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300mm wafers

Traditionally, defect classification is done manually by operators or using Automated Optical Inspection (AOI) machines, often leading to classification inconsistencies. Also, rules-based AOIs may at times be unable to fully satisfy project requirements due to the rigidity of inspection recipes. SixSense – Breaking the Status Quo with Artificial Intelligence Enter SixSense, an AI-powered defect classification software platform that has been making breakthroughs in defect detection and classification for semiconductors to make manufacturing smarter and more efficient. Founded in 2018, SixSense has already amassed a wealth of experience and chalked up a number of successes such as automating the manual image classification process, reducing manufacturing false rejects, and capturing escapees. Infineon Technologies and GlobalFoundries were amongst the early adopters of SixSense’s platform: classifAI. With Infineon, classifAI has allowed over-rejection rates to be precisely quantified. classifAI – Simple UI, Easy Usage, Powerful Models As a UI-based assistive software platform, classifAI, SixSense’s automated defect classification platform is built with the defect and yield engineer in mind. SixSense takes care of all the back-end complexities – such as coding, algorithm modelling and deployment – to enable end users to get started and use the platform with a simple GUI. The simplified end-to-end AI pipeline offered on the platform includes data labelling to make data AI-ready, model training, and model testing. Ultimately, models are deployed on the production floor for 24/7 inferencing of hundreds of millions of images every year, at scale, across processes, tools and sites. Machine learning models built by the SixSense team have seen strong results, with model accuracy of up to 98% in certain use cases. Track Record of delighting IDMs, Foundries and OSAT Customers SixSense has consistently solved visual inspection problems and enabled the success of IDMs, foundries and OSATs since its inception. The AI technology has helped a range of customers across 100mm-300mm wafer standards, both pure silicon and compound wafers, and caters to specific end-use market requirements such as RF and automotive. Partnerships between startups and established manufacturers are key to actualizing the value of AI in manufacturing. “Our collaboration with AI startup SixSense has enabled us to explore opportunities in yield gain, improving cycle time, and real-time monitoring of process shifts,” said Dato’ Tan Soo Hee, Executive Vice President, Global Backend Operations at Infineon Technologies Asia Pacific. “SixSense has been very attentive to the needs of our engineering team, addressing project requirements using a customer-first approach evident in the design of the intuitive software platform,” said Melvyn Peh, Principal Engineer, Automation-Scan-Pack, Infineon Technologies Asia Pacific. The intelligent annotation module is one of many offered by SixSense, which uses AI to train AI and accelerate the data annotation process by focusing on the semiconductor-specific requirements. Another valuable module in classifAI is advanced analytics that capture the heatmap for defect distribution on the images. Images are stacked on top of each other, with the location of defects aggregated to provide the defect heatmap. Through this, systematic failure patterns were identified that allowed defect engineers to zero in on key sources of failure and assist in root-cause analysis. Infrastructure – Scale Fast, Adapt Quickly, Accelerate Value Creation In the dynamic world of technology, machine learning and AI projects must meet changing infrastructure demands. A cloud-first approach is often favored for the plethora of benefits it offers. “We’re looking forward to a great partnership with SixSense, treading together hand in hand exploring fresh ideas and possibilities,” said Manju Jalali, Vice President of digital manufacturing at GlobalFoundries, who oversees the company-wide roll out of classifAI. For use cases where on-premise deployments are preferred, SixSense offers such options for infrastructure integration, satisfying all possible infrastructure requirements in the market. Contributing to a vibrant innovation ecosystem SixSense was mentioned by Singapore’s Deputy Prime Minister Heng Swee Keat during an event that marked Infineon’s 50th anniversary in Singapore: “I am heartened that Infineon will be investing more than $27 million over three years on an AI initiative in Singapore. Under this initiative, Infineon Singapore will be partnering academia, industry, and local startup SixSense AI to develop new AI solutions and courses.” Explosive Growth of AI in Chip Manufacturing According to a McKinsey Company report, AI contribution to semiconductor company earnings is projected to rise to between $85 billion and $95 billion per year in the coming years. SixSense has been taking great strides in creating value for their semiconductor customers. “SixSense offers tremendous value in a high-growth vertical in the semiconductor industry, marrying the latest deep learning algorithm with the compute power of the cloud,” said Rajan Rajgopal, CEO of DenseLight Semiconductor. “This leads to faster root-cause analysis that helps reduce the cost of non-conformance and improve quality.” Dominic Teo is Enterprise Business Development Representative at SixSense. He can be reached at [email protected].
