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Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

1. The Pillar of Lean Manufacturing

Jidoka, often referred to as "automation with a human touch," is a fundamental concept within the Lean manufacturing philosophy. It represents a shift from traditional manufacturing practices by emphasizing the role of quality control within the production process itself, rather than as a separate post-production phase. This approach to manufacturing aligns closely with the principles of Lean Six Sigma, which focuses on eliminating waste and optimizing processes.

The essence of Jidoka lies in its ability to detect defects immediately as they occur, thereby preventing the production of inferior products and allowing for the immediate correction of any process errors. This proactive stance on quality control is what sets Jidoka apart as a pillar of Lean manufacturing. It empowers workers to stop the production line whenever an anomaly is detected, ensuring that only products that meet the stringent quality standards proceed further down the line.

From the perspective of management, Jidoka provides a transparent view of the production process, highlighting areas that require improvement. For the workforce, it instills a sense of responsibility and ownership over the quality of their work. And from an operational standpoint, it integrates quality control into the heart of production, reducing the need for costly and time-consuming rework.

Let's delve deeper into the concept of Jidoka with the following points:

1. Origins and Evolution: The term Jidoka originated in Japan and was first implemented by Sakichi Toyoda, the founder of Toyota Industries. His invention of a loom that automatically stopped when a thread broke was the genesis of Jidoka. This innovation not only improved efficiency but also ensured that any cloth produced was of the highest quality.

2. Key Components: Jidoka can be broken down into four essential steps:

- Detect the abnormality.

- Stop the process.

- Fix the immediate problem.

- Investigate and correct the root cause.

3. Technological Integration: Modern Jidoka systems incorporate advanced technologies such as sensors and software that monitor production processes in real-time. These systems can automatically halt operations when they detect a deviation from the norm, signaling operators to address the issue.

4. Human Element: Despite the technological advancements, the human element remains at the core of Jidoka. Workers are trained to understand the intricacies of the processes they oversee and are empowered to take action when necessary.

5. Examples in Practice: A practical example of Jidoka in action can be seen in the automotive industry. If a robotic arm identifies a defect in a car door panel, it will cease operations, triggering a light to alert the operator. The operator can then inspect the issue, perform the necessary adjustments, and restart the line, ensuring that the defect does not continue through to the final product.

Jidoka is not just a set of procedures; it's a mindset that permeates the entire organization. It's about building quality into the process and giving every employee the responsibility and authority to make that happen. By doing so, Jidoka helps create a culture of continuous improvement, which is the heartbeat of lean manufacturing and lean Six Sigma methodologies.

The Pillar of Lean Manufacturing - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

The Pillar of Lean Manufacturing - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

2. From Toyota to Today

Jidoka, a cornerstone principle in the Lean manufacturing system, represents the ingenious fusion of human intelligence with mechanical efficiency. Originating from Toyota's production lines, it has evolved into a sophisticated quality control methodology that empowers machines to detect and address errors autonomously. This evolution reflects a broader shift in manufacturing paradigms, where the emphasis on quality has transcended mere defect detection to encompass the entire production lifecycle. Jidoka's journey from Toyota's looms to modern-day factories encapsulates a relentless pursuit of perfection, where every process and component is scrutinized for potential improvement.

1. Early Beginnings at Toyota: The concept of Jidoka first took shape in the textile industry with Sakichi Toyoda's invention of a loom that automatically stopped when a thread broke. This not only prevented defective products but also freed operators to manage multiple machines, significantly improving productivity.

2. Integration into the toyota Production system (TPS): Taiichi Ohno, the architect of TPS, recognized the potential of Jidoka in automotive manufacturing. He expanded it to include a system of 'andon' cords that workers could pull to halt production when an issue was detected, ensuring that problems could be addressed immediately.

3. Spread to Other Industries: As TPS gained global recognition, Jidoka principles were adopted by various sectors, from electronics to healthcare. For instance, in pharmaceutical manufacturing, machines are equipped to reject pills that don't meet weight specifications, embodying the Jidoka ethos.

