Article | March 30, 2021
The past 12 months have been especially challenging for the manufacturing industry. The pandemic affected in-person manufacturing jobs as well as supply and demand, causing many manufacturing companies to shut their doors or lay off valuable employees. Recognizing the vulnerable state of manufacturing companies, cybercriminals saw manufacturing as an easy target. In fact, the manufacturing industry saw an 11 percent increase in cyberattacks in 2020.
And even more concerning, our recent State of Software Security v11 (SOSS) report found that, when compared to other industries, the manufacturing industry ranks last for fix-rate and median time to remediate security flaws. That means that the manufacturing industry has security flaws in applications that aren???t getting resolved in a timely manner. And more lingering flaws mean more opportunity for a cyberattack.
Article | January 12, 2022
Real-time manufacturing analytics enables the manufacturing base to increase its efficiency and overall productivity in a variety of ways. Production data is an effective means of determining the factory's efficiency and identifying areas where it might be more productive.
“Without big data analytics, companies are blind and deaf, wandering out onto the web like deer on a freeway.”
– Geoffrey Moore, an American Management Consultant and Author
Creating a product-specific data collection may assist you in determining and visualizing what needs to be improved and what is doing well. In this article, we'll look at why manufacturing data collection is vital for your organization and how it may help you improve your operations.
Why is Manufacturing Data Collection so Critical?
Visibility is the key benefit that every manufacturer gets from manufacturing data collection. By collecting real-time data, or what we refer to as "shop floor data," manufacturers better understand how to assess, comprehend, and improve their plant operations. Manufacturers can make informed decisions based on detailed shop floor data. This is why having precise, real-time production data is critical.
“According to Allied Market Research, the worldwide manufacturing analytics market was worth $5,950 million in 2018 and is expected to reach $28,443.7 million by 2026, rising at a 16.5% compound annual growth rate between 2019 and 2026.”
For modern manufacturers, the advantages of data collection in manufacturing are numerous. The manufacturing industry benefits from production data and data-driven strategy in the following ways.
Substantial reduction in downtime by identifying and addressing the root causes of downtime.
It increases manufacturing efficiency and productivity by minimizing production bottlenecks.
A more robust maintenance routine that is based on real-time alerts and machine circumstances.
Improvements in demand forecasting, supplier scoring, waste reduction, and warehouse optimization reduce supply chain costs.
Higher-quality goods that are more in line with customers' wishes and demands depending on how they are utilized in the current world.
So, after looking at some of the significant benefits of real-time manufacturing analytics, let’s see what type of data is collected from production data tracking.
What Sorts of Data May Be Collected for Production Tracking?
Downtime: Operators can record or track downtime for jams, cleaning, minor slowdowns, and stoppages, among other causes, with production tracking software. In the latter scenario, downtime accuracy is optimized by removing rounding, human error, and forgotten downtime occurrences. The software also lets you categorize different types of stops.
Changeovers: Changeovers can also be manually recorded. However, changeovers tracked by monitoring software provide valuable data points for analysis, considerably reducing the time required for new configurations.
Maintenance Failures: Similar to downtime classification, the program assists in tracking the types of maintenance breakdowns and service orders and their possible causes. This may result in cost savings and enable businesses to implement predictive or prescriptive maintenance strategies based on reliable real-time data.
Items of Good Quality: This is a fundamental component of production management. Companies can't fulfill requests for delivery on schedule unless they know what's created first quality. Real-time data collection guarantees that these numbers are accurate and orders are filled efficiently.
Scrap: For manufacturers, waste is a significant challenge. However, conventional techniques are prone to overlooking scrap parts or documenting them wrong. The production tracking system can record the number and type of errors, allowing for analysis and improvement. Additionally, it can capture rework, rework time, and associated activities.
WIP Inventory: Accurate inventory management is critical in production, yet a significant quantity of material may become "invisible" once it is distributed to the floor. Collecting data on the movement and state of work in progress is critical for determining overall efficiency.
Production Schedule: Accurate data collection is essential to managing manufacturing orders and assessing operational progress. Customers' requests may not be fulfilled within the specified lead time if out of stock. Shop floor data gathering provides accurate production histories and helps managers fulfill delivery deadlines.
Which Real-time Data Collection Techniques Do Manufacturers Employ?
Manufacturers frequently employ a wide range of data collection techniques due to the abundance of data sources. Manual data collection and automated data collection are two of the most common data collection methods. Here are a few examples from both methods:
IoT: To provide the appropriate information to the right people at the right time with the correct shop floor insight, IoT (Internet of Things) sensor integration is employed.
