{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T13:38:30Z","timestamp":1761917910863,"version":"3.41.2"},"reference-count":66,"publisher":"Emerald","issue":"3","license":[{"start":{"date-parts":[[2020,10,15]],"date-time":"2020-10-15T00:00:00Z","timestamp":1602720000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["GS"],"published-print":{"date-parts":[[2021,6,18]]},"abstract":"<jats:sec><jats:title content-type=\"abstract-subheading\">Purpose<\/jats:title><jats:p>Advanced manufacturing machines (AMMs) are searched as a momentous asset across the manufacturing societies for quenching and addressing the production units under economical circumstances, i.e. production of high-quality of goods under feasible cost. AMMs are significant in holding the managers against their rivals and competitors with high profit margins. The authors developed the decision support mechanism\/portfolio (DSM-P) consist of knowledge-based cluster approach with a dynamic model. The purpose of research work is to measure overall economic worth of AMMs under objective and grey-imperfect (mixed) data by exploring the proposed DSM-P.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Design\/methodology\/approach<\/jats:title><jats:p>The authors developed the DSM-P that consist of knowledge-based cluster, three multi-criteria decision-making (MCDM) techniques-1-2-3 with complementary grey relational analysis-4(GRA), approach with a dynamic model (complied by technical plus cost and agility measures of AMMs). The proposed DSM-P enables the manager to map the overall economic worth of candidate AMMs under objective and grey-mixed data.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Findings<\/jats:title><jats:p>The presented DSM-P assist the managers for handling the selection problem of AMMs, i.e. CNCs, robots, automatic-guided vehicle, etc under mixed (objective cum grey) data. To enable the readers for intensely understand the work, the utility of proposed approach is displayed by illustrating a polar robot evaluation and selection problem. It is ascertained that the robot candidate-11 alternative is fulfilling the entire technical cum cost and agility measures.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title><jats:p>The DSM-P provides more precise and reliable outcomes due to a usage of the dominance theory. Under the dominance theory, the ranks are obtained by MCDM techniques-1-2-3 are compared with ranks gathered by the GRA-4 under objective cum grey data, formed the novelties in presented research work. From a future perspective, the grey-based models in DSM-P can be built\/extended\/constructed more extensive and can be simulated by the same approach.<\/jats:p><\/jats:sec>","DOI":"10.1108\/gs-03-2020-0028","type":"journal-article","created":{"date-parts":[[2020,10,15]],"date-time":"2020-10-15T00:53:02Z","timestamp":1602723182000},"page":"394-417","source":"Crossref","is-referenced-by-count":13,"title":["Exploitation of the advanced manufacturing machine tool evaluation model under objective-grey information: a knowledge-based cluster with the grey relational analysis approach"],"prefix":"10.1108","volume":"11","author":[{"given":"Zitong","family":"He","sequence":"first","affiliation":[]},{"given":"Xiaolin","family":"Ma","sequence":"additional","affiliation":[]},{"given":"Jie","family":"Luo","sequence":"additional","affiliation":[]},{"given":"Anoop Kumar","family":"Sahu","sequence":"additional","affiliation":[]},{"given":"Atul kumar","family":"Sahu","sequence":"additional","affiliation":[]},{"given":"Nitin Kumar","family":"Sahu","sequence":"additional","affiliation":[]}],"member":"140","published-online":{"date-parts":[[2020,10,15]]},"reference":[{"issue":"1","key":"key2021061713555448300_ref001","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ijpe.2008.06.009","article-title":"Fuzzy multi-criteria decision model for evaluating reconfigurable machines","volume":"117","year":"2009","journal-title":"International Journal of Production Economics"},{"issue":"2","key":"key2021061713555448300_ref002","first-page":"1812","article-title":"Optimization of drilling characteristics using grey relational analysis (GRA) in glass fiber reinforced polymer (GFRP)","volume":"4","year":"2017","journal-title":"Materials Today: Proceedings. 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