Features of oil spills and look-alikes in polarimetric synthetic aperture radar(SAR)images always play an important role in oil spill detection.Many oil spill detection algorithms have been implemented based on these ...Features of oil spills and look-alikes in polarimetric synthetic aperture radar(SAR)images always play an important role in oil spill detection.Many oil spill detection algorithms have been implemented based on these features.Although environmental factors such as wind speed are important to distinguish oil spills and look-alikes,some oil spill detection algorithms do not consider the environmental factors.To distinguish oil spills and look-alikes more accurately based on environmental factors and image features,a new oil spill detection algorithm based on Dempster-Shafer evidence theory was proposed.The process of oil spill detection taking account of environmental factors was modeled using the subjective Bayesian model.The Faster-region convolutional neural networks(RCNN)model was used for oil spill detection based on the convolution features.The detection results of the two models were fused at decision level using Dempster-Shafer evidence theory.The establishment and test of the proposed algorithm were completed based on our oil spill and look-alike sample database that contains 1798 image samples and environmental information records related to the image samples.The analysis and evaluation of the proposed algorithm shows a good ability to detect oil spills at a higher detection rate,with an identifi cation rate greater than 75%and a false alarm rate lower than 19%from experiments.A total of 12 oil spill SAR images were collected for the validation and evaluation of the proposed algorithm.The evaluation result shows that the proposed algorithm has a good performance on detecting oil spills with an overall detection rate greater than 70%.展开更多
pH is one of the significant properties of soil,and is closely related to the decomposition of soil organic matter,anion-cation balance,growth of plants and many other soil processes.In the present work,laser-induced ...pH is one of the significant properties of soil,and is closely related to the decomposition of soil organic matter,anion-cation balance,growth of plants and many other soil processes.In the present work,laser-induced breakdown spectroscopy(LIBS) technique coupled with random forest(RF) was proposed to quantify the pH of soil.First,LIBS spectra of soil was collected,and some common elements in soil were identified based on the National Institute of Science and Technology database.Then,in order to obtain a better predictive result,the influence of different input variables(full spectrum,different spectral ranges,the intensity of characteristic bands and characteristic lines) on the predictive performance of RF calibration model was explored with the evaluation indicators of root mean square error(RMSE) and coefficient of determination(R2),the characteristic bands of four elements(AI,Ca,Mg and Si) were determined as the optimal input variables.Finally,the predictive performance of RF calibration model was compared with partial least squares calibration model with the optimal input variables and model parameters,and RF calibration model showed a better predictive performance,and the four evaluation indicators of R_p^2,RMSEP,mean absolute error and mean relative error were 0.9687,0.1285,0.1114 and 0.0136,respectively.It indicates that LIBS technique coupled with RF algorithm is an effective method for pH determination of soil.展开更多
The morphology of Ni_(4)Ti_(3) precipitates is important in tuning the martensitic transformation(MT)behavior and mechanical properties of nitinol.Constrained ageing is effective in engineering the morphology of Ni_(4...The morphology of Ni_(4)Ti_(3) precipitates is important in tuning the martensitic transformation(MT)behavior and mechanical properties of nitinol.Constrained ageing is effective in engineering the morphology of Ni_(4)Ti_(3) precipitates due to the variant selection effect of external load which is still lacking.In this work,maps of variant selection effect of external load applied along all crystallographic directions are obtained by using a combination of theoretical analyses and phase field simulations.It is found that maps produced by uniaxial tension and uniaxial compression are quite different.The number and types of Ni_(4)Ti_(3) variants preferred by external load vary as the loading direction changes.Moreover,factors influencing the strength of variant selection effect are discovered.This work provides insights on understanding the Ni_(4)Ti_(3) precipitation process and sheds light on the engineering of morphology of Ni_(4)Ti_(3) precipitates for desired mechanical and functional properties.展开更多
