期刊文献+
共找到668篇文章
< 1 2 34 >
每页显示 20 50 100
Large-scale circulation features associated with the heat wave over Northeast China in summer 2018 被引量:9
1
作者 TAO Panhong ZHANG Yaocun 《Atmospheric and Oceanic Science Letters》 CSCD 2019年第4期254-260,共7页
In late July and early August 2018,Northeast China suffered from extremely high temperatures,with the maxium temperature anomaly exceeding 6°C.In this study,the large-scale circulation features associated with th... In late July and early August 2018,Northeast China suffered from extremely high temperatures,with the maxium temperature anomaly exceeding 6°C.In this study,the large-scale circulation features associated with this heat wave over Northeast China are analyzed using station temperature data and NCEP–NCAR reanalysis data.The results indicate that strong anomalous positive geopotential height centers existed from the lower to upper levels over Northeast China,and the related downward motions were directly responsible for the extreme high-temperature anomalies.The northwestward shift of the western Pacific subtropical high(WPSH)and the northeastward shift of the South Asian high concurrently reinforced the geopotential height anomalies and descending flow over Northeast China.In addition,an anomalous Pacific–Japan pattern in the lower troposphere led to the northwestward shift of the WPSH,jointly favoring the anomalous geopotential height over Northeast China.Two wave trains emanating from the Atlantic region propagated eastwards along high latitudes and midlatitudes,respectively,and converged over Northeast China,leading to the enhancement of the geopotential height anomalies. 展开更多
关键词 large-scale circulation anomalies heat wave in2018 summer Northeast China wave activity flux
下载PDF
Energy efficiency performance of multi-energy district heating and hot water supply system 被引量:2
2
作者 金楠 赵靖 朱能 《Journal of Central South University》 SCIE EI CAS 2012年第5期1377-1382,共6页
A district heating and hot water supply system is presented which synthetically utilizes geothermal energy,solar thermal energy and natural gas thermal energy.The multi-energy utilization system has been set at the ne... A district heating and hot water supply system is presented which synthetically utilizes geothermal energy,solar thermal energy and natural gas thermal energy.The multi-energy utilization system has been set at the new campus of Tianjin Polytechnic University(TPU),A couple of deep geothermal wells which are 2 300 m in depth were dug,Deep geothermal energy cascade utilization is achieved by two stages of plate heat exchangers(PHE) and two stages of water source heat pumps(WSHP).Shallow geothermal energy is used in assistant heating by two ground coupled heat pumps(GCHPs) with 580 vertical ground wells which are 120 m in depth.Solar thermal energy collected by vacuum tube arrays(VTAs) and geothermal energy are complementarily utilized to make domestic hot water.Superfluous solar energy can be stored in shallow soil for the GCHP utilization.The system can use fossil fuel thermal energy by two natural gas boilers(NGB) to assist in heating and making hot water.The heating energy efficiency was measured in the winter of 2010-2011.The coefficients of performance(COP) under different heating conditions are discussed.The performance of hot water production is tested in a local typical winter day and the solar thermal energy utilization factor is presented.The rusults show that the average system COP is 5.75 or 4.96 under different working conditions,and the typical solar energy utilization factor is 0.324. 展开更多
关键词 geothermal energy solar thermal energy district heating hot water supply
下载PDF
Value analysis of district heating system with gas-fired peak load boiler in secondary network
3
作者 郑雪晶 穆振英 《Journal of Central South University》 SCIE EI CAS 2009年第S1期178-182,共5页
In district heating(DH) system with gas-fired peak load regulating boiler in the secondary network,by prolonging run time of base load plants under rated condition,the mean energy efficiency could be increased. The fu... In district heating(DH) system with gas-fired peak load regulating boiler in the secondary network,by prolonging run time of base load plants under rated condition,the mean energy efficiency could be increased. The fuels of the system,including coal and gas,would cause different environmental impacts. Meanwhile,the reliability of the heating networks would be changed because the peak load regulating boiler could work as a standby heat source. A model for assessment of heating system was established by value analysis to optimize this kind of system. Energy consumption,greenhouse gas emission,pollution emission and system reliability were selected as functional assessment indexes in the model. Weights of each function were determined by analytical hierarchy process (AHP) and experts consultation. Life cycle cost was used as the cost in the model. A real case as an example was discussed to obtain the optimal base load ratio. The result shows that the optimal base load ratio of the case is 0.77. 展开更多
关键词 district heating VALUE analysis base LOAD RATIO SECONDARY network
下载PDF
The Preliminary Research of Sea Water District Heating and Cooling for Tallinn Coastal Area
4
作者 Allan Hani Teet-Andrus Koiv 《Smart Grid and Renewable Energy》 2012年第3期246-252,共7页
