain a regression equation. Finally, GWO optimized these two methods.

Findings

The results show that the optimization results of GWO-SVR are closer to the simulation results than those of RSM. The minimum equivalent stress is decreased by 8.528% that of the original solution.

Originality/value

This study demonstrates that GWO-SVR is more precise and effective than RSM in optimizing the design of solder joints.

Details

Soldering & Surface Mount Technology, vol. 37 no. 1
Type: Research Article
ISSN: 0954-0911

Keywords

Article
Publication date: 22 August 2022

Zilong Wang, JiaCheng Zhou, Fang Liu, Yuqin Wu and Nu Yan

The purpose of this paper is to study the microstructure and properties of Sn-3.5Ag and Sn-3.5Ag-0.5Sb lead-free solder alloys with and without a rotating magnetic field (RMF).

Abstract

Purpose

The purpose of this paper is to study the microstructure and properties of Sn-3.5Ag and Sn-3.5Ag-0.5Sb lead-free solder alloys with and without a rotating magnetic field (RMF).

Design/methodology/approach

Optical microscopy, scanning electron microscopy and X-ray diffraction were used to analyze the effect of an RMF on the microstructure of the solders. Differential scanning calorimetry was used to study the influence of the RMF on the thermal characteristics of the solders. The mechanical properties of the alloys were determined by tensile measurements at different strain rates.

Findings

The ß-Sn grains and intermetallic compounds for the Sn-3.5Ag and Sn-3.5Ag-0.5Sb lead-free solder alloys were refined under an RMF, and the morphology of the ß-Sn grains changed from dendritic to equiaxed. The pasty range was significantly reduced under an RMF. The ultimate tensile strength (UTS) of Sn-3.5Ag improved under the RMF, whereas the UTS of Sn-3.5Ag-0.5Sb decreased slightly. The addition of Sb to the Sn-3.5Ag alloy significantly enhanced the UTS and elongation (El.%) of the samples. The UTS of the solder increased with increasing strain rate.

Originality/value

The results revealed that the application of RMF in the molten alloy had a significant effect on its microstructure and mechanical properties. The thermal characteristics of the Sn-3.5Ag and Sn-3.5Ag-0.5Sb solder alloys were improved under the RMF. This research is expected to fill a knowledge gap regarding the behaviour of Sn-Ag solder alloys under RMF.

Details

Soldering & Surface Mount Technology, vol. 35 no. 2
Type: Research Article
ISSN: 0954-0911

Keywords

Article
Publication date: 4 September 2017

Fang Liu, Jiacheng Zhou and Nu Yan

The purpose of this paper is to study the drop reliability of ball-grid array (BGA) solder joints affected by thermal cycling.

Abstract

Purpose

The purpose of this paper is to study the drop reliability of ball-grid array (BGA) solder joints affected by thermal cycling.

Design/methodology/approach

The drop test was made with the two kinds of chip samples with the thermal cycling or not. Then, the dyeing process was taken by these samples. Finally, through observing the metallographic analysis results, the conclusions could be found.

Findings

It is observed that the solder joint cracks which were only subjected to drop loads without thermal cycling appeared near the BGA package pads. The solder joint cracks which were subjected to drop loads with thermal cycling appear near the printed circuit board pads.

Originality/value

This paper obtains the solder joint cracks picture with drop test under the thermal cycling.

Details

Soldering & Surface Mount Technology, vol. 29 no. 4
Type: Research Article
ISSN: 0954-0911

Keywords

Article
Publication date: 20 July 2012

Cheng Ean Lee, Sok Cheng Kan and Yan Chuin Foo

This paper seeks to describe how the National University of Singapore (NUS) Libraries deploys the NUS Service Class (NUSSC) framework to continually improve processes and to…

Abstract

Purpose

This paper seeks to describe how the National University of Singapore (NUS) Libraries deploys the NUS Service Class (NUSSC) framework to continually improve processes and to design adaptive services for library users at the NUS. The NUSSC framework assesses approach, deployment, review and refinement of interlinking categories with the objective of producing impactful results.

