TY - CONF A1 - Abad Andrade, Carlos Enrique A1 - You, Zengchao A1 - Richter, Silke A1 - Benner, Philipp A1 - Recknagel, Sebastian T1 - The use of reference materials to improve the calibration strategy in glow discharge optical emission spectroscopy with machine learning N2 - Glow discharge optical emission spectroscopy (GD-OES) is a technique for the analysis of solids such as metals, semiconductors, and ceramics. A low-pressure glow discharge plasma is applied in this system, which ‘sputters’ and promotes the sample atoms to a higher energy state. When the atoms return to their ground state, they emit light with characteristic wavelengths, which a spectrometer can detect. Thus, GD-OES combines the advantages of ICP-OES with solid sampling techniques, which enables it to determine the bulk elemental composition and depth profiles. However, direct solid sampling methods such as glow-discharge spectroscopy require reference materials for calibration due to the strong matrix effect. Reference materials are essential when the accuracy and reliability of measurement results need to be guaranteed to generate confidence in the analysis. These materials are frequently used to determine measurement uncertainty, validate methods, suitability testing, and quality assurance. In addition, they guarantee that measurement results can be compared to recognized reference values. Unfortunately, the availability of certified reference materials suited to calibrate all elements in different matrix materials is limited. Therefore various calibration strategies and the preparation of traceable matrix-matched calibration standards will be discussed. Machine learning is an essential component of the growing field of data science. Through statistical methods, algorithms are trained to make classifications or predictions, uncovering key insights within data mining projects. Therefore, it was tried in our work to combine GD-OES with machine learning strategies to establish a new and robust calibration model, which can be used to identify the elemental composition and concentration of metals from a single spectrum. For this purpose, copper reference materials from different manufacturers, which contain various impurity elements, were investigated using GD-OES. The obtained spectra information are evaluated with different algorithms (e.g., gradient boosting and artificial neural networks), and the results are compared and discussed in detail. T2 - Winter Conference on Plasma Chemistry 2022 CY - Tucson, AZ, USA DA - 17.01.2022 KW - GDOES KW - Machine learning KW - Reference materials KW - Calibration KW - Cooper PY - 2022 AN - OPUS4-56497 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Ladu, Luana A1 - Koch, Claudia A1 - Asna Ashari, Parsa A1 - Blind, K. A1 - Castka, P. T1 - Digitalization in conformity assessment in Mexico - A QI-FoKuS study T2 - Digitalization in conformity assessment worldwide N2 - This report summarizes findings from the first comprehensive study on digitalization in conformity assessment in Mexico. The reults are based on data from a survey among conformity assessment bodies (CABs) conducted in 2022. It highlights the digital maturity of the organizations, the motives, benefits and obstacles of digital transformation as well as the actual technology trends. This study is part of a global project that covers various other countries (see www.qi-fokus.de). KW - COVID-19 KW - Calibration KW - Certification KW - Conformity assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - Quality infrastructure KW - TIC KW - Testing PY - 2022 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-563645 UR - https://www.qi-fokus.de SP - 1 EP - 44 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-56364 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Ladu, Luana A1 - Koch, Claudia A1 - Asna Ashari, Parsa A1 - Blind, K. A1 - Castka, P. T1 - Digitalization in conformity assessment in the United Kingdom - A QI-FoKuS study T2 - Digitalization in conformity assessment worldwide N2 - This report summarizes findings from the first comprehensive study on digitalization in conformity assessment in the United Kingdom. The reults are based on data from a survey among conformity assessment bodies (CABs) conducted in 2022. It highlights the digital maturity of the organizations, the motives, benefits and obstacles of digital transformation as well as the actual technology trends. This study is part of a global project that covers various other countries (see www.qi-fokus.de). KW - COVID-19 KW - Calibration KW - Certification KW - Conformity assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - Quality infrastructure KW - TIC KW - Testing PY - 2022 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-565346 UR - https://www.qi-fokus.de SP - 1 EP - 44 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-56534 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Koch, Claudia A1 - Ladu, Luana A1 - Asna Ashari, Parsa A1 - Blind, K. A1 - Castka, P. T1 - Digitalization in conformity assessment in Croatia - A QI-FoKuS study T2 - Digitalization in conformity assessment worldwide N2 - This report summarizes findings from the first comprehensive study on digitalization in conformity assessment in Croatia. The reults are based on data from a survey among conformity assessment bodies (CABs) conducted in 2022. It highlights the digital maturity of the organizations, the motives, benefits and obstacles of digital transformation as well as the actual technology trends. This study is part of a global project that covers various other countries (see www.qi-fokus.de). KW - COVID-19 KW - Calibration KW - Certification KW - Conformity assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - Quality infrastructure KW - TIC KW - Testing PY - 2022 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-565380 UR - https://www.qi-fokus.de SP - 1 EP - 44 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-56538 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Ladu, Luana A1 - Koch, Claudia A1 - Asna Ashari, Parsa A1 - Blind, K. A1 - Castka, P. T1 - Digitalization in conformity assessment in West Africa - A QI-FoKuS study T2 - Digitalization in conformity assessment worldwide N2 - This report summarizes findings from the first comprehensive study on digitalization in conformity assessment in West Africa. The reults are based on data from a survey among conformity assessment bodies (CABs) conducted in 2022. It highlights the digital maturity of the organizations, the motives, benefits and obstacles of digital transformation as well as the actual technology trends. This study is part of a global project that covers various other countries (see www.qi-fokus.de). KW - COVID-19 KW - Calibration KW - Certification KW - Conformity assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - Quality infrastructure KW - TIC KW - Testing PY - 2022 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-563631 UR - https://www.qi-fokus.de SP - 1 EP - 45 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-56363 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Ladu, Luana A1 - Koch, Claudia A1 - Asna Ashari, Parsa A1 - Blind, K. A1 - Castka, P. T1 - Digitalization in conformity assessment in Peru - A QI-FoKuS study T2 - Digitalization in conformity assessment worldwide N2 - This report summarizes findings from the first comprehensive study on digitalization in conformity assessment in Peru. The reults are based on data from a survey among conformity assessment bodies (CABs) conducted in 2022. It highlights the digital maturity of the organizations, the motives, benefits and obstacles of digital transformation as well as the actual technology trends. This study is part of a global project that covers various other countries (see www.qi-fokus.de). KW - COVID-19 KW - Calibration KW - Certification KW - Conformity assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - Quality infrastructure KW - TIC KW - Testing PY - 2022 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-563417 UR - https://www.qi-fokus.de SP - 1 EP - 44 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-56341 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Koch, Claudia A1 - Ladu, Luana A1 - Asna Ashari, Parsa A1 - Blind, K. A1 - Castka, P. T1 - Digitalization in conformity assessment in New Zealand - A QI-FoKuS study T2 - Digitalization in conformity assessment worldwide N2 - This report summarizes findings from the first comprehensive study on digitalization in conformity assessment in New Zealand. The reults are based on data from a survey among conformity assessment bodies (CABs) conducted in 2022. It highlights the digital maturity of the organizations, the motives, benefits and obstacles of digital transformation as well as the actual technology trends. This study is part of a global project that covers various other countries (see www.qi-fokus.de). KW - COVID-19 KW - Calibration KW - Certification KW - Conformity Assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - Quality infrastructure KW - TIC KW - Testing PY - 2022 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-564038 UR - https://www.qi-fokus.de SP - 1 EP - 44 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-56403 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Koch, Claudia A1 - Ladu, Luana A1 - Ashari, Parsa Asna A1 - Blind, K. A1 - Castka, P. T1 - Digitalization in conformity assessment in North Macedonia - A QI-FoKuS study T2 - Digitalization in conformity assessment worldwide N2 - This report summarizes findings from the first comprehensive study on digitalization in conformity assessment in North Macedonia. The reults are based on data from a survey among conformity assessment bodies (CABs) conducted in 2022. It highlights the digital maturity of the organizations, the motives, benefits and obstacles of digital transformation as well as the actual technology trends. This study is part of a global project that covers various other countries (see www.qi-fokus.de). KW - COVID-19 KW - Calibration KW - Certification KW - Conformity assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - Quality infrastructure KW - TIC KW - Testing PY - 2022 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-565986 UR - https://www.qi-fokus.de SP - 1 EP - 44 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-56598 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Ladu, Luana A1 - Koch, Claudia A1 - Ashari, Parsa Asna A1 - Blind, K. A1 - Castka, P. T1 - Digitalization in conformity assessment in Africa T2 - Digitalization in conformity assessment in Africa N2 - This report summarizes findings from the first comprehensive study on digitalization in conformity assessment in Africa. The reults are based on data from a survey among conformity assessment bodies (CABs) conducted in 2023. It highlights the digital maturity of the organizations, the motives, benefits and obstacles of digital transformation as well as the actual technology trends. This study is part of a global project that covers various other countries (see www.qi-fokus.de). KW - Testing KW - COVID-19 KW - Calibration KW - Certification KW - Conformity assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - TIC KW - Quality infrastructure PY - 2023 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-588625 UR - https://www.qi-fokus.de SP - 1 EP - 45 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-58862 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - RPRT A1 - Koch, Claudia A1 - Ladu, Luana A1 - Asna Ashari, Parsa A1 - Blind, K. A1 - Castka, P. T1 - Global status and trends in digital transformation and conformity assessment - An international comparison across 15 countries and regions - A QI-FoKuS study T1 - Weltweiter Status und Trends in der digitalen Transformation der Konformitätsbewertung - Ein internationaler Vergleich zwischen 15 Ländern und Regionen - Eine QI-FoKuS-Studie T2 - Digitalization in conformity assessment worldwide N2 - The ongoing digital transformation of the economy and the increasing complexity of networked products and applications are bringing digitalization into the focus of conformity assessment bodies (CABs). The demand for conformity assessment services is rising in tandem with innovations, new technologies, and processes. This poses new challenges for testing and calibration laboratories, inspection and certification bodies, and other CABs. Nevertheless, the emergence of advanced digital technologies and applications also opens up new opportunities for these organizations. This study is the first to comprehensively explore "Digitalization in Conformity Assessment" building on data from an online survey of CABs worldwide (14 countries and West Africa as a region with seven countries). N2 - Die fortschreitende digitale Transformation der Wirtschaft und die zunehmende Komplexität vernetzter Produkte und Anwendungen rücken die Digitalisierung in den Fokus von Konformitätsbewertungsstellen (KBS). Die Nachfrage nach Konformitätsbewertungsdienstleistungen im Einklang mit Innovationen, neuen Technologien und Prozessen steigt. Dies stellt Prüf- und Kalibrierlaboratorien, Inspektions- und Zertifizierungsstellen und andere KBS vor neue Herausforderungen. Der Fortschritt digitaler Technologien und Anwendungen eröffnet diesen Organisationen gleichzeitig neue Chancen. Diese Studie ist die erste, die das Thema der "Digitalisierung in der Konformitätsbewertung" umfassend erforscht. Sie stützt sich auf Daten aus einer Online-Umfrage unter KBS weltweit (14 Länder und Westafrika als Region mit sieben Ländern). KW - Testing KW - COVID-19 KW - Calibration KW - Certification KW - Conformity assessment KW - Conformity assessment body KW - Digital transformation KW - Digitalization KW - Laboratory KW - Quality infrastructure KW - TIC KW - Corona KW - Digitale Transformation KW - Digitalisierung KW - Kalibrierung KW - Konformitätsbewertung KW - Konformitätsbewertungsstelle KW - Labor KW - Prüfung KW - Qualitätsinfrastruktur KW - Zertifizierung PY - 2024 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-597659 UR - https://www.qi-fokus.de SP - 1 EP - 53 PB - Bundesanstalt für Materialforschung und -prüfung (BAM) CY - Berlin AN - OPUS4-59765 LA - mul AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER -