Industrials

Future Of Manufacturing: Embracing Industry 4.0

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<div><p style="text-align: justify;"><span xml:lang="EN-US" data-contrast="auto">The manufacturing industry stands on the brink of a profound transformation driven by the advent of Industry 4.0. This digital revolution is redefining how products are designed, produced, and delivered, heralding an era of unprecedented efficiency and productivity. Central to this transformation are advanced technologies like Artificial Intelligence (AI) and automation, which are set to reshape the future of manufacturing.&nbsp;</span> </p><p style="text-align: justify;">&nbsp;</p><h2 style="text-align: justify;"><span style="font-size: 14pt;"><span xml:lang="EN-US" data-contrast="auto">Industry 4.0</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></span></h2></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Industry 4.0, often referred to as the fourth industrial revolution, integrates cyber-physical systems, the Internet of Things (IoT), and cloud computing into manufacturing processes. This interconnected ecosystem enables real-time data exchange and seamless communication between machines, systems, and humans. By leveraging these capabilities, manufacturers can optimize operations, reduce downtime, and enhance overall productivity.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><strong><span xml:lang="EN-US" data-contrast="auto">AI in Industry 4.0</span></strong><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Artificial intelligence is a cornerstone of Industry 4.0. AI algorithms can analyze vast amounts of data generated by connected devices and sensors, providing valuable insights for decision-making.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Predictive maintenance, powered by AI, allows manufacturers to anticipate equipment failures and schedule maintenance proactively, minimizing disruptions and extending the lifespan of machinery. Additionally, AI-driven quality control systems can detect defects with high precision, ensuring that only top-quality products reach the market.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto"><strong>Automation Transforming the Manufacturing Secto</strong>r</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Automation is another critical component of the digital transformation in manufacturing. Advanced robotics and autonomous systems can perform repetitive and labor-intensive tasks with greater speed and accuracy than human workers. This boosts production efficiency and frees up human resources to focus on more complex and creative tasks. Collaborative robots, or cobots, are designed to work alongside humans, enhancing productivity and workplace safety.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><strong><span xml:lang="EN-US" data-contrast="auto">Role of IoT in Smart Factories</span></strong><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Implementing IoT devices enables manufacturers to create smart factories where every piece of equipment and process is interconnected. This connectivity facilitates real-time monitoring and control, allowing for immediate adjustments and optimizations. For instance, IoT sensors can track the condition and performance of machines, enabling a dynamic response to any anomalies. Such agility is crucial in maintaining a competitive edge in today's fast-paced market.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><strong><span xml:lang="EN-US" data-contrast="auto">Cloud Computing in Industry 4.0</span></strong><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Cloud computing is pivotal in Industry 4.0 by providing the infrastructure to store, process, and analyze vast amounts of data. It enables manufacturers to scale their operations quickly and cost-effectively and access cutting-edge tools and technologies without significant upfront investment. Cloud-based platforms also facilitate collaboration and innovation, as stakeholders can share data and insights seamlessly across the globe.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p>&nbsp;</p><h2><span style="font-size: 14pt;"><span xml:lang="EN-US" data-contrast="auto">Challenges in Transitioning to Industry 4.0</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></span></h2></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Despite the numerous advantages, the transition to Industry 4.0 is not without challenges. Manufacturers must address issues related to cybersecurity, as the increased connectivity exposes systems to potential cyber threats.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Additionally, the workforce must be upskilled to effectively handle new technologies and processes. Investment in training and development programs is essential to ensure that employees can thrive in a digitally transformed environment.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">In conclusion, Industry 4.0 is revolutionizing the future of manufacturing by integrating AI, automation, IoT, and cloud computing. These technologies are driving significant improvements in operational efficiency and productivity, enabling manufacturers to stay competitive in an increasingly dynamic market. As the digital transformation continues to evolve, the manufacturing sector will witness even greater innovations, paving the way for a smarter, more efficient, and sustainable future.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p>&nbsp;</p><p>&nbsp;</p><p><span style="font-size: 10pt;"><em>This article was contributed by our expert <a href="https://www.linkedin.com/in/sajuskaria/" target="_blank" rel="noopener">Dr. Saju Skaria</a></em></span></p><p>&nbsp;</p><p>&nbsp;</p><h3><span style="font-size: 18pt;">Frequently Asked Questions Answered by Dr. Saju Skaria</span></h3><p>&nbsp;</p><h2><span style="font-size: 12pt;" data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">1. </span><span xml:lang="EN-US" data-contrast="auto"><span style="font-size: 12pt;">How do manufacturers prioritize their investments in Industry 4.0 technologies, and what criteria do they use to evaluate the ROI and long-term value proposition of these investments?</span>&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></h2></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Manufacturers prioritize Industry 4.0 investments by focusing on technologies that align with strategic goals, such as enhancing productivity, reducing costs, and improving product quality.