Design/methodology/approach

NUS Libraries has been scaling the peaks of service excellence to delight their library users for several years. In 2007, NUS Libraries adopted the NUSSC framework, which is modelled after the Singapore Service Class (S‐Class), a certification for the business excellence niche standard for service based on the Business Excellence framework. The NUSSC framework which was introduced by the Office of Quality Management (OQM) at NUS allows the use of self‐assessment on how processes and services are approached, deployed and reviewed through cycles of improvement. In addition to self‐assessment, external assessors engaged by the OQM review the application report, conduct site visits and interviews in search of evidence of service excellence.

Findings

From the results achieved, the importance of having a strong visionary leadership, innovative staff, holistic and systematic planning, a robust information management system as well as good customer relationship can be understood. Understanding users' requirements enabled the provision of new touch points and the development of services and resources which are targeted and highly relevant to staff and students. User trust was built by targeting programmes at specific groups for greater impact. By segmenting users, NUS Libraries was able to customize programmes that suit their information needs. From the journey towards the pinnacle of excellence and success, NUS Libraries learned that cascading the strategic plans and aligning library staff members' objectives with their teams, departments, special libraries and NUS Libraries, will ensure continual improvement to processes and services.

Originality/value

It is important that all aspects of services and processes are examined regularly to address gaps. Gathering, analysing and applying the right information at every cycle of improvement is extremely critical. NUS Libraries are exploring the development of an information intelligence system that will capture information from various sources. With a robust information management system, NUS Libraries will also be able to push and pull information to empower staff to deliver information just in time. Although NUS Libraries was awarded Recognition for Service Excellence in 2007 and the highest award, Outstanding for Service Excellence in 2010, it will continue to scale new heights for service excellence.

Details

Library Management, vol. 33 no. 6/7
Type: Research Article
ISSN: 0143-5124

Keywords

Article
Publication date: 18 November 2021

Yingjie Zhang, Wentao Yan, Geok Soon Hong, Jerry Fuh Hsi Fuh, Di Wang, Xin Lin and Dongsen Ye

This study aims to develop a data fusion method for powder-bed fusion (PBF) process monitoring based on process image information. The data fusion method can help improve process…

Abstract

Purpose

This study aims to develop a data fusion method for powder-bed fusion (PBF) process monitoring based on process image information. The data fusion method can help improve process condition identification performance, which can provide guidance for further PBF process monitoring and control system development.

Design/methodology/approach

Design of reliable process monitoring systems is an essential approach to solve PBF built quality. A data fusion framework based on support vector machine (SVM), convolutional neural network (CNN) and Dempster-Shafer (D-S) evidence theory are proposed in the study. The process images which include the information of melt pool, plume and spatters were acquired by a high-speed camera. The features were extracted based on an appropriate image processing method. The three feature vectors corresponding to the three objects, respectively, were used as the inputs of SVM classifiers for process condition identification. Moreover, raw images were also used as the input of a CNN classifier for process condition identification. Then, the information fusion of the three SVM classifiers and the CNN classifier by an improved D-S evidence theory was studied.

Findings

The results demonstrate that the sensitivity of information sources is different for different condition identification. The feature fusion based on D-S evidence theory can improve the classification performance, with feature fusion and classifier fusion, the accuracy of condition identification is improved more than 20%.

Originality/value

An improved D-S evidence theory is proposed for PBF process data fusion monitoring, which is promising for the development of reliable PBF process monitoring systems.

Details

Rapid Prototyping Journal, vol. 28 no. 5
Type: Research Article
ISSN: 1355-2546

Keywords

Article
Publication date: 1 February 2022

Han Yan, Lei Luo, Junfeng Zhang, Wei Du, Dan Huang and Songtao Wang

This paper aims to investigate the influences of dimple location on the heat transfer performance of a pin fin-dimpled channel with upright/curved/inclined pin fins under…

Abstract

Purpose

This paper aims to investigate the influences of dimple location on the heat transfer performance of a pin fin-dimpled channel with upright/curved/inclined pin fins under stationary and rotating conditions.