PLC: The integration of PLC (Programmable Logic Controller) is used to measure and regulate manufacturing operations.
HMI: It can provide human context to data by integrating line HMI (Human Machine Interface) systems (such as individual shop terminals like touch screens located on factory floor equipment).
SCADA: Overarching management of activities with SCADA (Supervisory Control and Data Acquisition) systems.
CNC and Other Machines: Integrating CNC and other machines (both new and older types) to keep tabs on production efficiency and machine well-being is a must these days.
One of the most challenging aspects of shop floor management is determining what to measure and what to overlook. The National Institute of Standards and Technology recently conducted a study on assisting manufacturing operations in determining which data to collect from the shop floor.Additionally, you may utilize the manufacturing data set described above to obtain information from your manufacturing facility and use it strategically to improve operations, productivity, efficiency, and total business revenue in the long term.
What is manufacturing analytics?
Manufacturing analytics uses operations and event data and technology in the manufacturing business to assure quality, improve performance and yield, lower costs, and optimize supply chains.
How is data collected in manufacturing?
Data collection from a manufacturing process can be done through manual methods, paperwork, or a production/process management software system.
Article | December 10, 2021
IoT in the manufacturing industry introduces a superior technology that is coming up as a blessing for the industry. Manufacturers are enjoying one-of-a-kind benefits and returns on their reinvestments in IoT. Benefits such as enhanced productivity, work safety, reduced downtime, cost-effective operations, and more such benefits of IoT in manufacturing make it more and more popular with each passing day.
The global IoT market is estimated to reach a value of USD 1,386.06 billion by 2026 from USD 761.4 billion in 2020 at a CAGR of 10.53 percent over the forecast period of 2021-2026. So the whole worldwide market of IoT has a bright future in the following years.
“As technology takes over and enhances many of the processes we used to handle with manual labor, we are freed up to use our minds creatively, which leads to bigger and better leaps in innovation and productivity.”
– Matt Mong, VP Market Innovation and Project Business Evangelist at Adeaca
Let’s check out below some exciting facts about IoT in manufacturing and see how IoT makes a difference in the manufacturing industry.
IoT in Manufacturing: Some Interesting Facts
According to PwC, 91% of industrial/manufacturing enterprises in Germany invest in "digital factories" that use IoT solutions.
According to the International Federation of Robotics (IFR), China employs more industrial robots than any other country (many of which are connected to the internet in some way).
According to IoT Analytics, the industrial sector spent more than $64 billion on IoT in 2018 and expects investment in Industry 4.0 to reach $310 billion by 2023.
According to the Eclipse Foundation, most IoT developers are focused on developing smart agriculture systems (26%), while industrial automation is another big focus area (26%). However, home automation is dwindling in popularity, accounting for just 19% of projects.
How Does IoT Work for the Manufacturing Industry?
The Internet of Things (IoT) is a network of interconnected devices that communicate with one another and with other networks. While IoT-enabled devices are capable of various tasks, they are primarily employed to collect data and carry out specific tasks. The implementation of the Internet of Things in manufacturing is often referred to as the IIoT, or Industrial Internet of Things.
IoT makes use of 'smart' devices to collect, process, and act on data. These intelligent devices are equipped with sensors and other software that enable them to communicate and exchange data inside the network.
IoT-enabled equipment gives crucial real-time data that enables manufacturers or machine operators to make informed decisions. So, how does it function in practice?
Sensors capture data from the system and transfer it to the cloud, where it can be analyzed.
The data is transferred to the quality assurance system.
The data that has been analyzed is forwarded to the end-user.
How the IoT is Improving Manufacturing Business Operations
The Internet of Things (IoT) has numerous benefits for the manufacturing industry. We'll go over some of the significant benefits that the Internet of Things brings to the manufacturing business.
Energy Efficiency Solutions
Energy is a high cost in manufacturing. Unfortunately, the current industrial energy infrastructure can only track excessive energy consumption.
The utility bills include the factory's energy consumption records. But, unfortunately, nobody can break down energy consumption to the device level and find out the underperforming pieces. Some energy usage monitoring tools exist, but they only provide partial data, making system analysis difficult.
IoT can help by giving device-level energy data. The sensors will detect any underperforming devices in the network and alert you so you can take action. As a result, the technology can help you reduce energy waste and find other ways to save it.
Data is required to determine trends and quality of production at a manufacturing facility. It also helps manufacturers plan and anticipates changes. These forecasts can help with inventory management, employment, cost control, and other operational procedures. Thus, IoT technology makes it easier to foresee and optimize customer requirements.