4. Technological Advancements: With advancements in AI and machine learning, Jidoka has become more sophisticated. Modern machines not only stop in the event of an error but also diagnose issues and sometimes even initiate corrective measures without human intervention.

5. impact on Quality control: Jidoka has transformed quality control by shifting the focus from detecting to preventing defects. It has led to the development of smarter quality control systems that are integral to lean Six Sigma methodologies.

6. Challenges and Adaptations: Despite its success, Jidoka faces challenges such as integration with existing systems and the need for continuous improvement. Companies must adapt the principle to fit their unique contexts, which can involve significant cultural and procedural changes.

7. Future Prospects: Looking ahead, Jidoka is set to become even more integrated with Industry 4.0 initiatives, where interconnected machines communicate and make decisions in real-time, further automating quality control and enhancing efficiency.

Example: A modern example of Jidoka in action can be seen in automotive assembly lines, where sensors detect if a component is missing or improperly installed. The system immediately stops the line, and visual indicators alert the team to the specific issue, allowing for rapid resolution and ensuring that no car leaves the factory without meeting stringent quality standards.

Through its evolution, Jidoka has remained true to its original intent: to build quality into the production process. It's a testament to the enduring relevance of Toyota's innovative spirit and its lasting impact on manufacturing excellence worldwide.

From Toyota to Today - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

From Toyota to Today - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

3. Building Quality into the Production Process

Jidoka, often referred to as "automation with a human touch," is a cornerstone principle of the Toyota Production System and has become integral to Lean manufacturing and Six Sigma methodologies. It represents a shift from traditional manufacturing practices by emphasizing the role of quality control not as a separate process, but as an inherent part of the production line. This approach ensures that defects are not passed down the line, thereby preventing waste and fostering a culture of continuous improvement.

The principles of Jidoka can be distilled into several key points:

1. Detecting Abnormalities: The first principle of Jidoka is the ability to detect any irregularities within the production process. This is typically achieved through a combination of sensor technology and carefully designed manual processes that allow machines or operators to identify when something has gone awry. For example, a textile loom might automatically stop when it detects a broken thread, preventing further damage or defects.

2. Stopping Production: Upon detection of an abnormality, the process is halted. This stoppage is not seen as a failure but as an opportunity to address the root cause of the problem immediately. In practice, this could mean a conveyor belt stopping when a defective part is identified, allowing for immediate removal and investigation.

3. Fixing Problems: After halting production, the next step is to fix the issue at hand. This might involve repairing a machine, adjusting settings, or redesigning a part of the product. The key is to resolve the issue so that production can resume without the risk of repeating the same error.

4. Preventing Recurrence: Jidoka is not just about fixing problems but also about preventing them from happening again. This involves analyzing the root cause of the defect and implementing changes to the process to ensure that the same mistake does not recur. It could be as simple as retraining staff or as complex as redesigning a component or process.

5. Empowering Workers: A critical aspect of Jidoka is empowering workers to contribute to quality control. Employees are trained to understand the importance of their role in detecting and responding to issues. They are encouraged to take initiative and even given the authority to stop production if they detect a problem.

6. Building in Quality: The ultimate goal of Jidoka is to build quality into the product at every stage of production. Rather than relying on end-of-line inspections, quality checks are integrated throughout the manufacturing process. This proactive approach to quality ensures that the final product meets the highest standards without the need for extensive rework.

By implementing these principles, companies can create a more responsive and efficient production process that not only reduces waste but also leads to higher-quality products. An example of Jidoka in action can be seen in the automotive industry, where assembly line workers have the authority to pull a cord (known as the Andon Cord) to stop the production line if they notice a defect. This empowers each worker to act as a quality inspector and ensures that problems are addressed as soon as they arise.

The principles of Jidoka transform the production process by integrating quality control into each step, fostering a culture of continuous improvement, and empowering workers to take an active role in ensuring the highest quality of the final product. By doing so, organizations can achieve greater efficiency, reduce costs, and deliver superior products to their customers.