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As we move through Q2 of 2021, it seems that the world is finally approaching normalcy. But I don’t believe our lives and businesses will ever be the same. Travel is unlikely to return to the same level as pre-COVID-19 for many years. I’m sure many companies will establish tighter travel policies and budgets as virtual conferencing has proven to be beneficial and cost-effective. Patients and doctors who were skeptical of telemedicine are embracing it, and although it’s not perfect, it has filled a needed gap. Online learning essentially happened over a weekend and will now be part of many curriculums and programs. All of these elements have spurred our semiconductor industry into a super cycle. Demand for chips is leading to an increased demand for semiconductor equipment. Semiconductor capital equipment expenditures in 2020 surpassed $63 billion and are forecast to top $70 billion in 2021. The secondary equipment market typically makes up about 5% to 10% of that. Our inquiries have definitely increased this year. With this in mind, I’d like to share some thoughts for the remainder of the year. Storage of Chipmaking Equipment Not New The semiconductor industry has been experiencing an equipment shortage for some time. It is difficult for original equipment manufacturers (OEMs) to support such a large variety of products and technologies. Some companies use equipment for manufacturing 150mm, 200mm and 300mm wafers. Fabs still run 30-year-old technology on 150mm wafers while the latest technology is manufactured on 300mm wafers. We’ve also seen new technologies like silicon carbide (SiC) being developed on these smaller wafer sizes. Unfortunately, some OEMs stopped making 150mm and 200mm some time ago and have only recently jumped back into the market. These OEMs have had to balance technological advances, pricing, and manufacturing capacity to meet this demand since their primary focus is on 300mm equipment. Third-party refurbished equipment suppliers have also experienced an increase in demand over the last several years. We see it increasing at all technology levels over the next three to five years. This translates to increased equipment pricing for both new and used equipment, as well as increased lead times. Growing Demand for Legacy Tools Many electronic products we use and are familiar with don't require state-of-the-art technology. For instance, cellphones, electric vehicles, wearables, monitors and industrial products still contain many chips manufactured on 200mm wafers using 200mm equipment. There are still approximately 200 200mm fabs worldwide and this makes up about 25% of all wafer capacity regardless of wafer size. These fabs manufacture analog devices, MEMS products, power management ICs, RF devices, discrete devices and sensors. We have also seen an increase in lead times for 200mm equipment. Typical lead times of three to six months have increased in some cases to one year or more. This situation has created a dramatic increase in chip making equipment prices and we do not expect much relief there. Many OEMs transitioned to 300mm equipment prior to 2010. Revenue and profit margins are much higher for them on 300mm equipment. 200mm manufacturing was supported by many third parties for a while. However, in 2016 we saw a resurgence in 200mm equipment, and at that time many OEMs began jump-starting their supply chains. It took some time for them to develop new supply chains, upgrade technology and in some cases hire newly trained engineers to support these new tool sets. All this costs money, which is why we will continue to see an increase in new legacy equipment pricing. Because manufacturers and products may not be able to support these prices, we expect the robust third-party ecosystem to continue. SurplusGLOBAL's Response to this Demand One of the advantages we bring to the secondary equipment market is our ability to recycle technology. We continuously search for opportunities to purchase large packages of tools from companies that are transitioning technology nodes, moving from 200mm to 300mm wafer size or changing product lines. We spend approximately $65 million to $100 million each year on purchasing equipment and in some cases storing it for the right customer. For instance, a memory company may be changing technology nodes and no longer needs its equipment. This use to happen on a predictable schedule. Instead of scrapping that equipment, SurplusGLOBAL purchases and stores it. Sometimes we only need to store it for one month before relocating it. However, in many cases, we store it for one year or more. We may power it on at a later date if it is in good condition. In some cases, we work with an OEM or third party to have it refurbished and ready for a new customer. In response to the need for more secondary market equipment, we have opened up additional offices in Japan and Singapore to stay close to and better support our customers in those regions. Finally, our biggest and most recent endeavor is building our Semiconductor Equipment Cluster, which opens in July 2021. Learn more about the SurplusGLOBAL Semiconductor Equipment Cluster. Emerald Greig is executive vice president Americas at SurplusGLOBAL.