Additive manufacturing(AM)is an innovative technology that creates objects with a complex geometry layer-by-layer,and it has rapidly prospered in manufacturing metallic parts for structural and functional applications...Additive manufacturing(AM)is an innovative technology that creates objects with a complex geometry layer-by-layer,and it has rapidly prospered in manufacturing metallic parts for structural and functional applications.Recent literatures have investigated the effect of different AM technologies on the microstructure evolution of titanium alloys.However,metal AM has mostly been regarded only as a shaping technology for near-net-shape manufacturing.A huge advantage of AM in alloy design and treatments has been largely overlooked at the present time.In this paper,we systematically reviewed the interaction of AM processes and different Ti-alloys,as well as the possible ways for mechanical property enhancements.On the one hand,the complex thermal histories caused by AM influence the phase transformation of Ti-alloys.On the other hand,the unique thermal and processing features of AM provide ways and opportunities to design new Ti-alloys with unachievable microstructures and properties by conventional methods.The aim of this paper is thus to provide a new perspective on the relationship between the AM process and alloy design,which is to consider AM as an irreplaceable material treating and design method.Only an integrated consideration of both AM process and alloy design can successfully achieve materials with superior properties for applications in the future industries.展开更多
The SET-and myeloid-Nervy-DEAF-1(MYND)-domain containing(Smyd)lysine methyltransferases 1–3 share relatively high sequence similarity but exhibit divergence in the substrate specificity.Here we report the crystal str...The SET-and myeloid-Nervy-DEAF-1(MYND)-domain containing(Smyd)lysine methyltransferases 1–3 share relatively high sequence similarity but exhibit divergence in the substrate specificity.Here we report the crystal structure of the full-length human Smyd2 in complex with S-adenosyl-L-homocysteine(AdoHcy).Although the Smyd1–3 enzymes are similar in the overall structure,detailed comparisons demonstrate that they differ substantially in the potential substrate-binding site.The binding site of Smyd3 consists mainly of a deep and narrow pocket,while those of Smyd1 and Smyd2 consist of a comparable pocket and a long groove.In addition,Smyd2,which has lysine methyltransferase activity on histone H3-lysine 36,exhibits substantial differences in the wall of the substrate-binding pocket compared with those of Smyd1 and Smyd3 which have activity specifically on histone H3-lysine 4.The differences in the substrate-binding site might account for the observed divergence in the specificity and methylation state of the substrates.Further modeling study of Smyd2 in complex with a p53 peptide indicates that mono-methylation of p53-Lys372 might result in steric conflict of the methyl group with the surrounding residues of Smyd2,providing a structural explanation for the inhibitory effect of the SET7/9-mediated mono-methylation of p53-Lys372 on the Smyd2-mediated methylation of p53-Lys370.展开更多
The design of alloys with simultaneous high strength and high ductility is still a difficult challenge.Here,we propose a new approach to designing multi-phase alloys with a synergistic combination of strength and duct...The design of alloys with simultaneous high strength and high ductility is still a difficult challenge.Here,we propose a new approach to designing multi-phase alloys with a synergistic combination of strength and ductility by engineering heterogeneous precipitate microstructures through the activation of different transformation mechanisms.Using a two-phase titanium alloy as an example,phase field simulations are carried out firstly to design heat treatment schedules that involve both conventional nucleation and growth and non-conventional pseudospinodal decomposition mechanisms,and the calculated microstructures have been evaluated by crystal plasticity finite element modeling.According to simulations,we then set a two-step heat treatment to produce bimodalα+βmicrostructure in Ti-10V-2Fe-3Al.Further mechanical testing shows that the ductility of the alloy is increased by~50%and the strength is increased by~10%as compared to its unimodal counterpart.Our work may provide a general way to improve the mechanical properties of alloys through multiscale microstructure design.展开更多
Dear Editor,Mammalian target of rapamycin complex 1(mTORC1)serves as a central regulator of cell growth and proliferation by integrating signals from growth factors,nutrients,energy status,and cellular stress(Saxton a...Dear Editor,Mammalian target of rapamycin complex 1(mTORC1)serves as a central regulator of cell growth and proliferation by integrating signals from growth factors,nutrients,energy status,and cellular stress(Saxton and Sabatini,2017).A small GTPase,called Ras homolog enriched in brain(Rheb),is a positive regulator of mTORC1.Like other small GTPases,the function of Rheb is dictated by its guanine nucleotide binding states:it is active in the GTP-bound form and inactive in the GDP-bound form(Aspuria and Tamanoi,2004).展开更多
