With a further increase in energy flexibility for customers,short-term load forecasting is essential to provide benchmarks for economic dispatch and real-time alerts in power grids.The electrical load series exhibit p...With a further increase in energy flexibility for customers,short-term load forecasting is essential to provide benchmarks for economic dispatch and real-time alerts in power grids.The electrical load series exhibit periodic patterns and share high associations with metrological data.However,current studies have merely focused on point-wise models and failed to sufficiently investigate the periodic patterns of load series,which hinders the further improvement of short-term load forecasting accuracy.Therefore,this paper improved Autoformer to extract the periodic patterns of load series and learn a representative feature from deep decomposition and reconstruction.In addition,a novel multi-factor attention mechanism was proposed to handle multi-source metrological and numerical weather prediction data and thus correct the forecasted electrical load.The paper also compared the proposed model with various competitive models.As the experimental results reveal,the proposed model outperforms the benchmark models and maintains stability on various types of load consumers.展开更多
A new route to prepare zeolitic material was introduced in this work. Compared with traditional methods, the new route showed lower energy consume. The effect of pre-treatment conditions on structure and crystalline p...A new route to prepare zeolitic material was introduced in this work. Compared with traditional methods, the new route showed lower energy consume. The effect of pre-treatment conditions on structure and crystalline phase was investigated, revealing that the mullite crystalline phase in fly ash could be converted to amorphous phase by alkali at low temperature. The removal performance of heavy metal ions on designed material was also investigated, and we found that the intermediate product showed higher adsorption capacity on Ni^(2+) than zeolite A.展开更多
By reverse transcription-polymerase chain reaction (RT-PCR), cDNA fragment of wheat yellow mosaic vir黶 (WYMV) RNA2 encoding 72 ku protein has been synthesized and cloned into plasmid pET30a(+) for overexpression in p...By reverse transcription-polymerase chain reaction (RT-PCR), cDNA fragment of wheat yellow mosaic vir黶 (WYMV) RNA2 encoding 72 ku protein has been synthesized and cloned into plasmid pET30a(+) for overexpression in prokaryotic celis. BL21(DE3) pLys S of E.coli transformed with the recombinant plasmid pETP72 containing the fragment has been induced to express the 72 ku protein on high level. The produced protein has been purified from sodium dodecyl sulfate-polyacrylamide gel (SDS-PAGE) for its antiserum preparation. in western-blotting analysis, the antibodies reacted with the 72 ku protein expressed in E.coli.展开更多
Dear Editor Plants are naturally infected by a wide range of pathogens including viruses, bacteria, and fungi, and have evolved many strategies to circumvent pathogenic stresses.
基金supported by Science and Technology Project of State Grid Zhejiang Corporation of China“Research on State Estimation and Risk Assessment Technology for New Power Distribution Networks for Widely Connected Distributed Energy”(5211JX22002D).
文摘With a further increase in energy flexibility for customers,short-term load forecasting is essential to provide benchmarks for economic dispatch and real-time alerts in power grids.The electrical load series exhibit periodic patterns and share high associations with metrological data.However,current studies have merely focused on point-wise models and failed to sufficiently investigate the periodic patterns of load series,which hinders the further improvement of short-term load forecasting accuracy.Therefore,this paper improved Autoformer to extract the periodic patterns of load series and learn a representative feature from deep decomposition and reconstruction.In addition,a novel multi-factor attention mechanism was proposed to handle multi-source metrological and numerical weather prediction data and thus correct the forecasted electrical load.The paper also compared the proposed model with various competitive models.As the experimental results reveal,the proposed model outperforms the benchmark models and maintains stability on various types of load consumers.
基金supported by the 2016 Key Program of China Guodian Corporation,and the grant number is2015G1PU00200
文摘A new route to prepare zeolitic material was introduced in this work. Compared with traditional methods, the new route showed lower energy consume. The effect of pre-treatment conditions on structure and crystalline phase was investigated, revealing that the mullite crystalline phase in fly ash could be converted to amorphous phase by alkali at low temperature. The removal performance of heavy metal ions on designed material was also investigated, and we found that the intermediate product showed higher adsorption capacity on Ni^(2+) than zeolite A.
文摘By reverse transcription-polymerase chain reaction (RT-PCR), cDNA fragment of wheat yellow mosaic vir黶 (WYMV) RNA2 encoding 72 ku protein has been synthesized and cloned into plasmid pET30a(+) for overexpression in prokaryotic celis. BL21(DE3) pLys S of E.coli transformed with the recombinant plasmid pETP72 containing the fragment has been induced to express the 72 ku protein on high level. The produced protein has been purified from sodium dodecyl sulfate-polyacrylamide gel (SDS-PAGE) for its antiserum preparation. in western-blotting analysis, the antibodies reacted with the 72 ku protein expressed in E.coli.
基金This work was supported by the National Natural Science Foundation of China （31570143 and 31270184） to D.L., the Fundamental Research Funds for the Central Universities （2017SY003） to Y.Z., and the startup fund provided by the Priority Academic Program Development （PAPD） of Jiangsu Higher Education Institutions to K.X.
文摘Dear Editor Plants are naturally infected by a wide range of pathogens including viruses, bacteria, and fungi, and have evolved many strategies to circumvent pathogenic stresses.