Building Quality into the Production Process - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

Building Quality into the Production Process - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

4. Real-World Examples of Automated Quality Control

Jidoka, often referred to as "automation with a human touch," is a cornerstone principle of the Toyota Production System and has become integral to Lean manufacturing and Six Sigma methodologies. It represents a shift from traditional manufacturing processes by incorporating intelligent automation that stops production when defects are detected. This proactive approach to quality control ensures that only products meeting the highest standards reach the customer, significantly reducing waste and improving overall efficiency.

1. Toyota's Assembly Line: The birthplace of Jidoka, Toyota's assembly lines are equipped with automated devices that detect a problem during vehicle assembly. For instance, if a bolt is not tightened to the specified torque, the machine stops, signaling the operator to address the issue immediately. This instant feedback loop prevents the production of defective vehicles and exemplifies the Jidoka principle in action.

2. Pharmaceutical Manufacturing: In the highly regulated pharmaceutical industry, Jidoka systems are employed to ensure compliance and safety. Automated vision systems inspect pill shapes, sizes, and colors, immediately halting production if anomalies are detected. This not only maintains product integrity but also safeguards consumer health.

3. food and Beverage industry: Jidoka finds its application in the food and beverage sector through advanced sensors that monitor temperature, humidity, and other critical factors during production. For example, if a batch of yogurt does not ferment at the correct temperature, the system stops the line, preventing spoilage and potential health risks.

4. Electronics Manufacturing: With the miniaturization of electronic components, manual inspection becomes impractical. Manufacturers implement Jidoka by using precision robots equipped with cameras and sensors to identify and rectify soldering defects on circuit boards, ensuring the reliability of electronic devices.

5. automated Teller machines (ATMs): While not a manufacturing example, ATMs embody the Jidoka philosophy. They are designed to retain a customer's card or shut down if tampering or a malfunction is detected, thereby protecting the customer's account and the bank's assets.

Through these real-world examples, it's evident that Jidoka's automated quality control is not confined to a single industry but is a versatile tool that enhances product quality and operational efficiency across various sectors. By empowering machines to detect and respond to errors, organizations can uphold stringent quality standards while fostering a culture of continuous improvement.

Real World Examples of Automated Quality Control - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

Real World Examples of Automated Quality Control - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

5. Integrating Jidoka with Lean Six Sigma Methodologies

Integrating Jidoka with Lean Six Sigma methodologies presents a compelling approach to enhancing quality control within manufacturing and service processes. Jidoka, or "automation with a human touch," is a cornerstone of the Toyota Production System, emphasizing the importance of detecting and addressing errors at their source. When combined with Lean Six Sigma, a data-driven strategy for process improvement and variation reduction, the synergy can lead to significant enhancements in both efficiency and quality. This integration leverages the strengths of both methodologies: Jidoka's capacity for immediate error detection and Lean Six Sigma's structured approach to eliminating waste and reducing variability.

From the perspective of a process engineer, the integration means a more robust system where machines not only stop when a defect is detected but also signal the specific issue, allowing for a targeted and efficient Lean Six Sigma intervention. For a quality control manager, it translates to a higher level of product consistency and a deeper understanding of quality issues, leading to more informed decision-making.

Here's an in-depth look at how Jidoka can be integrated with Lean Six Sigma methodologies:

1. Error Detection and Response: In a Jidoka-enabled system, machines are equipped with sensors that detect anomalies. When integrated with Lean Six Sigma, these anomalies can be systematically analyzed to identify root causes and eliminate them, following the DMAIC (Define, Measure, Analyze, Improve, Control) framework.

2. andon system: The Andon system is a visual aid that highlights the status of production and alerts when an issue arises. Lean Six Sigma complements this by providing the tools to analyze these alerts and implement long-term solutions.

3. Poka-Yoke (Error Proofing): Jidoka's concept of poka-yoke, or mistake-proofing, is naturally aligned with Lean Six Sigma's goal of defect reduction. implementing poka-yoke devices or procedures ensures that errors are prevented before they occur.

4. Autonomation: Jidoka's autonomation principle, which refers to machines operating independently but under human supervision, can be enhanced by Lean Six Sigma's process mapping and capability analysis, ensuring that autonomation is effectively contributing to process optimization.