This paper describes possibilities to utilize sea water for district heating and cooling purposes in Tallinn costal area. The sea water temperature profiles and suitability of heating and cooling generation are studie... This paper describes possibilities to utilize sea water for district heating and cooling purposes in Tallinn costal area. The sea water temperature profiles and suitability of heating and cooling generation are studied for continental climatic conditions. The district network study bases on 21 buildings located near to the Gulf of Finland. Industrial reversible heat pump technology is selected to cover heating and cooling loads for the new buildings. Combination of existing district heating and heat pump technology is considered for existing buildings. The results show possibilities, threats and need for further research of the sea water based heat pump district network implementation. 展开更多
关键词 district heating COOLING SEA Water heat PUMP RENEWABLE Energy Office Building
下载PDF
A Neuro-Fuzzy Based Adaptive Set-Point Heat Exchanger Control Scheme in District Heating System
5
作者 Liang Huang Zaiyi Liao Zhao Lian 《Journal of Civil Engineering and Architecture》 2012年第11期1584-1588,共5页
The control of heat exchange stations in district heating system is critical for the overall energy efficiency and can be very difficult due to high level of complexity. A conventional method is to control the equipme... The control of heat exchange stations in district heating system is critical for the overall energy efficiency and can be very difficult due to high level of complexity. A conventional method is to control the equipment such that the temperature of hot water supply is maintained at a set-point that may be a fixed value or be compensated against the external temperature. This paper presents a novel scheme that can determine the optimal set-point of hot water supply that maximizes the energy efficiency whilst providing sufficient heating capacity to the load. This scheme is based on Adaptive Neuro-Fuzzy Inferential System. The aim of this study is to improve the overall performance of district heating systems. 展开更多
关键词 district heating system NEURO-FUZZY inferential sensor energy efficiency CONTROL
下载PDF
Polish District Heating Systems--Development Perspectives
6
作者 Krzysztof Wojdyga 《Journal of Civil Engineering and Architecture》 2016年第3期268-279,共12页
The most economical and rational means of heat supply for city inhabitants are district heating systems. Heat generated in power plants and large heat sources is cheaper than heat from individual sources. The reason f... The most economical and rational means of heat supply for city inhabitants are district heating systems. Heat generated in power plants and large heat sources is cheaper than heat from individual sources. The reason for that is the amount of the generated heat and the used fuel (coal for most heat sources). District heating, a very important energy sub-sector for the Polish economy, provides heat supply to centralised heating systems, which, on average, satisfy 72% of the demand for heat in Polish cities. Therefore, several million Polish citizens use heat from district heating systems that produce heat in professional, industrial and municipal power plants. In Europe, over 100 million citizens use district heating systems. The present situation of the Polish district heating sector is a result of Poland's transformation that took place at the beginning of the 1990s. The reform put the obligation of heat supply on the local authorities, on the municipality, instead of the state. Along with the transformation, district heating also made huge technological and technical progress. Increasing expectations of recipients posed new challenges for the branch, however. 展开更多
关键词 district heating energy efficiency COGENERATION energy planning
下载PDF
Wireless Sensor Networks for Optimisation of District Heating
7
作者 Anatolijs Zabasta Viesturs Selmanovs-Pless +1 位作者 Nadezda Kunicina Leonids Ribickis 《Journal of Energy and Power Engineering》 2013年第7期1362-1369,共8页
The upgrading of the DH (district heating) system through installing WSN (wireless sensor networks)--a technology by which to monitor and control quality operation of the DH system will lead to more effective use ... The upgrading of the DH (district heating) system through installing WSN (wireless sensor networks)--a technology by which to monitor and control quality operation of the DH system will lead to more effective use of thermal energy, enabling also the provision of quality customer services, as the data concerning the status of the existing networks is available in a timely manner, and in the stated amounts. Over the last decades, the use of WSN systems in enabling quality monitoring of heat production and supply process has been widely discussed among various researchers and industry experts, but has been little deployed in practice. These researchers and industry experts have analysed the advantages and constraints related to the use of the WSN in district heating. A pilot project conducted by Riga Heat (the main heating supplier in Riga, Latvia) has allowed to gain a real life experience as to the use of the WSN system in district in-house heating substations, and is deemed to be a major step towards future development of WSN technologies. 展开更多
关键词 district heating GPRS heating substation wireless sensor networks XML.
