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            <title xml:lang="en">Context-Aware Sustainable Design: Knowledge Graph-Based Methodology for Proactive Circular Disassembly of Smart Products</title>
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                <term xml:lang="en">Sustainability</term>
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              <p>In nowaday's industrial landscape, the reduction of greenhousegas emissions has become imperative, requiring a profound revisionof product design practices to reduce their environmental impactthroughout their life cycle. Design for X (DfX) approaches, inparticular Design for Disassembly (DfD) and Design for Circularity(DfC), offer promising solutions by integrating environmentalindicators from the earliest stages of the design process. This articleproposes a methodological framework aimed to create sustainablesmart products. The framework takes advantage of CircularDisassembly indicators disseminated proactively and contextuallywithin the Product Lifecycle Management (PLM), and theManufacturing Process Management (MPM). Delving deeper intoDesign for Circular Disassembly (DfCD) approach, and the growingrole of artificial intelligence by using a knowledge graph. Byseamlessly integrating proactive environmental design indicatorsright from the preliminary phases of PLM, and MPM systems, theproposed framework promotes the development of a sustainablesmart products, helping to reduce design errors and time-to-market.This innovative approach underlines the central role of early designdecisions in promoting environmental sustainability within industry.</p>
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