{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,21]],"date-time":"2026-03-21T01:00:33Z","timestamp":1774054833358,"version":"3.50.1"},"reference-count":67,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,2,20]],"date-time":"2026-02-20T00:00:00Z","timestamp":1771545600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003005","name":"Technische Universiteit Eindhoven","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003005","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Additive Manufacturing"],"published-print":{"date-parts":[[2026,3]]},"DOI":"10.1016\/j.addma.2026.105105","type":"journal-article","created":{"date-parts":[[2026,2,17]],"date-time":"2026-02-17T20:30:35Z","timestamp":1771360235000},"page":"105105","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Sensory data mapping and database development for interlayer bond strength: Towards digital shadows in 3D concrete printing"],"prefix":"10.1016","volume":"120","author":[{"given":"J.","family":"Versteege","sequence":"first","affiliation":[]},{"given":"T.A.M.","family":"Salet","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7897-433X","authenticated-orcid":false,"given":"R.J.M.","family":"Wolfs","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.addma.2026.105105_b1","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1016\/j.cemconres.2018.06.001","article-title":"Vision of 3D printing with concrete \u2014 Technical, economic and environmental potentials","volume":"112","author":"Schutter","year":"2018","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b2","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2019.105780","article-title":"Digital concrete: A review","volume":"123","author":"Wangler","year":"2019","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b3","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2020.106079","article-title":"Opportunities and challenges for structural engineering of digitally fabricated concrete","volume":"133","author":"Menna","year":"2020","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b4","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.cemconres.2018.05.006","article-title":"3D printing using concrete extrusion: A roadmap for research","volume":"112","author":"Buswell","year":"2018","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b5","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2022.106774","article-title":"Technology readiness: A global snapshot of 3D concrete printing and the frontiers for development","volume":"156","author":"Ma","year":"2022","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b6","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2019.105787","article-title":"Weak bond strength between successive layers in extrusion-based additive manufacturing: Measurement and physical origin","volume":"123","author":"Keita","year":"2019","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b7","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconcomp.2021.104238","article-title":"Shrinkage behavior of cementitious 3D printing materials: Effect of temperature and relative humidity","volume":"124","author":"Shahmirzadi","year":"2021","journal-title":"Cem. Concr. Compos."},{"key":"10.1016\/j.addma.2026.105105_b8","doi-asserted-by":"crossref","first-page":"106","DOI":"10.21809\/rilemtechlett.2023.181","article-title":"A quality control framework for digital fabrication with concrete","volume":"8","author":"Bos","year":"2023","journal-title":"RILEM Tech. Lett."},{"key":"10.1016\/j.addma.2026.105105_b9","doi-asserted-by":"crossref","DOI":"10.1016\/j.autcon.2024.105792","article-title":"Fabrication information modeling for closed-loop design and quality improvement in additive manufacturing for construction","volume":"168","author":"Slepicka","year":"2024","journal-title":"Autom. Constr."},{"key":"10.1016\/j.addma.2026.105105_b10","series-title":"A spatial multi-layer control concept for strand geometry control in robot-based additive manufacturing processes","first-page":"119","author":"Lachmayer","year":"2024"},{"key":"10.1016\/j.addma.2026.105105_b11","doi-asserted-by":"crossref","DOI":"10.1016\/j.autcon.2025.106494","article-title":"Extrusion under material uncertainty with pressure-based closed-loop feedback control in robotic concrete additive manufacturing","volume":"180","author":"Rabiei","year":"2025","journal-title":"Autom. Constr."