In order to improve the end-point hit rate of basic oxygen furnace steelmaking,a novel dynamic control model was proposed based on an improved twin support vector regression algorithm.The controlled objects were the e...In order to improve the end-point hit rate of basic oxygen furnace steelmaking,a novel dynamic control model was proposed based on an improved twin support vector regression algorithm.The controlled objects were the end-point carbon content and temperature.The proposed control model was established by using the low carbon steel samples collected from a steel plant,which consists of two prediction models,a preprocess model,two regulation units,a controller and a basic oxygen furnace.The test results of 100 heats show that the prediction models can achieve a double hit rate of 90%within the error bound of 0.005 wt.%C and 15℃.The preprocess model was used to predict an initial end-blow oxygen volume.However,the double hit rate of the carbon con tent and temperature only achieves 65%.Then,the oxygen volume and coolant additi ons were adjusted by the regulation units to improve the hit rate.Finally,the double hit rate after the regulation is reached up to 90%.The results indicate that the proposed dynamic control model is efficient to guide the real production for low carbon steel,and the modeling method is also suitable for the applications of other steel grades.展开更多
Distributed key value storage systems are among the most important types of distributed storage systems currently deployed in data centers. Nowadays, enterprise data centers are facing growing pressure in reducing the...Distributed key value storage systems are among the most important types of distributed storage systems currently deployed in data centers. Nowadays, enterprise data centers are facing growing pressure in reducing their power consumption. In this paper, we propose GreenCHT, a reliable power management scheme for consistent hashing based distributed key value storage systems. It consists of a multi-tier replication scheme, a reliable distributed log store, and a predictive power mode scheduler (PMS). Instead of randomly placing replicas of each object on a number of nodes in the consistent hash ring, we arrange the replicas of objects on nonoverlapping tiers of nodes in the ring. This allows the system to fall in various power modes by powering down subsets of servers while not violating data availability. The predictive PMS predicts workloads and adapts to load fluctuation. It cooperates with the multi-tier replication strategy to provide power proportionality for the system. To ensure that the reliability of the system is maintained when replicas are powered down, we distribute the writes to standby replicas to active servers, which ensures failure tolerance of the system. GreenCHT is implemented based on Sheepdog, a distributed key value storage system that uses consistent hashing as an underlying distributed hash table. By replaying 12 typical real workload traces collected from Microsoft, the evaluation results show that GreenCHT can provide significant power savings while maintaining a desired performance. We observe that GreenCHT can reduce power consumption by up to 35%-61%.展开更多
Various aluminum-doped zinc oxide (AZO) films were prepared on Si substrate by atomic layer de- position (ALD) at 100 ℃. The effect of the composition of AZO films on their electrical, optical characteristics, st...Various aluminum-doped zinc oxide (AZO) films were prepared on Si substrate by atomic layer de- position (ALD) at 100 ℃. The effect of the composition of AZO films on their electrical, optical characteristics, structural property and surface topography was investi- gated. The appearance of electrical resistivity shows their semiconducing properties. In most of the visible light band, all the AZO films present transparency of more than 80 %. A1 doping suppresses the AZO film crystallization. When the A1 doping concentration increases up to 3.95 at%, the AZO film has some small multicrystal grains with random orientation. A1 doping improves the roughness of i-ZnO film. The root mean square (RMS) roughness of samples prepared by ALD is much smaller than that pre- pared by radio-frequency magnetron sputtering reported.展开更多
Rare earth element gadolinium-doped aluminum–zinc oxide(Gd–AZO) semiconductor thin film material was deposited on both silicon and glass substrate by radio frequency(RF) sputtering at room temperature.Electrical...Rare earth element gadolinium-doped aluminum–zinc oxide(Gd–AZO) semiconductor thin film material was deposited on both silicon and glass substrate by radio frequency(RF) sputtering at room temperature.Electrical properties and microstructure of Gd–AZO thin film were mainly modulated by altering O2 partial pressure(OPP) during the RF sputtering process.Scanning electron microscope(SEM) and X-ray diffraction(XRD) test were carried out to uncover the microstructure variation trend with the sputtering OPP,and amorphous structure which is beneficial to large mass industry manufacture was also demonstrated by the XRD pattern.Transmittance in visible light spectrum implies the potential application for Gd–AZO to be used in transparent material field.Finally,bottom gate,top contact device structure thin film transistors(TFTs) with Gd–AZO thin film as the active channel layer were fabricated to verify the semiconductor availability of Gd–AZO thin film material.Besides,the Gd–AZO TFTs exhibit preferable transfer and output characteristics.展开更多
基金This work was supported by Liaoning Province PhD Start-up Fund(No.201601291)Liaoning Province Ministry of Education Scientific Study Project(No.2O17LNQN11).