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Japan’s semiconductor industry has weathered the COVID-19 pandemic to post robust growth. Far from a temporary setback, COVID-19 will lead to enduring change in how we work and live. And just as automation has been a bulwark against the devastating business impacts of the virus outbreak, increasing digitization will lead to new efficiencies in our industry.These were some of the key takeaways from three SEMI Japan Members Day webinars in June and July that offered the latest updates on COVID-19 impacts to the semiconductor industry and restart strategies for SEMI members. More than 2,000 SEMI members across Japan’s islands attended the webinars featuring the following five speakers: Hideki Kanewaka, Marketing Director, Consulting Lead, Japan, Accenture Japan Ltd. Takayuki Komori, Manager, Marketing Engineering Dept, SUMCO Corporation Taketoshi Hamaguchi, Director, Manufacturing Industry, Microsoft Corporation Akira Minamikawa, Senior Consulting Director, OMDIA (Informa Intelligence LCC) Yuichi Koshiba, Managing Director Partner, Boston Consulting Group COVID-19 Impact on Japan Semiconductor Industry is ModestThe consensus view of the five speakers from various quarters of the industry – consultant, IT service provider, materials supplier, market analyst – was that the Japan semiconductor industry withstood the heavy blows COVID-19 dealt to other industries thanks to strong demand for chips. Shelter-in-place policies and lockdowns spawned by COVID-19 has accelerated the digital transformation rippling around the world as electronics sales have soared to support everything from remote work and education to healthcare and home entertainment including gaming.The rapid growth of cloud usage for video streaming, gaming and remote work is taxing communications network capacity and placing more bandwidth demands on servers, said Akira Minamikawa of OMDIA. According to a recent report by Nokia, communications network traffic has skyrocketed 300 percent for online meetings and 400 percent for gaming, bringing the networks closer to their capacity limits. Minamikawa sees server shipments increasing at 8 percent CAGR through 2024. For the broader chip market, he expects demand for notebooks, solid state and hard disk drives, and gaming to remain strong in 2020. He also predicts rapid 5G penetration for smartphones will boost semiconductor chip industry growth.Still, not all semiconductor segments are expanding, said Yuichi Koshiba of Boston Consulting Group. Chip shipments for end products in markets such as automotive, industrial equipment and aircrafts are on the decline. Slowing demand for chips that power automotive applications in particular could pare sales for some chip companies and distributors since the segment accounts for a high proportion of their overall revenue.State of the Semiconductor IndustryFrom SUMCO’s vantagepoint as a major silicon wafer supplier, the company’s Takayuki Komori sees a number of changes unfolding in the semiconductor industry: Smartphones are driving growing demand for process technology (smaller nodes) and 300mm wafers. Komori estimates the typical high-end smartphone sports 1,700 square millimeters of silicon. 300mm wafers account for 80 percent of that total while more than 50 percent of the devices use leading edge multi-patterning technologies. Smartphones will need more RF chips to support 5G’s high-speed communications and added frequency ranges. Substrates for RF switches and tuners have been shifting from gallium arsenide (GaAs) and other compound semiconductors to silicon. 5G smartphone penetration will accelerate as the cost of integrating CPUs and modem functions into a single chip sees a swift decline. While the sensitivity and resolution of CMOS image sensors have evolved to incorporate innovative backside illumination and stacking technologies, future advances will focus more on products for machine vision applications capable of sensing invisible light bands. Rising adoption of electric vehicles and robotics applications will drive growing demand for power semiconductors that control their motors such as IGBTs and MOSFETs as the production capacity for the devices expands and shifts to 300mm wafer lines. For memory