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杨昊泉，郭枭，宋北，等.不锈钢焊缝铁素体含量预测方法综述［J］.电焊机，2023，53（5）：99-106.
YANG Haoquan, GUO Xiao, SONG Bei, et al.Review of Prediction Methods of Ferrite Content in Stainless Steel Weld Metal[J].Electric Welding Machine, 2023, 53(5): 99-106.
铁素体含量对不锈钢焊缝的裂纹敏感性、耐蚀性和力学性能等有非常重要的影响，铁素体含量的准确预测是指导研发与生产的重要依据。多年来国内外学者和工程师开展了众多研究，其中Schaeffler图、DeLong图、WRC图在不同的历史阶段得到了广泛应用。本文结合预测方法原理，对比了不同方法的技术差异，剖析了Schaeffler图、DeLong图、WRC图铁素体预测图的衍变过程及背景依据，综述了以人工神经网络预测法等为代表的新型预测法原理及发展现状，提出了铁素体预测方法与大数据和人工智能相结合的展望。
Stainless steel is widely used due to its excellent properties. The ferrite content has a very important influence on the crack sensitivity, corrosion resistance and mechanical properties of stainless steel welds. The accurate prediction of ferrite content is an important basis for guiding R&D and production. Scholars and engineers at home and abroad have carried out many studies over the years, among which Schaeffler diagrams, DeLong diagrams, and WRC diagrams have been widely used in different historical stages. Combining the principles of prediction methods, this paper compares the technical differences of different methods, analyzes the evolution process and background basis of the Schaeffler diagram, DeLong diagram, and WRC diagram ferrite prediction diagram, and summarizes the new prediction methods represented by artificial neural network prediction methods. Law principles and development status, put forward the prospect of combining ferrite prediction methods with big data and artificial intelligence.
预测法铁素体不锈钢人工智能
prediction methodsferritestainless steelartificial intelligence
黄海娥.铁素体不锈钢磁性能的研究［D］.内蒙古：内蒙古科技大学，2007.
HUANG H E. Study on the magnetic performance of ferritic stainless steel［D］.Inner Mongolia：Inner Mongolia University of Science & Technology，2007.
徐平光，方鸿生，白秉哲，等.仿晶界型铁素体/粒状贝氏体复相组织的韧性［J］. 金属学报，2002，38（ 3） ： 255-260.
XU P G，FANG H S，BAI B Z，et al. Toughness of grain boundary allotriomor-phic ferrite/granular bainite duplex microstructure［J］. Acta Metallrugica Sinica，2002，38（3）： 255-260.
蔡明晖， 丁桦， 张建苏， 等. 铁素体/贝氏体双相钢的变形和断裂特性［J］. 材料研究学报， 2009， 23（1）： 83-88.
CAI M H，DING H，ZHANG J S，et al. Deformation and fracture characteristics of ferrite/bainite dual-phase steels［J］. Chinese Journal of Materials Research，2009，23（1） ： 83-88.
李龙，丁桦，杜林秀，等.仿晶界型铁素体/贝氏体低碳锰钢的组织和力学性能［J］.金属学报，2006，42（11）： 1227-1232.
LI L，DING H，DU L X，et al. Microstructures and Mechanical Property of Low Carbon Manganese Steel with Grain Boundary Allotriomorphic ferrite/bainite Structure［J］. Acta Metallrugica Sinica， 2006， 42（11）： 1227-1232.
Kotecki D J， Delegation U.Guidance on specification and measurement of ferrite in stainless steel weld metal ISO/DTR 22824：2021（E）［C］//IIW Commission II， Secretariat： IIW.
纵海.焊接试样机加工对不锈钢堆焊层铁素体含量测定的影响［J］.理化检验（物理分册），2018，54（8）：575-606.
ZONG H. Effects of Welding Specimen Machining on Ferrite Content Measurement of Stainless Steel Surfacing Layer［J］. Physical Testing and Chemical Analysis（Part A：Physical Testing） ，2018，54（8）：575-606.
Strauss B， Maurer E. Die hochlegierten Chromnickelstahle als nichrostende Stahle［J］. Kruppsche Monatshe-fte，1920， 1（8）：129-146.
Scherer R， Riedrich G， Hoch G. Einfluss eines Gahalts an Ferrit in austenititischer Chrom-Nickel-Stahlen auf den Kornzerfall［J］. Archiv fuer das Eisenhuettenwesen， 1939，13：52-57.
Schaeffler A E.Constitution diagram for stainless steel weld metal［J］. Metal Progress，1949， 56（11）：680.
Long C，DeLong W T. The Ferrite Content of Austenitic Stainless Steel Weld Metal［J］. Welding Journal， 1973，52（7）：281-297.
DELONG W T.Ferrite in Austenitic Stainless Steel Weld Metal.Welding Research［J］. Welding Journal， 1974，53（7）：303-309.
DeLong W T， Ostrom G，Szumachowski E. Measurement and Calculation of Ferrite in Stainless Steel Weld Metal［J］. Welding Journal，1956，35（11）：526-533.
LONG C J，DeLong W T. Welding research supplement ［J］. Welding Journal， 1973，52（7）：18-24.
