Accurate carbon price forecasting is essential to provide the guidance for production and investment.Current research is mainly dependent on plenty of historical samples of carbon prices,which is impractical for the n...Accurate carbon price forecasting is essential to provide the guidance for production and investment.Current research is mainly dependent on plenty of historical samples of carbon prices,which is impractical for the newly launched carbon market due to its short history.Based on the idea of transfer learning,this paper proposes a novel price forecasting model,which utilizes the correlation between the new and mature markets.The model is firstly pretrained on large data of mature market by gated recurrent unit algorithm,and then fine-tuned by the target market samples.An integral framework,including complexity decomposition method for data pre-processing,sample entropy for feature selection,and support vector regression for result post-processing,is provided.In the empirical analysis of new Chinese market,the root mean square error,mean absolute error,mean absolute percentage error,and determination coefficient of the model are 0.529,0.476,0.717%and 0.501 respectively,proving its validity.展开更多
The objective is to introduce the application of intraoperative optical coherence tomography(iOCT)in pars plana vitrectomy(PPV)for various vitreoretinal diseases,and to report the 4-year assessment of feasibility and ...The objective is to introduce the application of intraoperative optical coherence tomography(iOCT)in pars plana vitrectomy(PPV)for various vitreoretinal diseases,and to report the 4-year assessment of feasibility and utility in Chinese population.We reported a retrospective case series of patients who underwent PPV and iOCT scan at Eye Hospital of Wenzhou Medical University from January 2016 to January 2020.Clinical characteristics were documented before operation,and we intraoperatively recorded the time and results of iOCT scanning,specific surgical maneuvers performed,the consistency with the planned strategies before surgery,the type of OCT images obtained,and adverse events(AEs).The surgeon feedback was collected to evaluate the utility of iOCT during surgery.In total 339 eyes successfully completed iOCT scan,with an average scanning time of 3.54±2.3 min,including 59 cases of idiopathic macular hole(iMH),134 cases of idiopathic epiretinal membrane(iERM),33 cases of lamellar macular hole(LMH),40 cases of high myopic maculopathy,13 cases of vitreous macular traction(VMT),60 cases of dense vitreous hemorrhage(VH).The iOCT findings were not consistent with exami-nation under the operating microscope in 49 cases(14.5%),including 29 cases(8.6%)which changed the operation strategies during surgery.The Hole-door phenomenon arose in 20 cases(33.9%)of iMH and 3 cases(25%)of high myopic MH after ILMs peeling.Moreover,the residue ERM was observed in nine cases(6.7%)of iERM and two cases(14.3%)in high myopic ERM after ILMs peeling.Some new surgical methods could also be confirmed using iOCT.The ap-plication of iOCT has a significant clinical functionality in vitreoretinal surgery,providing the surgeon with a new surgical understanding,guiding the selection of a more reasonable operative procedure during surgery,predicting postoperative recovery and improving postoperative outcomes.展开更多
文摘Accurate carbon price forecasting is essential to provide the guidance for production and investment.Current research is mainly dependent on plenty of historical samples of carbon prices,which is impractical for the newly launched carbon market due to its short history.Based on the idea of transfer learning,this paper proposes a novel price forecasting model,which utilizes the correlation between the new and mature markets.The model is firstly pretrained on large data of mature market by gated recurrent unit algorithm,and then fine-tuned by the target market samples.An integral framework,including complexity decomposition method for data pre-processing,sample entropy for feature selection,and support vector regression for result post-processing,is provided.In the empirical analysis of new Chinese market,the root mean square error,mean absolute error,mean absolute percentage error,and determination coefficient of the model are 0.529,0.476,0.717%and 0.501 respectively,proving its validity.
基金This work was supported in part by research grants from the Zhejiang Provincial Natural Science Foundation of China(Grant No.LQ19H120003)National Nature Science Foundation of China(Grant No.81900910).
文摘The objective is to introduce the application of intraoperative optical coherence tomography(iOCT)in pars plana vitrectomy(PPV)for various vitreoretinal diseases,and to report the 4-year assessment of feasibility and utility in Chinese population.We reported a retrospective case series of patients who underwent PPV and iOCT scan at Eye Hospital of Wenzhou Medical University from January 2016 to January 2020.Clinical characteristics were documented before operation,and we intraoperatively recorded the time and results of iOCT scanning,specific surgical maneuvers performed,the consistency with the planned strategies before surgery,the type of OCT images obtained,and adverse events(AEs).The surgeon feedback was collected to evaluate the utility of iOCT during surgery.In total 339 eyes successfully completed iOCT scan,with an average scanning time of 3.54±2.3 min,including 59 cases of idiopathic macular hole(iMH),134 cases of idiopathic epiretinal membrane(iERM),33 cases of lamellar macular hole(LMH),40 cases of high myopic maculopathy,13 cases of vitreous macular traction(VMT),60 cases of dense vitreous hemorrhage(VH).The iOCT findings were not consistent with exami-nation under the operating microscope in 49 cases(14.5%),including 29 cases(8.6%)which changed the operation strategies during surgery.The Hole-door phenomenon arose in 20 cases(33.9%)of iMH and 3 cases(25%)of high myopic MH after ILMs peeling.Moreover,the residue ERM was observed in nine cases(6.7%)of iERM and two cases(14.3%)in high myopic ERM after ILMs peeling.Some new surgical methods could also be confirmed using iOCT.The ap-plication of iOCT has a significant clinical functionality in vitreoretinal surgery,providing the surgeon with a new surgical understanding,guiding the selection of a more reasonable operative procedure during surgery,predicting postoperative recovery and improving postoperative outcomes.