The Internet of Things (IoT) uses sensors to gather data about assets' health and productivity. In addition, it uses advanced analytics to give actionable information. These are presented on an appealing dashboard connected to your smart device. This allows for predictive maintenance to be used in the manufacturing industry.
Superior Product Quality
Every manufacturer is determined to produce a high-quality product at a low cost. Therefore, a minor quality modification can have a significant influence on the manufacturing firm.
Customer happiness, waste reduction, sales, and profit can all benefit from high-quality products. But making high-quality products isn't easy.
The Internet of Things (IoT) can assist you in this endeavor. Poorly set, calibrated, and maintained equipment are some of the main reasons for low-quality products. Worst of all, many small things sometimes go ignored as the final product seems perfect. Quality tests show the product is fine, but your consumers start having problems after a couple of months.
Imagine the resources needed to identify and correct the problem. Sensors in an IoT network detect even minimal tweaks in setup and alert operators. The team might momentarily stop production to address the issue before the production cycle gets complete.
Rapid and Informed Decision-Making
The IoT can dramatically improve organizational decision-making. It unlocks vital data about network equipment performance and delivers it to the right person.
Managers and field operators can use this data to improve plant processes and overall production.
In addition to these significant benefits, IoT in manufacturing can help manufacturers improve their manufacturing operations and construct a unit that meets the vision of the smart factory of 2040. The future beyond IoT would be the icing on the cake for all of us, as technology has always amazed us.
Imagine the day when IoT and AI merge, and the virtual gadgets controlled by IoT are the next major milestone. Then, the ideal combination of robotics, AI, and VR may reduce the manufacturing plant size and cost while increasing the output to a level that is unimaginable and unattainable as of now.
Airbus Improved Production Efficiency with Its Factory of the Future Concept
It's a massive task for a commercial airliner to be assembled. The expense of making a mistake throughout making such a craft can be significant, as there are millions of parts and thousands of assembly phases. Airbus has established a digital manufacturing effort called Factory of the Future to optimize operations and increase production capacity. The company has installed sensors on factory floor tools and machinery and supplied workers with wearable technologies, such as industrial smart glasses, to reduce errors and improve workplace safety. The wearable allowed for a 500% increase in efficiency while eliminating nearly all mistakes in one process named cabin seat marking.
While the benefits of IoT devices have long been a topic of discussion among technology enthusiasts, the incorporation of IoT in manufacturing is creating a new buzz in the industry. The benefits of IoT in manufacturing, such as remote analysis of operations, processes, and products, are assisting manufacturers in establishing a more productive manufacturing unit. As a result of these benefits, IoT use in manufacturing is accelerating. Recognize the IoT's potential and take a step toward incorporating it into your manufacturing operation in 2022.
What is the Industrial Internet of Things (IIoT)?
IIoT stands for Industrial Internet of Things. It uses data to improve industrial efficiency. To enhance industrial performance, it uses embedded sensors, cloud data, and connected devices.
Why is the IoT changing manufacturing?
Real-time monitoring of machines and accurate reporting for better decisions are possible through IoT. This improves business strategies and project control. Thus, the Internet of Things has a significant impact on the profitability of any manufacturing company.
How does the IoT transform the way we do business?
We can use data collected by IoT devices to improve efficiency and help organizations make better decisions. They tell organizations the truth, not what they hope or believe.
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"text": "We can use data collected by IoT devices to improve efficiency and help organizations make better decisions. They tell organizations the truth, not what they hope or believe."
Article | December 16, 2021
Lean manufacturing is an operational approach used to create value. Businesses adopt lean manufacturing to improve productivity, reduce waste, increase customer value, and employee satisfaction.
Many businesses are accelerating their adoption of lean principles and practices due to the emergence of the industry 4.0 transformation. As a result, companies such as Caterpillar, Intel, Textron, Parker Hannifin, and John Deere are all reaping the benefits of lean manufacturing.
So, where did the idea of "lean manufacturing" first originate? In this article, you'll learn about the origins of lean manufacturing and its key principles.
The Origins of Lean Manufacturing
The principles of lean manufacturing were developed in Japan in the mid-20th century. Toyota, a famous Japanese automaker, experienced major delivery issues at the time. Its production chains were excessively long; thus it couldn't supply enough products on time. As a result, Toyota needed a new Performance measurement system. The company's managers identified a solution.
They created a new project management method called the Toyota production system. Its basic idea was to improve product distribution by reducing waste. It was a good concept. It helped the company shorten manufacturing chains and deliver products faster. Toyota's production method created a simple and effective waste definition. Any step that did not improve the end product's functionality was called a waste.