5. Continuous Improvement (Kaizen): Both Jidoka and Lean Six Sigma are committed to continuous improvement. By integrating the two, organizations can create a culture where employees are constantly looking for ways to improve processes and reduce waste.

For example, consider a manufacturing line where a sensor detects a part that is not properly seated. With Jidoka, the machine stops, and the issue is addressed immediately. However, by applying Lean Six sigma, the team conducts a root cause analysis, discovers that a feeder mechanism is misaligned, and implements a corrective action to prevent recurrence, thus improving the overall process capability.

The integration of Jidoka with Lean Six Sigma methodologies offers a robust framework for achieving operational excellence. By combining Jidoka's real-time problem-solving with Lean Six Sigma's structured approach to process improvement, organizations can realize a higher level of quality control and efficiency. This integration not only addresses immediate concerns but also fosters a proactive environment where continuous improvement becomes a daily practice, ultimately leading to a sustainable competitive advantage.

Integrating Jidoka with Lean Six Sigma Methodologies - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

Integrating Jidoka with Lean Six Sigma Methodologies - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

6. Empowering Employees to Ensure Quality

Andon systems are a critical component of the Jidoka process, serving as a visual management tool that empowers employees to halt production when a quality issue is detected. This empowerment is a fundamental shift from traditional manufacturing mindsets, where production quantity often took precedence over quality. In a Jidoka-enabled environment, every employee has the authority and responsibility to stop the line, ensuring that problems are addressed immediately and do not proceed further into the process. This proactive approach to quality control is deeply embedded in the lean Six Sigma methodology, where the elimination of waste and continuous improvement are paramount.

1. Immediate Response: When an employee pulls the Andon cord or presses the Andon button, it signals an issue that requires immediate attention. This could range from a machine malfunction to a defect in the product. The key is that the response is swift, preventing small issues from becoming larger problems.

2. Visual Communication: Andon boards display the status of production in real-time, using lights or signals to indicate normal operations or problems. This visual communication is easily understood by all employees, regardless of language barriers or technical expertise.

3. Empowerment and Engagement: By allowing employees to stop production, they become active participants in quality control. This empowerment leads to higher engagement and a sense of ownership over the production process, as workers are not merely cogs in a machine but critical observers and decision-makers.

4. Root Cause Analysis: Once the line is stopped, a root cause analysis is conducted to understand the problem. This may involve cross-functional teams and encourages a collaborative approach to problem-solving.

5. Continuous Improvement (Kaizen): Andon in Jidoka is not just about stopping production; it's about learning from the interruptions. Each stop is an opportunity for kaizen, or continuous improvement, ensuring that the same issue does not recur.

For example, consider a scenario in an automotive assembly line where an employee notices a slight misalignment in the installation of a door panel. By activating the Andon system, the line is halted, and a team quickly gathers to assess the situation. They discover a worn-out fixture that caused the misalignment. Not only is the fixture replaced, but a review of similar fixtures across the line is initiated, leading to preventative maintenance that avoids future quality issues.

The role of Andon in Jidoka is to create a culture where quality is everyone's responsibility. It transforms the production floor from a place where defects are passed down the line to one where they are surfaced and solved collaboratively. This cultural shift is essential for Lean Six Sigma practices, as it aligns perfectly with the principles of reducing waste and enhancing quality at every stage of production.

Empowering Employees to Ensure Quality - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

Empowering Employees to Ensure Quality - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

7. How Jidoka Improves Efficiency and Reduces Waste?

Jidoka, often referred to as "automation with a human touch," is a cornerstone principle in Lean Six Sigma methodologies. It empowers machines and operators to detect when an abnormal condition has occurred and immediately stop work. This ability to halt production at the first sign of trouble is crucial for maintaining quality and avoiding the waste of resources on defective products. By integrating intelligent automation into the production process, Jidoka transforms the efficiency and effectiveness of operations, ensuring that only products that meet the highest quality standards reach the customer.

From the perspective of process efficiency, Jidoka has a profound impact. It minimizes the time spent on inspecting products post-production by embedding quality control within the production process itself. This shift not only reduces the labor required for quality checks but also accelerates the overall production cycle. For example, in an automotive assembly line, if a robotic arm detects an issue with the fitting of a component, it can immediately stop the line, signaling operators to address the problem. This immediate response prevents the accumulation of defective products and the waste of materials and time.