},{"issue":"1","key":"10.1016\/j.addma.2026.105105_b12","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1038\/s41524-022-00810-x","article-title":"Machine learning in concrete science: Applications, challenges, and best practices","volume":"8","author":"Li","year":"2022","journal-title":"Npj Comput. Mater."},{"key":"10.1016\/j.addma.2026.105105_b13","article-title":"Modelling of 3D concrete printing process: A perspective on material and structural simulations","volume":"61","author":"Nguyen-Van","year":"2023","journal-title":"Addit. Manuf."},{"key":"10.1016\/j.addma.2026.105105_b14","article-title":"Research and application of machine learning for additive manufacturing","volume":"52","author":"Qin","year":"2022","journal-title":"Addit. Manuf."},{"key":"10.1016\/j.addma.2026.105105_b15","doi-asserted-by":"crossref","DOI":"10.1016\/j.rineng.2024.103676","article-title":"Review of machine learning applications in additive manufacturing","volume":"25","author":"Inayathullah","year":"2025","journal-title":"Results Eng."},{"key":"10.1016\/j.addma.2026.105105_b16","article-title":"Prediction of interlayer strength in material extrusion additive manufacturing","volume":"35","author":"Coogan","year":"2020","journal-title":"Addit. Manuf."},{"key":"10.1016\/j.addma.2026.105105_b17","article-title":"Assessing the fresh properties of printable cement-based materials: High potential tests for quality control","volume":"158","author":"Roussel","year":"2022","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b18","article-title":"Recommendations for quality control in industrial 3D concrete printing construction with mono-component concrete: A critical evaluation of ten test methods and the introduction of the performance index","volume":"16","author":"Rehman","year":"2023","journal-title":"Dev. Built Environ."},{"key":"10.1016\/j.addma.2026.105105_b19","doi-asserted-by":"crossref","first-page":"563","DOI":"10.1016\/j.compositesb.2019.02.040","article-title":"Mechanical properties and deformation behaviour of early age concrete in the context of digital construction","volume":"165","author":"Panda","year":"2019","journal-title":"Compos. B"},{"key":"10.1016\/j.addma.2026.105105_b20","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2022.106800","article-title":"A roadmap for quality control of hardening and hardened printed concrete","volume":"157","author":"Mechtcherine","year":"2022","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b21","article-title":"A compendious review on lack-of-fusion in digital concrete fabrication","volume":"37","author":"Kruger","year":"2021","journal-title":"Addit. Manuf."},{"issue":"3","key":"10.1016\/j.addma.2026.105105_b22","doi-asserted-by":"crossref","first-page":"558","DOI":"10.1016\/j.cemconres.2011.12.003","article-title":"Hardened properties of high-performance printing concrete","volume":"42","author":"Le","year":"2012","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b23","article-title":"On the micro- and meso-structure and durability of 3D printed concrete elements","volume":"185","author":"Tittelboom","year":"2024","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b24","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconcomp.2020.103855","article-title":"Extrusion-based concrete 3D printing from a material perspective: A state-of-the-art review","volume":"115","author":"Mohan","year":"2021","journal-title":"Cem. Concr. Compos."