Simpkinson T V. Ferrite in Austenitic Steels Estimated Accurately［J］. Iron Age， 1952，170：166-169.
Gunia R B，Ratz G A. The Measurement of Delta Ferrite in Austenitic Stainless Steels［S］. WRC Bulletin，1968.
DeLong W T. Measurement and Effects of Ferrite in Stainless Steel Weld Metal［S］. IIW Doc. II-C-372-71.
Rosendahl C H. Ferrite in Austenitic Stainless Steel Weld Metal； Round Robin Testing Programme 1971-1972［S］， IIW Doc.11-631-72.
DeLong W T. Calibration Procedure for Instruments to Measure the Delta Ferrite Content of Austenitic Stainless Steel Weld Metal［J］， Welding Journal，1973，52（2）：69-72.
DeLong W T. Discussion of the International Testing Program for the Determination of Ferrite Content in Austenitic Stainless Weld Metal［S］. IIW Document ll-C-331-70.
Siewert T A，McCowan C N，Olson D L. Ferrite Number prediction to 100 FN in stainless steel weld metal ［J］.Welding Journal，1988， 67（12）： 289-298.
ASUNCIÓN VALIENTE BERMEJO.Predictive and Measurement Methods for Delta Ferrite Determination in Stainless Steels［J］，Welding Journal，2012，91（4）：113-121.
McCowan C N， Siewert T A，Olson D L. Stainless steel weld metal： Prediction of ferrite content［S］. WRC Bulletin，1989.
Kotecki D J. Standards and industrial methods of ferrite measurement［J］. Welding in the World，1995，36：161-169.
Kotecki D J， Siewert T A. WRC-1992 Constitution Diagram for Stainless Steel Weld Metals： A Modification of the WRC-1988 Diagram［J］. Welding Journal， 1992，71（5）：171-178.
Kotecki D J. A Martensite Boundary on the WRC-1992 Diagram-Part 2： The Effect of Manganese［J］. Welding Journal，2000， 79（12）：346-354.
Elmer J W， Allen S M，Eagar T W. The influence of cooling rate on the ferrite content of stainless steel alloys［C］//Proceedings of the 2nd International Conference on Trends in Welding Research， 1989.
Katayama S， Matsunawa A. Solidification microstructure of laser welded stainless steels［C］//Proceedings International Congress on Applications of Lasers & Electro-Optics （ICALEO），Laser Institute of America 1984，44：60-67.
Lippold J C. Solidification behavior and cracking susceptibility of pulsed- laser welds in austenitic stainless steels［J］. Welding Journal，1994，73（6）：129-139.
David S A， Vitek J M， Hebble T L. Effect of rapid solidification on stainless steel weld metal microstructures and its implications on the Schaeffler diagram［J］.Welding Journal，1987，66（10）： 289-300.
Johnson E， Grabaek L， Johansen A，et al. Microstructure of rapidly solidified stainless steel［J］. Materials Science and Engineering，1988， 98（2）：301-303.
Kotecki D J. A martensite boundary on the WRC-1992 diagram［J］. Welding Journal，1999， 78（5）：181-192.
Kotecki D J. Martensite prediction in stainless steel weld cladding［C］//Stainless Steel World Conference，1999（2）： 573-583.
Bhadeshia H K D H，Stone H J. ASM Handbook： Fundamentals of Modeling for Metals Processing. Neural-network modeling（Volume 22A）［M］.Materials Park， Ohio： ASM International，2009：435-439.
Vasudevan M， Murugananth M，Bhaduri A K. Application of Bayesian neural network for modeling and prediction of Ferrite Number in austenitic stainless steel
welds［M］. Mathematical Modelling of Weld Phenomena 6. Ed. H. Cerjak. Maney Publishing，2002.
Vitek J M， Iskander Y S， Oblow E M. Improved Ferrite Number prediction in stainless steel arc welds using artificial neural networks — Part 1： Neural network development［J］. Welding Journal，2000，79（2）： 33-40.
Vitek J M， Iskander Y S， Oblow E M. Improved Ferrite Number predic- tion in stainless steel arc welds using artificial neural networks—Part 2： Neural network results［J］. Welding Journal，2000，79（2）： 41-50.
Vitek J M， David S A， Hinman C R. Improved Ferrite Number prediction model that accounts for cooling rate effects—Part 1： Model development［J］. Welding Journal，2003，82（1）：10-17.
Vitek J M， David S A，Hinman C R. Improved Ferrite Number prediction model that accounts for cooling rate effects —Part 2： Model results［J］. Welding Journal，2003， 82（2）： 43-50.
Valiente Bermejo M A. Modelization of δ-ferrite content （FN） in austenitic stainless steels under electric arc conditions［D］. PhD dissertation，University of Barcelona，2010.
Valiente Bermejo M A. Modelization of δ-ferrite content in austenitic stainless steel weld metals［S］. IIW Document IX-2358-11.
Hammar Ö，Svensson U. Influence of steel composition on segregation and microstructure during solidification of austenitic stainless steels［C］//International Confer- ence on Solidification and Casting of Metals. Sheffield， UK. The Metals Society，1979：401-410.
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