文摘In order to improve the end-point hit rate of basic oxygen furnace steelmaking,a novel dynamic control model was proposed based on an improved twin support vector regression algorithm.The controlled objects were the end-point carbon content and temperature.The proposed control model was established by using the low carbon steel samples collected from a steel plant,which consists of two prediction models,a preprocess model,two regulation units,a controller and a basic oxygen furnace.The test results of 100 heats show that the prediction models can achieve a double hit rate of 90%within the error bound of 0.005 wt.%C and 15℃.The preprocess model was used to predict an initial end-blow oxygen volume.However,the double hit rate of the carbon con tent and temperature only achieves 65%.Then,the oxygen volume and coolant additi ons were adjusted by the regulation units to improve the hit rate.Finally,the double hit rate after the regulation is reached up to 90%.The results indicate that the proposed dynamic control model is efficient to guide the real production for low carbon steel,and the modeling method is also suitable for the applications of other steel grades.
文摘Distributed key value storage systems are among the most important types of distributed storage systems currently deployed in data centers. Nowadays, enterprise data centers are facing growing pressure in reducing their power consumption. In this paper, we propose GreenCHT, a reliable power management scheme for consistent hashing based distributed key value storage systems. It consists of a multi-tier replication scheme, a reliable distributed log store, and a predictive power mode scheduler (PMS). Instead of randomly placing replicas of each object on a number of nodes in the consistent hash ring, we arrange the replicas of objects on nonoverlapping tiers of nodes in the ring. This allows the system to fall in various power modes by powering down subsets of servers while not violating data availability. The predictive PMS predicts workloads and adapts to load fluctuation. It cooperates with the multi-tier replication strategy to provide power proportionality for the system. To ensure that the reliability of the system is maintained when replicas are powered down, we distribute the writes to standby replicas to active servers, which ensures failure tolerance of the system. GreenCHT is implemented based on Sheepdog, a distributed key value storage system that uses consistent hashing as an underlying distributed hash table. By replaying 12 typical real workload traces collected from Microsoft, the evaluation results show that GreenCHT can provide significant power savings while maintaining a desired performance. We observe that GreenCHT can reduce power consumption by up to 35%-61%.
基金financially supported by the National Basic Research Program of China(No.2011CBA00600)the National Natural Science Foundation of China(No.61275025)
文摘Various aluminum-doped zinc oxide (AZO) films were prepared on Si substrate by atomic layer de- position (ALD) at 100 ℃. The effect of the composition of AZO films on their electrical, optical characteristics, structural property and surface topography was investi- gated. The appearance of electrical resistivity shows their semiconducing properties. In most of the visible light band, all the AZO films present transparency of more than 80 %. A1 doping suppresses the AZO film crystallization. When the A1 doping concentration increases up to 3.95 at%, the AZO film has some small multicrystal grains with random orientation. A1 doping improves the roughness of i-ZnO film. The root mean square (RMS) roughness of samples prepared by ALD is much smaller than that pre- pared by radio-frequency magnetron sputtering reported.
基金financially supported by the National Basic Research Program of China (No.2011CBA00600)the National Natural Science Foundation of China (No.61275025)
文摘Rare earth element gadolinium-doped aluminum–zinc oxide(Gd–AZO) semiconductor thin film material was deposited on both silicon and glass substrate by radio frequency(RF) sputtering at room temperature.Electrical properties and microstructure of Gd–AZO thin film were mainly modulated by altering O2 partial pressure(OPP) during the RF sputtering process.Scanning electron microscope(SEM) and X-ray diffraction(XRD) test were carried out to uncover the microstructure variation trend with the sputtering OPP,and amorphous structure which is beneficial to large mass industry manufacture was also demonstrated by the XRD pattern.Transmittance in visible light spectrum implies the potential application for Gd–AZO to be used in transparent material field.Finally,bottom gate,top contact device structure thin film transistors(TFTs) with Gd–AZO thin film as the active channel layer were fabricated to verify the semiconductor availability of Gd–AZO thin film material.Besides,the Gd–AZO TFTs exhibit preferable transfer and output characteristics.