},{"key":"10.1016\/j.addma.2026.105105_b25","article-title":"Microstructural characterization of 3D printed cementitious materials","volume":"12","author":"Putten","year":"2019","journal-title":"Materials"},{"key":"10.1016\/j.addma.2026.105105_b26","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2024.107646","article-title":"On-line and in-line quality assessment across all scale levels of 3D concrete printing","volume":"185","author":"Wolfs","year":"2024","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b27","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2025.108030","article-title":"A review on geometry and surface inspection in 3D concrete printing","volume":"199","author":"Mawas","year":"2026","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b28","doi-asserted-by":"crossref","first-page":"260","DOI":"10.1016\/j.cemconcomp.2018.09.015","article-title":"Inline quantification of extrudability of cementitious materials for digital construction","volume":"95","author":"Nerella","year":"2019","journal-title":"Cem. Concr. Compos."},{"key":"10.1016\/j.addma.2026.105105_b29","doi-asserted-by":"crossref","DOI":"10.1016\/j.conbuildmat.2021.124520","article-title":"Real-time extrusion quality monitoring techniques for construction 3D printing","volume":"303","author":"Kazemian","year":"2021","journal-title":"Constr. Build. Mater."},{"issue":"14","key":"10.1016\/j.addma.2026.105105_b30","doi-asserted-by":"crossref","DOI":"10.3390\/ma16145110","article-title":"Sewing concrete device\u2014Combining in-line rheology control and reinforcement system for 3D concrete printing","volume":"16","author":"Jacquet","year":"2023","journal-title":"Materials"},{"issue":"11","key":"10.1016\/j.addma.2026.105105_b31","doi-asserted-by":"crossref","first-page":"1016","DOI":"10.1016\/j.ifacol.2018.08.474","article-title":"Digital twin in manufacturing: A categorical literature review and classification","volume":"51","author":"Kritzinger","year":"2018","journal-title":"IFAC-PapersOnLine"},{"key":"10.1016\/j.addma.2026.105105_b32","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1016\/j.procir.2021.02.010","article-title":"The concept of digital twin and digital shadow in manufacturing","volume":"101","author":"Bergs","year":"2021","journal-title":"Procedia CIRP"},{"key":"10.1016\/j.addma.2026.105105_b33","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2020.106068","article-title":"A process classification framework for defining and describing digital fabrication with concrete","volume":"134","author":"Buswell","year":"2020","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b34","doi-asserted-by":"crossref","first-page":"468","DOI":"10.1016\/j.conbuildmat.2018.03.232","article-title":"Effect of surface moisture on inter-layer strength of 3D printed concrete","volume":"172","author":"Sanjayan","year":"2018","journal-title":"Constr. Build. Mater."},{"key":"10.1016\/j.addma.2026.105105_b35","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1016\/j.conbuildmat.2019.01.235","article-title":"Effects of layer-interface properties on mechanical performance of concrete elements produced by extrusion-based 3D-printing","volume":"205","author":"Nerella","year":"2019","journal-title":"Constr. Build. Mater."},{"issue":"1","key":"10.1016\/j.addma.2026.105105_b36","doi-asserted-by":"crossref","DOI":"10.1155\/2013\/704504","article-title":"A review of data fusion techniques","volume":"2013","author":"Castanedo","year":"2013","journal-title":"Sci. World J."},{"issue":"1","key":"10.1016\/j.addma.2026.105105_b37","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1016\/j.inffus.2011.08.001","article-title":"Multisensor data fusion: A review of the state-of-the-art","volume":"14","author":"Khaleghi","year":"2013","journal-title":"Inf. Fusion"},{"key":"10.1016\/j.addma.2026.105105_b38","series-title":"3D concrete printing dataset of linked in-line sensory data and interlayer bond strength (1.1.0)","author":"Versteege","year":"2026"},{"key":"10.1016\/j.addma.2026.105105_b39","doi-asserted-by":"crossref","DOI":"10.1016\/j.autcon.2025.106020","article-title":"Data-driven additive manufacturing with concrete: Enhancing in-line sensory data with domain knowledge, part I: Geometry","volume":"172","author":"Versteege","year":"2025","journal-title":"Autom. Constr."},{"key":"10.1016\/j.addma.2026.105105_b40","doi-asserted-by":"crossref","DOI":"10.1016\/j.autcon.2025.106327","article-title":"Data-driven additive manufacturing with concrete: Enhancing in-line sensory data with domain knowledge, part II: Moisture and heat","volume":"177","author":"Versteege","year":"2025","journal-title":"Autom. Constr."