The electrical penetration of the cell membrane is vital for determining the cell interior via impedance cytometry.Herein,we propose a method for determining the conductivity of the cell membrane through the tilting l...The electrical penetration of the cell membrane is vital for determining the cell interior via impedance cytometry.Herein,we propose a method for determining the conductivity of the cell membrane through the tilting levels of impedance puises.When electrical penetration occurs,a high-frequency current freely passes through the cell membrane;thus,the intracellular distribution can directly act on the high-frequency impedance pulses.Numerical simulation shows that an uneven intracellular component distribution can affect the tilting levels of impedance pulses,and the tilting levels start increasing when the cell membrane is electrically penetrated.Experimental evidence shows that higher detection frequencies(>7 MHz)lead to a wider distribution of the tilting levels of impedance pulses when measuring cell populations with four-frequency impedance cytometry.This finding allows us to determine that a detection frequency of 7 MHz is able to pass through the membrane of Euglena gracilis(E.gracilis)cells.Additionally,we provide a possible application of four-frequency impedance cytometry in the biomass monitoring of single E.grailis cells.High-frequency impedance(≥7 MHz)can be applied to monitor these biomass changes,and low-frequency impedance(<7 MHz)can be applied to track the corresponding biovolume changes.Overall,this work demonstrates an easy determination method for the electrical penetration of the cell membrane,and the proposed platform is applicable for the multiparameter assessment of the cell state during cultivation.展开更多
基金Supported by the National Key R&D Program of China(No.2017YFC1405600)the National Natural Science Foundation of China(Nos.42076197,41576032)the Major Program for the International Cooperation of the Chinese Academy of Sciences(No.133337KYSB20160002)。
文摘Features of oil spills and look-alikes in polarimetric synthetic aperture radar(SAR)images always play an important role in oil spill detection.Many oil spill detection algorithms have been implemented based on these features.Although environmental factors such as wind speed are important to distinguish oil spills and look-alikes,some oil spill detection algorithms do not consider the environmental factors.To distinguish oil spills and look-alikes more accurately based on environmental factors and image features,a new oil spill detection algorithm based on Dempster-Shafer evidence theory was proposed.The process of oil spill detection taking account of environmental factors was modeled using the subjective Bayesian model.The Faster-region convolutional neural networks(RCNN)model was used for oil spill detection based on the convolution features.The detection results of the two models were fused at decision level using Dempster-Shafer evidence theory.The establishment and test of the proposed algorithm were completed based on our oil spill and look-alike sample database that contains 1798 image samples and environmental information records related to the image samples.The analysis and evaluation of the proposed algorithm shows a good ability to detect oil spills at a higher detection rate,with an identifi cation rate greater than 75%and a false alarm rate lower than 19%from experiments.A total of 12 oil spill SAR images were collected for the validation and evaluation of the proposed algorithm.The evaluation result shows that the proposed algorithm has a good performance on detecting oil spills with an overall detection rate greater than 70%.
基金support of National Natural Science Foundation of China(Nos.21873076,21675123,21605123,21375105)Natural Science Basic Research Plan in Shaanxi Province of China(No.2018JQ2013)Scientific Research Plan Projects of Shaanxi Education Department(No.17JK0780)。
文摘pH is one of the significant properties of soil,and is closely related to the decomposition of soil organic matter,anion-cation balance,growth of plants and many other soil processes.In the present work,laser-induced breakdown spectroscopy(LIBS) technique coupled with random forest(RF) was proposed to quantify the pH of soil.First,LIBS spectra of soil was collected,and some common elements in soil were identified based on the National Institute of Science and Technology database.Then,in order to obtain a better predictive result,the influence of different input variables(full spectrum,different spectral ranges,the intensity of characteristic bands and characteristic lines) on the predictive performance of RF calibration model was explored with the evaluation indicators of root mean square error(RMSE) and coefficient of determination(R2),the characteristic bands of four elements(AI,Ca,Mg and Si) were determined as the optimal input variables.Finally,the predictive performance of RF calibration model was compared with partial least squares calibration model with the optimal input variables and model parameters,and RF calibration model showed a better predictive performance,and the four evaluation indicators of R_p^2,RMSEP,mean absolute error and mean relative error were 0.9687,0.1285,0.1114 and 0.0136,respectively.It indicates that LIBS technique coupled with RF algorithm is an effective method for pH determination of soil.
