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~ Predicting tool wear for process security and reduced waste in steel turning ~<\/strong><\/p>\n <\/p>\n \u00a0<\/strong><\/p>\n <\/p>\n <\/p>\n A study by China\u2019s Beihang University in the <\/strong>International Journal of Production Research<\/em><\/strong><\/a> directly links predictive maintenance with the quality of products. But, how can manufacturers combine this predictiveness and excellence in their steel turning operations with fewer workers on the shop floor, or in unmanned production? Here, Rolf Olofsson, Product Manager at Sandvik Coromant, the <\/strong>global leader in metal cutting tools<\/strong><\/a>, explains why the right tooling, plus fail-safe processes, are essential for component quality.<\/strong><\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n While Beihang University\u2019s research highlights \u201cthe strong relationship among maintenance strategy, production planning and quality,\u201d Sandvik Coromant is seeing a growing trend where machine tool manufacturers are incorporating process monitoring systems within modern CNC machines.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n The recent Digital Factories 2020 <\/em>report by Pricewaterhouse Coopers (PwC) recommends that \u201cCompanies must make smarter decisions using predictive analytics and machine learning,\u201d while\u00a0 98% of manufacturers surveyed in that report said they expect to increase their efficiency through use of predictive maintenance. Meanwhile, the global production monitoring market is expected to grow from $4.0 billion in 2018 to $6.4 billion by 2023, at a Compound Annual Growth Rate (CAGR) of 9.8%, according to Markets and Markets<\/a>.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n In line with these trends, predictability has also become increasingly important in the modern turning of steel components. This coincides with increasingly limited human supervision in light of new requirements for social distancing in factories. It\u2019s clear that unmanned production is the way forward \u2014 but this cannot be achieved without the ability to detect tool wear and avoid sudden breakages.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n Without human input<\/strong><\/p>\n <\/p>\n <\/p>\n <\/p>\n Frequent insert changes, production interruptions and not finding the right insert for each application or material, are all time-killers in modern production.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n Several factors can stop manufacturers of steel components from reaching the desired number of workpieces per shift, not least the wear resistant properties of the tool. This particularly applies in the ISO P15 and P25 application area. ISO P15 and P25 refer to the demands that different working conditions impose on machining parameters. They include cutting data, surface finish, depth of cut, machined or rough surfaces and continuous or interrupted cuts.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n It\u2019s in this application area that carbide inserts with superior wear resistance are vital for supporting unmanned, or even lights-out, production.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n But, what do we mean by wear resistance? There are different types. For instance, fracture resistance is paramount, as is a cutting edge capable of resisting plastic deformation induced by extreme temperatures. Also, the insert coating must be able to prevent flank wear, crater wear and edge build-up. Crucially, the coating must also adhere to the substrate. If the coating fails to stick, the substrate is exposed and this can lead to rapid failure.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n To avoid these wear phenomena, the key is to limit continuous, controllable wear and eliminate discontinuous, uncontrollable wear. This isn\u2019t easy, given the current trend for machining with limited, or no, human supervision \u2014 but several technologies can be advantageous. Predictive and preventative maintenance are often talked about, like intelligent software and sensors that can be the \u2018virtual eyes and ears\u2019 of a machine and support with optimal recommendations to match deteriorating tool performance.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n So, we can achieve better wear through sensors, but what about through better tooling?<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n Avoiding breakages<\/strong><\/p>\n <\/p>\n <\/p>\n <\/p>\n When choosing a better-performing insert, the ideal grade is one that limits the development of wear and, in some operations, prevents it from developing at all. Predictable wear is especially useful for unmanned and lights-out production.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n To achieve minimal wear, it\u2019s vital to select the right carbide insert that can deliver consistent and predictable performance. This is why\u00a0 Sandvik Coromant has launched a pair of new ISO P-turning carbide grades in its range<\/a>, GC4415 and GC4425, which are each designed to deliver improved wear resistance, heat resistance and toughness.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n In particular, both grades are ideal for use with low-alloyed and unalloyed steel. They can machine a larger number of workpieces and contribute towards extended tool life \u2014 in both mass and batch production setups.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n The GC4415 and GC4425 grades \u2014 which, as the names suggest, refer to P15 and P25 \u2014 each contain the second generation Inveio\u00ae<\/sup> technology. Inveio is a uni-directional crystal orientation in the alumina coating layer, with unique properties that can be seen by examining the material at a microscopic level.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n Every crystal in the alumina coating is lined-up in the same direction, which creates a strong barrier towards the cutting zone. The crystal orientation has been improved substantially in the second-generation Inveio coating. This gives the insert even higher wear resistance and longer tool life \u2014 and can support with predictable wear.<\/p>\n \u00a0<\/strong><\/p>\n <\/p>\n <\/p>\n <\/p>\n Aligned goals<\/strong><\/p>\n <\/p>\n <\/p>\n <\/p>\n GC4415 and GC4425 have already delivered impressive benefits for Sandvik Coromant\u2019s customers. In fact, when compared to a competitor\u2019s insert, the GC4425 achieved an increased tool life for 270 pieces, compared to 150 pieces.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n Another comparison test was performed by a general engineering customer in the US, measuring the performance of GC4415 against a competing carbide insert. Both inserts were used for batch-production turning and finishing processes on a 330HB steel workpiece, and the tool was changed when it exhibited a bad surface finish. Emulsion coolant was used in each case.<\/p>\n <\/p>\n <\/p>\n <\/p>\n <\/p>\n![\"\"](\"https:\/\/manufacturing-review.com\/wp-content\/uploads\/2021\/04\/SAC193-ST-The-next-step-to-unmanned-production-2-300x300.jpg\")
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