},{"key":"10.1016\/j.addma.2026.105105_b41","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconcomp.2019.103344","article-title":"Triaxial compression testing on early age concrete for numerical analysis of 3D concrete printing","volume":"104","author":"Wolfs","year":"2019","journal-title":"Cem. Concr. Compos."},{"key":"10.1016\/j.addma.2026.105105_b42","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2022.106741","article-title":"Layer pressing in concrete extrusion-based 3D-printing: Experiments and analysis","volume":"155","author":"Carneau","year":"2022","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b43","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2021.106615","article-title":"Filament geometry control in extrusion-based additive manufacturing of concrete: The good, the bad and the ugly","volume":"150","author":"Wolfs","year":"2021","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b44","series-title":"NEN-EN 12390-2:2019 \u2014 Testing hardened concrete. Part 2: Making and curing specimens for strength tests","year":"2019"},{"key":"10.1016\/j.addma.2026.105105_b45","doi-asserted-by":"crossref","DOI":"10.1016\/j.cemconres.2021.106559","article-title":"Modelling the interlayer bond strength of 3D printed concrete with surface moisture","volume":"150","author":"Moelich","year":"2021","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b46","series-title":"NEN-EN 196-1:1995 \u2014 Methods of testing cement. Part 1: Determination of strength","year":"1995"},{"issue":"2","key":"10.1016\/j.addma.2026.105105_b47","doi-asserted-by":"crossref","first-page":"214","DOI":"10.1016\/j.polymertesting.2005.10.006","article-title":"On the difference between flexural moduli obtained by three-point and four-point bending tests","volume":"25","author":"Mujika","year":"2006","journal-title":"Polym. Test."},{"issue":"5","key":"10.1016\/j.addma.2026.105105_b48","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1617\/s11527-025-02688-9","article-title":"Mechanical properties of 3D printed concrete: A RILEM 304-ADC interlaboratory study \u2013 compressive strength and modulus of elasticity","volume":"58","author":"Mechtcherine","year":"2025","journal-title":"Mater. Struct."},{"issue":"182","key":"10.1016\/j.addma.2026.105105_b49","article-title":"Mechanical properties of 3D printed concrete: A RILEM TC 304-ADC interlaboratory study \u2014 flexural and tensile strength","volume":"58","author":"Wolfs","year":"2025","journal-title":"Mater. Struct."},{"key":"10.1016\/j.addma.2026.105105_b50","doi-asserted-by":"crossref","first-page":"294","DOI":"10.1016\/j.cemconres.2019.03.013","article-title":"A review on concrete fracture energy and effective parameters","volume":"120","author":"Khalilpour","year":"2019","journal-title":"Cem. Concr. Res."},{"key":"10.1016\/j.addma.2026.105105_b51","series-title":"Digital twinning in additive manufacturing - closing the digital-physical-digital loop by automated integration of captured geometric data into fabrication information models","first-page":"459","author":"Slepicka","year":"2024"},{"key":"10.1016\/j.addma.2026.105105_b52","article-title":"In-situ sensing, process monitoring and machine control in laser powder bed fusion: A review","volume":"45","author":"McCann","year":"2021","journal-title":"Addit. Manuf."},{"issue":"4","key":"10.1016\/j.addma.2026.105105_b53","doi-asserted-by":"crossref","first-page":"3279","DOI":"10.1109\/LRA.2018.2851792","article-title":"Multisensor data fusion for additive manufacturing process control","volume":"3","author":"Vandone","year":"2018","journal-title":"IEEE Robot. Autom. Lett."},{"issue":"2","key":"10.1016\/j.addma.2026.105105_b54","doi-asserted-by":"crossref","first-page":"639","DOI":"10.1016\/j.cirp.2024.05.003","article-title":"Integrated metrology for advanced manufacturing","volume":"73","author":"Archenti","year":"2024","journal-title":"CIRP Ann"},{"key":"10.1016\/j.addma.2026.105105_b55","series-title":"Tracer Technology","author":"Levenspiel","year":"2012"},{"issue":"5","key":"10.1016\/j.addma.2026.105105_b56","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1617\/s11527-024-02378-y","article-title":"An in-line dye tracer experiment to measure the residence time in continuous concrete processing","volume":"57","author":"Deetman","year":"2024","journal-title":"Mater. Struct."