Later, other manufacturing industries adopted the system. It was renamed as lean manufacturing. It's now a global phenomenon and is used by large and small businesses worldwide.
When should you implement the Lean Manufacturing Method in your business?
Lean is a waste-reduction methodology, approach, and a lifestyle. While it is commonly used in manufacturing, lean techniques are applied to reduce waste while keeping high quality in any business.
Waste reduction of 80% plus
Reduced production expenses by 50%
Decreased inventories by 80-90%
Producing quality items is 90% less expensive.
Workforce productivity improved by 50%
If you want your business to get the above benefits, you need to adopt lean manufacturing principles.
Five lean Manufacturing Principles
Lean manufacturing benefits businesses in multiple ways, and this lean lifestyle has the potential to empower any organization and increase its market competitiveness. So, let us observe the five fundamental principles of lean manufacturing.
For the first principle of defining customer value, it is vital to understand what value is. For customers, value comes from what they're willing to pay for. The customer's actual or hidden demands must be discovered. Customers are not aware of what they want or cannot express it. When it comes to new items or technologies, this is a regular occurrence.
Assume nothing; ask about the pain points being experienced and then craft a unique value proposition. Never force a solution into a problem that does not exist.”
– Thomas R. Cutler, President & CEO at TR Cutler, Inc.
For example, you can use various methods to find out what customers value, such as surveys and demographic information. With these qualitative and quantitative methodologies, you may learn more about your clients' needs, their expectations, and their budgets.
Identifying and mapping the value stream is the second lean principle. By starting with the consumer’s perceived value, all activities that contribute to that value may be identified. Waste is anything that does not benefit the client in any way. It can be divided into two categories: non-value-added and unnecessary waste. The unnecessary waste should be removed, while the non-value-added should be minimized. You can ensure that clients get exactly what they want while minimizing the cost of creating that product or service by removing unnecessary processes or steps.
The next operations must proceed smoothly and without interruption or delays after removing wastes from the value stream. Value-adding activities can be improved by breaking down tasks, reorganizing the manufacturing process, distributing the workload, and educating personnel to be flexible and multi-skilled.
The fourth lean principle requires a pull-based manufacturing system. Traditional production systems use a push system, which starts with purchasing supplies and continues manufacturing even when no orders are placed. While push systems are simple to set up, they can result in vast inventories of work-in-progress (WIP).
On the other hand, a pull method pulls a customer's order from delivery, causing new items to be made and additional materials to be acquired. Kanban, one of the lean manufacturing tools, can help organizations develop a pull system to control material flow in a production system.
An efficient pull system maximizes available space, reduces inventory, eliminates over-and under-production, and eliminates errors caused by too much WIP.
While completing Steps 1-4 is a great start, the fifth and possibly most critical step is incorporating lean thinking and process improvement into your organizational culture. As benefits accumulate, it is vital to remember that lean is not a static system that requires continuous effort and awareness to perfect. Each employee should get included in the lean implementation process. Lean experts sometimes state that a process is not truly lean until it has undergone at least a half-dozen value-stream mapping cycles.
How Nike Demonstrated the Benefits of Lean Principles
Nike, the world-famous shoe and clothing powerhouse, has embraced lean manufacturing principles and practices. Nike experienced less waste and increased consumer value, as did other businesses. It also shared some unexpected benefits. It is proven that lean manufacturing can minimize terrible labor practices at a company's overseas manufacturing unit by up to 15%. This result was mostly due to implementing the lean manufacturing practice of valuing the workers more than earlier routine labor practices. It provided greater significance to an employee and, as a result, greater significance to the organization as a whole.
Implementing lean manufacturing principles is a good way to run any organization. Businesses that build their operations on the two pillars of lean manufacturing, constant improvement, and personnel respect, are well on their way to becoming a successful and productive organizations in the modern era. To become a lean company, an organization must fully grasp the benefits and added value that it may get by adopting lean manufacturing principles.
What is Five S's of lean manufacturing?
The 5S of lean manufacturing are Sort, Set in Order, Shine, Standardize, and Sustain, and they give a framework for organizing, cleaning, developing, and maintaining a productive work environment.
What are the two pillars of lean manufacturing?
Lean, as modeled on the Toyota Way values, has two pillars, first is ‘Continuous Improvement’ and second is ‘Respect for People’.
Why are lean principles beneficial for any business?
Lean manufacturing is a business strategy that has proven to be highly successful since it can help you decrease costs, remove waste, enhance production, maintain excellent quality, and thus increase business profit significantly.