fabs, Minamikawa said utilization remains high as a result of a spending slowdown by major chip manufacturers and will stay elevated even once additional capacity ramps to support robust demand. Foundry fab utilization also remains high despite the pandemic-driven cancellation of smartphone chip orders in March. Minamikawa also sees the utilization rate of micro rising with the surge in demand for notebooks, PCs and servers in the second half of 2020.Transition to New NormalAs people around the world start to settle into new ways of living and working, there’s a growing acceptance that the transformation will be long-lasting. And no area of people’s lives is changing more than their work. Boosted by government subsidies, many small and midsize companies in Japan have started to implement work-from-home policies, an area where major electronics and IT businesses had already instituted reforms, said Hideki Kanewaka of Accenture. A few examples: Nippon Telegraph and Telephone Corporation (NTT) announced that half of its employees will continue to work from home in the future. A five-year plan Toshiba launched in 2019 to allow all employees to work from home will likely accelerate. Hitachi plans to allow all employees to work from home starting in April 2021. dwango, a major internet-based entertainment company in Japan, announced it will allow in principle any employees to work remotely. In the critical area of remote sales, Kanewaka pointed to the importance of going beyond online business meetings, paperless transactions and virtual events to devise new ways to attract customers and close deals. Creating online communities and providing rich digital content are also important measures to consider, he said.Manufacturing's Digital TransformationTravel restrictions by most countries to curb the COVID-19 outbreak have also raised barriers to chip companies sending engineers overseas sites to service state-of-art equipment and provide other technical support. Microsoft’s remote assist system deployed by ASML is one tool semiconductor makers can use to overcome this challenge, said Taketoshi Hamaguchi of Microsoft.The system connects a remote equipment service expert with an onsite worker through the internet, allowing the technical expert to provide support through a goggle display with a camera worn by the worker. Guided by the expert, the worker can perform complex services. A Natural User Interface (NUI) helps give the factory worker a clear understanding of the often highly technical instructions.Using artificial intelligence (AI) to increase automation will also help reduce the reliance of semiconductor factories on onsite workers. For example, AI deep learning can be deployed to calibrate equipment autonomously and reduce downtime after scheduled maintenances, Hamaguchi said.Corporate Restart Strategies Beyond factory considerations tied to COVID-19, semiconductor companies will need to adapt their business strategies to new ways of operating. For example, global supply chains will shift to domestic sources and increase redundancy to ensure a steady supply, a change leading to higher overall costs, Koshiba said. Trade routes among regions will also be redrawn as the trade rift between the United States and China and other geopolitical tensions intensify. The total value of those routes is expected to recover by 2023.Koshiba advised companies to evaluate the supply chain trade-offs between stability and cost and factor in potential risks to improve their short-term resilience and drive mid- to long-term supply chain restructuring.After past recessions, 14 percent of companies restored sales growth, Koshiba said. He recommended investing aggressively in growth and seizing M A opportunities during the downturn. Chip companies must also adapt to supply chain changes faster than competitors.Become a SEMI MemberWebinars like the recent SEMI Japan Members Day series have become increasingly important in the mix of programs and services SEMI offers members to help them connect, collaborate and innovate in the microelectronics community. To become a SEMI member, please visit the SEMI website or contact your nearest SEMI office.Jim Hamajima is president of SEMI Japan.
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