基金supported by the National Natural Science Foundation of China(Grant No.12372152)the Qilu Young Talent Program of Shandong University,Zhejiang Lab Open Research Project(Grant No.K2022PE0AB05)+1 种基金Shandong Provincial Natural Science Foundation(Grant No.ZR2023MA058)Guangdong Basic and Applied Basic Research Foundation(Grant No.2023A1515011819).
文摘The morphology of Ni_(4)Ti_(3) precipitates is important in tuning the martensitic transformation(MT)behavior and mechanical properties of nitinol.Constrained ageing is effective in engineering the morphology of Ni_(4)Ti_(3) precipitates due to the variant selection effect of external load which is still lacking.In this work,maps of variant selection effect of external load applied along all crystallographic directions are obtained by using a combination of theoretical analyses and phase field simulations.It is found that maps produced by uniaxial tension and uniaxial compression are quite different.The number and types of Ni_(4)Ti_(3) variants preferred by external load vary as the loading direction changes.Moreover,factors influencing the strength of variant selection effect are discovered.This work provides insights on understanding the Ni_(4)Ti_(3) precipitation process and sheds light on the engineering of morphology of Ni_(4)Ti_(3) precipitates for desired mechanical and functional properties.
基金the internal funding from City University of Hong Kong under the Programs 9042635 and 9360161.
文摘Additive manufacturing(AM)is an innovative technology that creates objects with a complex geometry layer-by-layer,and it has rapidly prospered in manufacturing metallic parts for structural and functional applications.Recent literatures have investigated the effect of different AM technologies on the microstructure evolution of titanium alloys.However,metal AM has mostly been regarded only as a shaping technology for near-net-shape manufacturing.A huge advantage of AM in alloy design and treatments has been largely overlooked at the present time.In this paper,we systematically reviewed the interaction of AM processes and different Ti-alloys,as well as the possible ways for mechanical property enhancements.On the one hand,the complex thermal histories caused by AM influence the phase transformation of Ti-alloys.On the other hand,the unique thermal and processing features of AM provide ways and opportunities to design new Ti-alloys with unachievable microstructures and properties by conventional methods.The aim of this paper is thus to provide a new perspective on the relationship between the AM process and alloy design,which is to consider AM as an irreplaceable material treating and design method.Only an integrated consideration of both AM process and alloy design can successfully achieve materials with superior properties for applications in the future industries.
基金supported by the grants from the Ministry of Science and Technology of China (2007CB914302 and 2011CB966301)the National Natural Science Foundation of China (30730028)+2 种基金the Chinese Academy of Sciences (SIBS2008002)the Science and Technology Commission of Shanghai Municipality (10JC1416500)support of the SA-SIBS scholarship program.
文摘The SET-and myeloid-Nervy-DEAF-1(MYND)-domain containing(Smyd)lysine methyltransferases 1–3 share relatively high sequence similarity but exhibit divergence in the substrate specificity.Here we report the crystal structure of the full-length human Smyd2 in complex with S-adenosyl-L-homocysteine(AdoHcy).Although the Smyd1–3 enzymes are similar in the overall structure,detailed comparisons demonstrate that they differ substantially in the potential substrate-binding site.The binding site of Smyd3 consists mainly of a deep and narrow pocket,while those of Smyd1 and Smyd2 consist of a comparable pocket and a long groove.In addition,Smyd2,which has lysine methyltransferase activity on histone H3-lysine 36,exhibits substantial differences in the wall of the substrate-binding pocket compared with those of Smyd1 and Smyd3 which have activity specifically on histone H3-lysine 4.The differences in the substrate-binding site might account for the observed divergence in the specificity and methylation state of the substrates.Further modeling study of Smyd2 in complex with a p53 peptide indicates that mono-methylation of p53-Lys372 might result in steric conflict of the methyl group with the surrounding residues of Smyd2,providing a structural explanation for the inhibitory effect of the SET7/9-mediated mono-methylation of p53-Lys372 on the Smyd2-mediated methylation of p53-Lys370.