Waste reduction is another significant benefit of Jidoka. In Lean terminology, waste refers to any activity that consumes resources without creating value for the customer. Jidoka tackles several forms of waste, including:

1. Defects: By preventing the continuation of production when a defect is detected, Jidoka reduces the waste associated with rework or scrapping defective products.

2. Overproduction: Automated systems calibrated to produce only what is needed prevent the buildup of excess inventory, which ties up capital and space.

3. Waiting: Jidoka systems are designed to alert human operators immediately, reducing the downtime associated with waiting for manual inspections.

4. Non-utilized talent: Operators are freed from monotonous inspection tasks and can focus on more value-adding activities, leveraging their skills more effectively.

Consider the case of a textile manufacturer that implemented Jidoka principles in its fabric production line. Sensors were installed to detect thread breaks or inconsistencies in the weave. Previously, such defects might have gone unnoticed until later stages, resulting in significant material waste. With Jidoka, the moment a flaw is detected, the machine stops, and the issue can be addressed, saving yards of fabric from being wasted.

From a strategic standpoint, Jidoka aligns with the broader goals of Lean Six Sigma by fostering a culture of continuous improvement. It encourages workers to engage with the production process actively, contributing their insights to enhance system design and problem-solving. This collaborative environment not only improves morale but also leads to innovative solutions that drive further efficiency gains.

In summary, Jidoka's impact on efficiency and waste reduction is multifaceted and profound. By integrating quality control into the production process, it ensures that efficiency is not achieved at the expense of quality. It also aligns with the Lean philosophy of respect for people by enabling operators to contribute more meaningfully to the production process. The result is a more agile, responsive, and cost-effective operation that delivers superior value to customers.

How Jidoka Improves Efficiency and Reduces Waste - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

How Jidoka Improves Efficiency and Reduces Waste - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

8. Implementing Jidoka in Various Industries

Implementing Jidoka, which is the automation of quality control within Lean Six Sigma, presents a unique set of challenges across various industries. Jidoka's principle of detecting defects and immediately stopping production to fix the problems ensures that only products meeting the highest quality standards reach customers. However, integrating this approach into existing workflows can be complex. Industries ranging from automotive to healthcare must consider the specific nature of their production processes and the adaptability of their workforce and technology.

From the automotive industry, where assembly lines and robotic automation are prevalent, to the healthcare sector, where patient safety is paramount, the application of Jidoka must be tailored to fit the environment. In automotive, the challenge lies in calibrating sensors and programming robots to identify defects. Solutions often involve advanced AI algorithms that learn from past data to predict and detect anomalies. For example, a car door panel with an improper seal might be identified by a vision system, triggering an immediate halt for correction.

In healthcare, Jidoka principles are applied in laboratory settings and patient care protocols. The challenge is ensuring that automated systems enhance, rather than replace, the human element. Solutions include smart systems that flag abnormal test results for further review or alert staff to potential medication errors.

The food and beverage industry also faces unique challenges, such as ensuring compliance with stringent health standards. Here, Jidoka might involve sensors that detect contamination or packaging errors, with solutions focusing on real-time monitoring and rapid response mechanisms.

1. Integration with Existing Systems: Many industries have legacy systems in place, and integrating Jidoka requires a careful balance between upgrading technology and maintaining continuity in production.

- Solution: Incremental implementation and investing in modular systems that can communicate with older equipment can ease this transition.

2. Employee Training and Acceptance: Workers may be resistant to changes that automation brings, fearing job loss or devaluation of their skills.

- Solution: comprehensive training programs and emphasizing the role of Jidoka in eliminating monotonous tasks can help in gaining employee buy-in.

3. Cost Implications: The initial investment for automated quality control systems can be significant.

- Solution: A cost-benefit analysis demonstrating long-term savings through reduced waste and increased efficiency can justify the expenditure.

4. Maintaining Flexibility: Over-automation can lead to rigidity in processes, making it difficult to adapt to changes in product design or market demand.

