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| 1 | Machine learning-based predictions of fatigue life and fatigue limit for steels显示文摘To predict the fatigue life for oblique hyperbola-and bilinear-mode S-N curves of metallic materials with various strengths,a machine-learning approach for direct analysis was employed.Additionally,to determine the fatigue limit of the utilized materials(AISI 316,AISI 4140 and CA6 NM series)with different S-N curve modes using finite-fatigue life data,a Bayesian optimization-based inverse analysis was performed.The results indicated that predictions of the fatigue life for the utilized datasets via the random forest(RF)algo rithm for AISI 4140 and CA6 NM,and artificial neural network(ANN)for AISI 316,distribute within 2 factor error lines for most data.In the Bayesian optimization-based inverse analysis,the specific explanatory variables corresponding to the optimized maximum fatigue life were treated as the fatigue limits.The predicted fatigue limits either approximated to or slightly underestimated the experimental results,except for several cases with large errors.Using the inverse analysis to predict the fatigue limit for both S-N curve modes is applicable for current employed data-set.However,the explored maximum fatigue lives via BO corresponding to the predicted fatigue limit were underestimated for AISI 4140 and CA6 NM,and was overestimated for AISI 316 because of effect of shape of S-N curves.By combining the ANN or RF direct and BO inverse algorithms,whole S-N curves(including the fatigue limit)were evaluated for the S-N curve shapes of the oblique hyperbola and bilinear modes. | steelsLei He ZhiLei Wang Hiroyuki Akebono Atsushi Sugeta | 2021 | Journal of Materials Science & Technology2021，，31： | 5 |
| 2 | Supramolecular Chirogenesis in Zinc Porphyrins: Equilibria, Binding Properties, and Thermodynamics显示文摘 | Borovkov V V Lintuluoto J M Sugeta H | 2002 | Journal of the American Chemical Society2002，124，12： | 1 |
| 3 | Crystal structure luminscence site of Na9 · 32H2O 显示文摘 | M Sugeta T Yamase | 1993 | Chem Soc Jpn1993，66，： | 1 |
| 4 | Depolymerization of polyethylene terephthalate to monomers with supereritical methanol显示文摘 | Sako T Sugeta T Otake K | 1997 | J Chem Eng Japan1997，30，2： | 1 |
| 5 | Selective decomposition of the siloxane bond constituting the crosslinking element of silane-crosslinked polyethylene by supercritical alcohol显示文摘 | Goto T Yamazaki T Sugeta T | 2008 | J Appl Polym Sci2008，109，： | 1 |
| 6 | Supramolecular chirogenesis in zinc porphyrins:Equilibria,binding properties,and thermodynamics显示文摘 | BOROVKOV V V LINTULUOTO J M SUGETA H | 2002 | J Am Chem Soc2002，124，12： | 1 |
| 7 | Hydrogen bonding in supercritical methanol studied by infrared spectroscopy显示文摘 | BULGAREVICH D S OTAKE K SAKO T SUGETA T TAKEBAVASHI C KAMIZAWA D SHINTANI A N TSURUMI C | 2002 | J Chem Phys2002，116，5： | 1 |
| 8 | Decomposition of fiber reinforced plastics using fluid at high temperature and pressure显示文摘 | Sugeta T Nagaoka S Otake K | 2001 | Kobunshi Ronbunshun2001，，10： | 1 |
| 9 | Depolymerization of polyethylene terephthalate to monomers with supercfitical methanol显示文摘 | T Sako T Sugeta K Otake | 1996 | Chem Eng Japan1996，，29： | 1 |
| 10 | Kinetic study of furfural formation accompanying supercritical carbon dioxide extraction显示文摘 | Soko Takeshi Sugeta Tsutomu Nakazawa Noriaki | 1992 | Journal of Chemical Engineering of Japan1992，25，4： | 1 |
| 11 | Depolerization of polythylene terephthalate to monomers with supercritical methanol显示文摘 | Sako T Sugeta T Otake K | 1997 | Journal of Chemical Engineering of JaPan1997，30，2： | 1 |
| 12 | Molecular definition ofsmall amplification domain within 3q26 in tumors of cervix, ovary,and lung显示文摘 | Sugeta M Tanaka N Davidson S | 2000 | Cancer Gen Cytogenet2000，117，： | 1 |
| 13 | Study of Combustion Behavior of Brown Coal in Supercritical Water显示文摘 | Fujie M Lnui A Anjo K J Sugeta T Sako T Kamizawa C | 2001 | High Pressure Research2001，20，16： | 1 |
| 14 | Photoreduction of CO2 to CH4 in water using dititanodeeatungstophosphate as multielectron transfer catalyst显示文摘 | Yamase T Sugeta M | 1990 | Inorg Chem Acta1990，172，： | 1 |
| 15 | Static and fatigue frac- ture resistances of pulpless teeth restored with post-cores 显示文摘 | Hayashi M Sugeta A Takahashi Y | 2008 | Dent Mater2008，24，9： | 1 |
| 16 | Static and fatigue fracture resistances of pulpless teeth restored with post-cores显示文摘 | Hayashi M Sugeta A Takahashi Y | 2008 | Dent Mater2008，24，9： | 1 |
| 17 | Static and fatigue fracture resistances of pulpless teeth restored with post–cores显示文摘 | Hayashi M Sugeta A Takahashi Y | | 0，，09： | 1 |
| 18 | Static and fatigue fracture resistances of pulpless teeth restored with post-cores显示文摘 | Hayashi M Sugeta A Takahashi Y | | 0，，09： | 1 |
| 19 | Decomposition of epoxy res-in and recycling of CFRP with sub - and supercritical water 显示文摘 | Okajima I Yamada K Sugeta T | | Kagaku Kogaku Roubtmshu0，28，5： | 1 |
| 20 | Development of fatigue testing system for in-situ observation by an atomic force microscope and small fatigue crack growth behavior in α-brass显示文摘 | Sugeta A Uematsu Y Tomita K | 2006 | JSME International Journal2006，49，3： | 1 |
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