基金the National Key Research and Development Program of China(No.2016YFB0701302)the National Natural Science Foundation of China(Nos.52171012 and 51931004)“H2”High-Performance Cluster,the internal City University of Hong Kong under the Programs 7004894 and 9380060。
文摘The design of alloys with simultaneous high strength and high ductility is still a difficult challenge.Here,we propose a new approach to designing multi-phase alloys with a synergistic combination of strength and ductility by engineering heterogeneous precipitate microstructures through the activation of different transformation mechanisms.Using a two-phase titanium alloy as an example,phase field simulations are carried out firstly to design heat treatment schedules that involve both conventional nucleation and growth and non-conventional pseudospinodal decomposition mechanisms,and the calculated microstructures have been evaluated by crystal plasticity finite element modeling.According to simulations,we then set a two-step heat treatment to produce bimodalα+βmicrostructure in Ti-10V-2Fe-3Al.Further mechanical testing shows that the ductility of the alloy is increased by~50%and the strength is increased by~10%as compared to its unimodal counterpart.Our work may provide a general way to improve the mechanical properties of alloys through multiscale microstructure design.
基金This research was supported by grants from Chinese Academy of Sciences(XDB37030305)the National Natural Science Foundation of China(31530013 and 31870722).
文摘Dear Editor,Mammalian target of rapamycin complex 1(mTORC1)serves as a central regulator of cell growth and proliferation by integrating signals from growth factors,nutrients,energy status,and cellular stress(Saxton and Sabatini,2017).A small GTPase,called Ras homolog enriched in brain(Rheb),is a positive regulator of mTORC1.Like other small GTPases,the function of Rheb is dictated by its guanine nucleotide binding states:it is active in the GTP-bound form and inactive in the GDP-bound form(Aspuria and Tamanoi,2004).
基金This work is supported by JSPS.Core-to-Core programJSPS Grant-in-Aid for Scientific Research(No.20K15151)+6 种基金Amada Foundation,JapanSasakawa Scientific Research Grant,JapanNSG Foundation,JapanWhite Rock Foundation,JapanAustalian Research Council(ARC)Discovery Project(DP200102269),Australiand the Nara Institute of Science and Technology Support Foundation,JapanJST Support for Pioneering Research Initiated by the Next Generation program and Nara Institute of Science and Technology Touch stone program.
文摘The electrical penetration of the cell membrane is vital for determining the cell interior via impedance cytometry.Herein,we propose a method for determining the conductivity of the cell membrane through the tilting levels of impedance puises.When electrical penetration occurs,a high-frequency current freely passes through the cell membrane;thus,the intracellular distribution can directly act on the high-frequency impedance pulses.Numerical simulation shows that an uneven intracellular component distribution can affect the tilting levels of impedance pulses,and the tilting levels start increasing when the cell membrane is electrically penetrated.Experimental evidence shows that higher detection frequencies(>7 MHz)lead to a wider distribution of the tilting levels of impedance pulses when measuring cell populations with four-frequency impedance cytometry.This finding allows us to determine that a detection frequency of 7 MHz is able to pass through the membrane of Euglena gracilis(E.gracilis)cells.Additionally,we provide a possible application of four-frequency impedance cytometry in the biomass monitoring of single E.grailis cells.High-frequency impedance(≥7 MHz)can be applied to monitor these biomass changes,and low-frequency impedance(<7 MHz)can be applied to track the corresponding biovolume changes.Overall,this work demonstrates an easy determination method for the electrical penetration of the cell membrane,and the proposed platform is applicable for the multiparameter assessment of the cell state during cultivation.
基金National Program on Key Basic Research Project of China (2017YPE0108200 and 2016YFA0502302)the Strategic Priority Research Program of the Chinese Academy of Sciences (XDB 20000000)National Natural Science Foundation of China (NSFC)under Nos.91753119,21778065 and 21472229.