- Solution: Designing systems with flexibility in mind, allowing for easy updates and modifications, can mitigate this risk.

5. data Security and privacy: With increased automation comes the need to protect sensitive data against breaches.

- Solution: Robust cybersecurity measures and regular audits can ensure data integrity.

While the challenges of implementing Jidoka are non-trivial, they are not insurmountable. With thoughtful planning, tailored solutions, and a commitment to continuous improvement, industries can successfully integrate Jidoka principles into their operations, leading to enhanced quality and customer satisfaction. The key is to view these challenges not as obstacles but as opportunities for innovation and growth.

Implementing Jidoka in Various Industries - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

Implementing Jidoka in Various Industries - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

As we delve into the future of Jidoka, it's clear that the intersection of automation and quality control is poised for significant evolution. The concept of Jidoka, which finds its roots in the Toyota Production System, is fundamentally about detecting errors and immediately halting production to correct them. This principle has been instrumental in Lean Six Sigma methodologies, ensuring that quality is not an afterthought but a built-in feature of the manufacturing process. The advancements in this field are not just incremental; they are transformative, reshaping the landscape of manufacturing quality control.

From the integration of Artificial Intelligence (AI) and Machine Learning (ML) to the advent of Internet of Things (IoT)-enabled devices, the innovations in Jidoka are multifaceted. These technologies are converging to create a more intelligent, responsive, and efficient quality control process. Here's a closer look at the trends and innovations shaping the future of Jidoka:

1. AI-Driven Predictive Maintenance: By analyzing data from machinery, AI algorithms can predict failures before they occur, reducing downtime and maintaining consistent quality.

- Example: A beverage company uses sensors to monitor the filling process. AI predicts when a nozzle is likely to fail, triggering maintenance before it affects product quality.

2. smart Sensors and iot: Sensors are becoming more sophisticated, capable of detecting a wider range of issues. When connected through IoT, they provide real-time data to central systems for immediate action.

- Example: In electronics manufacturing, sensors detect soldering defects, and the system automatically adjusts the process parameters to correct the issue without human intervention.

3. Collaborative Robots (Cobots): Cobots are designed to work alongside humans, equipped with sensors to detect defects and assist in the quality control process.

- Example: In automotive assembly, cobots inspect paint quality and alert operators if a rework is necessary, blending automation with human expertise.

4. Digital Twin Technology: Creating virtual replicas of physical systems allows for simulation and analysis of production processes to identify potential quality issues before they manifest on the shop floor.

- Example: A digital twin of a packaging line simulates various scenarios to optimize machine settings for the best quality output.

5. Blockchain for Traceability: Blockchain technology is being explored for its potential to provide immutable records of quality checks, ensuring transparency and accountability in the supply chain.

- Example: A pharmaceutical company uses blockchain to track each step of the production process, ensuring compliance with quality standards.

6. Augmented Reality (AR) for Training: AR is revolutionizing training, allowing operators to learn and practice quality control procedures in a simulated, risk-free environment.

- Example: New employees at a manufacturing plant use AR headsets to learn quality inspection procedures, reducing the learning curve and human error.

7. 3D Printing for Custom Tools: 3D printing enables the rapid creation of custom tools and fixtures that can improve quality control processes.

- Example: A manufacturer of aerospace components uses 3D-printed jigs to ensure precise assembly, directly impacting the quality of the final product.

8. data Analytics for continuous Improvement: The wealth of data generated by automated systems is leveraged for continuous improvement, identifying trends and areas for quality enhancement.

- Example: A food processing plant analyzes data from various stages of production to pinpoint the root cause of packaging defects.

The future of Jidoka in quality control automation is characterized by a synergy of cutting-edge technologies and methodologies. These innovations are not only making quality control more robust but are also empowering operators with tools and insights to preemptively address quality concerns. As these trends continue to unfold, the role of Jidoka in Lean Six Sigma will undoubtedly become more integral, driving efficiency and excellence in manufacturing processes worldwide.

Innovations and Trends in Quality Control Automation - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

Innovations and Trends in Quality Control Automation - Jidoka: Jidoka: Automating Quality Control in Lean Six Sigma

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