},{"key":"10.1016\/j.addma.2026.105105_b57","doi-asserted-by":"crossref","first-page":"5055","DOI":"10.1016\/j.ces.2010.06.029","article-title":"The application of a multistage-bed model for residence-time analysis in chemical-looping combustion of solid fuel","volume":"65","author":"Markstr\u00f6m","year":"2010","journal-title":"Chem. Eng. Sci."},{"key":"10.1016\/j.addma.2026.105105_b58","series-title":"Quality Engineering and Control for Digital Fabrication with Concrete","isbn-type":"print","author":"Bos","year":"2024","ISBN":"https:\/\/id.crossref.org\/isbn\/9789038661049"},{"key":"10.1016\/j.addma.2026.105105_b59","series-title":"Data from tracer experiments under varying flow rates in a 3D concrete printing system","author":"Deetman","year":"2025"},{"key":"10.1016\/j.addma.2026.105105_b60","series-title":"Structures 2001","first-page":"1","article-title":"The maturity method: From theory to application","author":"Carino","year":"2001"},{"issue":"347","key":"10.1016\/j.addma.2026.105105_b61","doi-asserted-by":"crossref","first-page":"730","DOI":"10.1080\/01621459.1974.10480196","article-title":"EDF statistics for goodness of fit and some comparisons","volume":"69","author":"Stephens","year":"1974","journal-title":"J. Amer. Statist. Assoc."},{"key":"10.1016\/j.addma.2026.105105_b62","unstructured":"A. Ng, M. Tengyu, CS229 Lecture Notes. URL https:\/\/cs229.stanford.edu\/main_notes.pdf."},{"issue":"1","key":"10.1016\/j.addma.2026.105105_b63","first-page":"1793","article-title":"Statistical normalization and back propagation for classification","volume":"3","author":"Jayalakshmi","year":"2011","journal-title":"Int. J. Comput. Theory Eng."},{"key":"10.1016\/j.addma.2026.105105_b64","series-title":"Multivariate Statistical Methods: A Primer, Third Edition","author":"Manly","year":"2004"},{"issue":"3","key":"10.1016\/j.addma.2026.105105_b65","doi-asserted-by":"crossref","first-page":"484","DOI":"10.1061\/(ASCE)MT.1943-5533.0000846","article-title":"Strength values of cementitious materials in bending and tension test methods","volume":"26","author":"Chen","year":"2014","journal-title":"J. Mater. Civ. Eng."},{"key":"10.1016\/j.addma.2026.105105_b66","doi-asserted-by":"crossref","first-page":"132","DOI":"10.1016\/j.cemconres.2019.02.017","article-title":"Hardened properties of 3D printed concrete: The influence of process parameters on interlayer adhesion","volume":"119","author":"Wolfs","year":"2019","journal-title":"Cem. Concr. Res."},{"issue":"183","key":"10.1016\/j.addma.2026.105105_b67","article-title":"Mechanical properties of 3D printed concrete: a RILEM TC 304-ADC interlaboratory study \u2014 approach and main results","volume":"58","author":"Bos","year":"2025","journal-title":"Mater. Struct."}],"container-title":["Additive Manufacturing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S221486042600031X?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S221486042600031X?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,3,21]],"date-time":"2026-03-21T00:06:57Z","timestamp":1774051617000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S221486042600031X"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3]]},"references-count":67,"alternative-id":["S221486042600031X"],"URL":"https:\/\/doi.org\/10.1016\/j.addma.2026.105105","relation":{},"ISSN":["2214-8604"],"issn-type":[{"value":"2214-8604","type":"print"}],"subject":[],"published":{"date-parts":[[2026,3]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Sensory data mapping and database development for interlayer bond strength: Towards digital shadows in 3D concrete printing","name":"articletitle","label":"Article Title"},{"value":"Additive Manufacturing","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.addma.2026.105105","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Authors. Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"105105"}}