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Criteria for evaluating ROI include:</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><ul style="list-style-type: disc;" role="list"><li role="listitem" data-aria-level="1" data-aria-posinset="1" aria-setsize="-1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}" data-listid="2" data-font="Symbol" data-leveltext=""><p><span xml:lang="EN-US" data-contrast="auto">Potential for increased efficiency</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></p></li><li role="listitem" data-aria-level="1" data-aria-posinset="2" aria-setsize="-1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}" data-listid="2" data-font="Symbol" data-leveltext=""><p><span xml:lang="EN-US" data-contrast="auto">Scalability</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></p></li><li role="listitem" data-aria-level="1" data-aria-posinset="3" aria-setsize="-1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}" data-listid="2" data-font="Symbol" data-leveltext=""><p><span xml:lang="EN-US" data-contrast="auto">Integration with existing systems</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></p></li></ul></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">They assess long-term value through factors like innovation potential, market competitiveness, and the ability to meet evolving customer demands. Pilot projects and proof-of-concept studies help validate benefits.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Manufacturers also consider ease of implementation, employee training requirements, and regulatory compliance. Continuous monitoring and feedback loops ensure sustained value and adaptability to future advancements.</span><span xml:lang="EN-US" data-contrast="auto">&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p>&nbsp;</p><h2><span style="font-size: 12pt;" xml:lang="EN-US" data-contrast="auto">2. </span><span xml:lang="EN-US" data-contrast="auto"><span style="font-size: 12pt;">How do manufacturers perceive the potential benefits and challenges of implementing Industry 4.0 technologies, such as automation, IoT, AI, and advanced robotics, within their operations?</span>&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></h2></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Manufacturers perceive significant benefits in implementing Industry 4.0 technologies, including increased operational efficiency, reduced downtime through predictive maintenance, enhanced product quality, and improved supply chain management.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Automation and advanced robotics streamline production, while IoT and AI provide real-time data insights and enable smart decision-making. However, challenges include:</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><ul style="list-style-type: disc;" role="list"><li role="listitem" data-aria-level="1" data-aria-posinset="4" aria-setsize="-1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}" data-listid="2" data-font="Symbol" data-leveltext=""><p><span xml:lang="EN-US" data-contrast="auto">High initial investment costs</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></p></li><li role="listitem" data-aria-level="1" data-aria-posinset="5" aria-setsize="-1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}" data-listid="2" data-font="Symbol" data-leveltext=""><p><span xml:lang="EN-US" data-contrast="auto">Integration complexities with legacy systems</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></p></li><li role="listitem" data-aria-level="1" data-aria-posinset="6" aria-setsize="-1" data-list-defn-props="{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}" data-listid="2" data-font="Symbol" data-leveltext=""><p><span xml:lang="EN-US" data-contrast="auto">Need for workforce upskilling</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></p></li></ul></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Data security and privacy concerns also pose risks. Despite these challenges, manufacturers recognize that the long-term gains in competitiveness, innovation, and customer satisfaction outweigh the potential obstacles, driving their adoption of Industry 4.0 technologies.</span><span xml:lang="EN-US" data-contrast="auto">&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p>&nbsp;</p><h2><span style="font-size: 12pt;" xml:lang="EN-US" data-contrast="auto">3. </span><span xml:lang="EN-US" data-contrast="auto"><span style="font-size: 12pt;">How do manufacturers address workforce challenges and skills gaps associated with adopting Industry 4.0 technologies, and what strategies are effective in upskilling and reskilling employees for the digital era?</span>&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></h2></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Manufacturers address workforce challenges and skills gaps in Industry 4.0 adoption by investing in comprehensive training programs and fostering a culture of continuous learning. They implement upskilling and reskilling initiatives through partnerships with educational institutions, offering certification courses, and leveraging online learning platforms. On-the-job training and mentorship programs help employees adapt to new technologies.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Key strategies include emphasizing cross-functional skills and encouraging innovation. Additionally, manufacturers engage in workforce planning to identify future skill requirements and actively involve employees in the digital transformation process. Supporting career development and providing incentives for skill acquisition ensure a motivated and capable workforce for the digital era.</span><span xml:lang="EN-US" data-contrast="auto">&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p>&nbsp;</p><h2><span style="font-size: 12pt;" xml:lang="EN-US" data-contrast="auto">4. </span><span xml:lang="EN-US" data-contrast="auto"><span style="font-size: 12pt;">How do organizations collaborate with technology vendors, system integrators, and industry partners to co-create innovative Industry 4.0 solutions tailored to their specific operational needs and productivity objectives?</span>&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:279}">&nbsp;</span></h2></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Organizations collaborate with technology vendors, system integrators, and industry partners by forming strategic alliances and fostering open communication. They engage in joint development projects, leveraging each partner's expertise to co-create tailored Industry 4.0 solutions. Collaborative workshops and pilot programs help identify specific operational needs and productivity objectives. Establishing clear goals and shared visions ensures alignment.&nbsp;</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div style="text-align: justify;"><p><span xml:lang="EN-US" data-contrast="auto">Regular feedback loops and iterative development processes refine solutions. Organizations also participate in industry consortia and standards bodies to stay updated on best practices and innovations. Building strong, trust-based relationships ensures successful implementation and continuous improvement of Industry 4.0 technologies.</span><span data-ccp-props="{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}">&nbsp;</span></p></div><div><p style="text-align: justify;"><span data-ccp-props="{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}">&nbsp;</span></p><p style="text-align: justify;">&nbsp;</p><p style="text-align: justify;">&nbsp;</p><p style="text-align: justify;">&nbsp;</p><p style="text-align: justify;">&nbsp;</p><p style="text-align: justify;">&nbsp;</p></div>
KR Expert - Dr. Saju Skaria

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