Design/methodology/approach

Numerical methods based on a realizable k-ε turbulent model are used to conduct this study. Three kinds of pin fins (upright, curved, inclined) and three dimple locations (front, middle, behind) are studied for Ro varying from 0 to 0.5.

Findings

On the whole, pin fin plays a dominated role in heat transfer performance compared to dimple. The heading path and interaction of the longitudinal secondary flow and jet-like flow critically affect heat transfer performance. The formation, development and impingement of jet-like flow and longitudinal secondary flow are significantly affected by dimple locations. Dimple at behind position shows the poorest heat transfer enhancement.

Originality/value

This study is an extend of another previous study in which an innovative curved pin fin is proposed. The originality of this paper is to evaluate the heat transfer performance for the combined cooling structure of dimple and pin fin, which will provide original and useful application and experience for turbine blade design.

Details

International Journal of Numerical Methods for Heat & Fluid Flow, vol. 32 no. 9
Type: Research Article
ISSN: 0961-5539

Keywords

Article
Publication date: 3 April 2007

Youssef Azizi, Brahim Benhamou, Nicolas Galanis and Mohammed El‐Ganaoui

The objective of the present study is to investigate numerically the effects of thermal and buoyancy forces on both upward flow (UF) and downward flow (DF) of air in a vertical…

Abstract

Purpose

The objective of the present study is to investigate numerically the effects of thermal and buoyancy forces on both upward flow (UF) and downward flow (DF) of air in a vertical parallel‐plates channel. The plates are wetted by a thin liquid water film and maintained at a constant temperature lower than that of the air entering the channel.

Design/methodology/approach

The solution of the elliptical PDE modeling the flow field is based on the finite volume method.

Findings

Results show that buoyancy forces have an important effect on heat and mass transfers. Cases with evaporation and condensation have been investigated for both UF and DF. It has been established that the heat transfer associated with these phase changes (i.e. latent heat transfer) may be more or less important compared with sensible heat transfer. The importance of these transfers depends on the temperature and humidity conditions. On the other hand, flow reversal has been predicted for an UF with a relatively high temperature difference between the incoming air and the walls.

Originality/value

Contrary to most studies in channel heat and mass transfer with phase change, the mathematical model considers the full elliptical Navier‐Stokes equations. This allows one to compute situations of flow reversal.

Details

International Journal of Numerical Methods for Heat & Fluid Flow, vol. 17 no. 3
Type: Research Article
ISSN: 0961-5539

Keywords

Article
Publication date: 16 December 2019

Francisco-Javier Granados-Ortiz, Joaquin Ortega-Casanova and Choi-Hong Lai

Impinging jets have been widely studied, and the addition of swirl has been found to be beneficial to heat transfer. As there is no literature on Reynolds-averaged Navier Stokes…

Abstract

Purpose

Impinging jets have been widely studied, and the addition of swirl has been found to be beneficial to heat transfer. As there is no literature on Reynolds-averaged Navier Stokes equations (RANS) nor experimental data of swirling jet flows generated by a rotating pipe, the purpose of this study is to fill such gap by providing results on the performance of this type of design.

Design/methodology/approach

As the flow has a different behaviour at different parts of the design, the same turbulent model cannot be used for the full domain. To overcome this complexity, the simulation is split into two coupled stages. This is an alternative to use the costly Reynold stress model (RSM) for the rotating pipe simulation and the SST k-ω model for the impingement.

Findings

The addition of swirl by means of a rotating pipe with a swirl intensity ranging from 0 up to 0.5 affects the velocity profiles, but has no remarkable effect on the spreading angle. The heat transfer is increased with respect to a non-swirling flow only at short nozzle-to-plate distances H/D < 6, where H is the distance and D is the diameter of the pipe. For the impinging zone, the highest average heat transfer is achieved at H/D = 5 with swirl intensity S = 0.5. This is the highest swirl studied in this work.

Research limitations/implications

High-fidelity simulations or experimental analysis may provide reliable data for higher swirl intensities, which are not covered in this work.

Practical implications

This two-step approach and the data provided is of interest to other related investigations (e.g. using arrays of jets or other surfaces than flat plates).

Originality/value

This paper is the first of its kind RANS simulation of the heat transfer from a flat plate to a swirling impinging jet flow issuing from a rotating pipe. An extensive study of these computational fluid dynamics (CFD) simulations has been carried out with the emphasis of splitting the large domain into two parts to facilitate the use of different turbulent models and periodic boundary conditions for the flow confined in the pipe.

Details

International Journal of Numerical Methods for Heat & Fluid Flow, vol. 30 no. 1
Type: Research Article
ISSN: 0961-5539

Keywords

Article
Publication date: 20 March 2017

Bon-Gang Hwang, Xianbo Zhao and Eileen Wei Yan Chin

The purposes of this paper is twofold: first, to assess the risks associated with the international construction joint ventures (ICJVs) between Singapore and developing countries…

1809

Abstract

Purpose

The purposes of this paper is twofold: first, to assess the risks associated with the international construction joint ventures (ICJVs) between Singapore and developing countries and second, to investigate the risk allocation preferences in these ICJVs.

Design/methodology/approach

A questionnaire survey was conducted and responses were received from 38 firms that had participated in ICJVs with developing countries. A risk criticality (RC) index was adopted to evaluate the criticality of each risk.

Findings

The survey results reported “political instability” as the most critical risk and market-level risks were less critical than country and project-level risks. Additionally, the results showed agreement on the risk ranking between building and infrastructure ICJVs, despite significant differences in the criticalities of five risks. Furthermore, five risks were preferably allocated to host and foreign partners, respectively, while 13 risks could be shared among partners.

Research limitations/implications

First, due to the sample size, one should be cautious when interpreting and generalizing the results. Second, the RC index proposed in this study was subjective as it was influenced by the individual experience and risk attitude of the respondents. Also, the RC values were calculated without considering the weights of the respondents. Lastly, the questionnaire survey, which has been widely used in identifying risk allocation preferences, may not identify the insights of practitioners into the risk allocation practices.

Practical implications

This study provides a clear understanding of the risks associated with forming ICJVs with developing countries and the preferred risk allocation. Although, this study is focused on the risks faced by the Singapore-developing country ICJVs, the identification of the potential risks allows companies from other countries to customize their risk profile and assess the risks before they form ICJVs with developing countries.

Originality/value

As few studies have explored the risk allocation preferences in ICJVs, this study expands the literature and provides practitioners with important information for preparing joint venture contracts or agreements. Thus, this study can contribute to the literature relating to ICJVs.

Details

Engineering, Construction and Architectural Management, vol. 24 no. 2
Type: Research Article
ISSN: 0969-9988

Keywords

Article
Publication date: 20 September 2018

Mehdi Hosseini Abadshapoori and Mohammad Hassan Saidi

The purpose of this paper is to investigate the natural convection behavior of nanofluids in an enclosure. The enclosure is a 3D capsule with curved boundaries filled with TiO2

Abstract

Purpose

The purpose of this paper is to investigate the natural convection behavior of nanofluids in an enclosure. The enclosure is a 3D capsule with curved boundaries filled with TiO2-water nanofluid.

Design/methodology/approach

In this paper, a multiple relaxation times lattice Boltzmann method (MRT-LBM) has been used. Two-component LBM has been conducted to consider the interaction forces between nanoparticles and the base fluid.

Findings

Results show that the enhanced Nusselt number (Nu*) increases with the increase in volume fraction of nanoparticles (ϕ) and Ra number and decrease of nanoparticle size (λ). Additionally, the findings indicate that increasing volume fraction beyond a certain value decreases Nu*.

Originality/value

This paper presents a MRT model of lattice Boltzmann in a 3D curved enclosure. A correlation is also presented based on the current results for Nu* depending on Ra number, volume fraction and size of nanoparticles. Furthermore, a comparison for the convergence rate and accuracy of this model and the SIMPLE algorithm is presented.

Details

International Journal of Numerical Methods for Heat & Fluid Flow, vol. 28 no. 8
Type: Research Article
ISSN: 0961-5539

Keywords

1 – 10 of 312