下载PDF
Solid Particle Emission Abatement from Biomass-Fired Boilers at District Heating Plants
8
作者 Egils Dzelzitis Aldis Jegeris +1 位作者 Agnese Lickrastina Normunds Talcis 《Journal of Energy and Power Engineering》 2016年第3期173-182,共10页
The district heating company "Rigas siltums" operates biomass fuelled boiler in Riga city. Three systems consisting ofbiomass boilers having a comparatively similar heat capacity and particle abatement units like mu... The district heating company "Rigas siltums" operates biomass fuelled boiler in Riga city. Three systems consisting ofbiomass boilers having a comparatively similar heat capacity and particle abatement units like multicyclons, electrostatic precipitators and flue gas condensers are compared. The main goal of the study is to evaluate the boiler plant as a system where solid particles are both emitted and caught. The results show that, the particulate matter can be efficiently trapped from flue gases by the particle abatement technologies, and the electrostatic precipitator with sufficiently large collection surfaces is able to provide appropriate flue gas treatment of the particulate matter in the biomass boilers also without pre-cleaning of the flue gas in multieyelons. 展开更多
关键词 BIOMASS district heating plant particulate formation particulate abatement.
下载PDF
Topology reduction through machine learning to accelerate dynamic simulation of district heating
9
作者 Dubon Rodrigue Mohamed Tahar Mabrouk +2 位作者 Bastien Pasdeloup Patrick Meyer Bruno Lacarrière 《Energy and AI》 EI 2024年第3期247-260,共14页
District heating networks (DHNs) provide an efficient heat distribution solution in urban areas, accomplished through interconnected and insulated pipes linking local heat sources to local consumers. This efficiency i... District heating networks (DHNs) provide an efficient heat distribution solution in urban areas, accomplished through interconnected and insulated pipes linking local heat sources to local consumers. This efficiency is further enhanced by the capacity of these networks to integrate renewable heat sources and thermal storage systems. However, integration of these systems adds complexity to the physical dynamics of the network, necessitating complex dynamic simulation models. These dynamic physical simulations are computationally expensive, limiting their adoption, particularly in large-scale networks. To address this challenge, we propose a methodology utilizing Artificial Neural Networks (ANNs) to reduce the computational time associated with the DHNs dynamic simulations. Our approach consists in replacing predefined clusters of substations within the DHNs with trained surrogate ANNs models, effectively transforming these clusters into single nodes. This creates a hybrid simulation framework combining the predictions of the ANNs models with the accurate physical simulations of remaining substation nodes and pipes. We evaluate different architectures of Artificial Neural Network on diverse clusters from four synthetic DHNs with realistic heating demands. Results demonstrate that ANNs effectively learn cluster dynamics irrespective of topology or heating demand levels. Through our experiments, we achieved a 27% reduction in simulation time by replacing 39% of consumer nodes while maintaining acceptable accuracy in preserving the generated heat powers by sources. 展开更多
关键词 district heating network Topology reduction Artificial neural networks Hybrid modeling Graph based formulation
原文传递
Differences in Variations of Long-Lived and Short-Lived Summer Heat Waves during 1981-2020 over Eastern China and Their Corresponding Large-Scale Circulation Anomalies
10
作者 Liqun JI Haishan CHEN 《Journal of Meteorological Research》 SCIE CSCD 2024年第3期414-436,共23页
Using daily maximum temperature(Tmax)data from 516 observation stations in eastern China from 1981 to 2020,this study employed a relative threshold method to define short-and long-lived heat waves(HWs)by considering r... Using daily maximum temperature(Tmax)data from 516 observation stations in eastern China from 1981 to 2020,this study employed a relative threshold method to define short-and long-lived heat waves(HWs)by considering regional climate differences to investigate the spatial characteristics and evolution of large-scale circulation during summer HWs.The results demonstrated spatial disparities in the frequency distribution of HWs of different durations and differences in the magnitude of duration and intensity between short-and long-lived HWs.Empirical orthogonal function analysis revealed three dominant spatial modes for both short-and long-lived HWs.The first mode showed that short-lived HWs occur prominently in both northern and southern regions,whereas long-lived HWs mainly occur in the northern region.The second mode was characterized by a meridional dipole pattern in both cases.The third mode exhibited a quadrupole pattern for short-lived HWs and a tripole pattern for long-lived HWs.Differences in the center locations of anomalies in the 500-hPa geopotential height and 850-hPa wind fields significantly influenced the temperature and precipitation anomaly distribution of typical HWs by affecting the warm column in the lower troposphere,cloud distribution,and moisture transport.Moreover,the atmospheric circulation evolution processes of typical HWs associated with the different modes of long-and short-lived HWs were linked to distinct teleconnection patterns.During the three modes of long-lived(short-lived)HWs,there was stronger(weaker)wave flux activity with multiple(single)propagation paths.Stronger westward Atlantic wave train activity at 300 hPa triggered the synergistic action of meridional and zonal wave fluxes,favoring the strengthening and maintenance of positive anomalies in geopotential height of 500 hPa.This may have contributed to the formation of long-lived HWs.These findings provide valuable insights to enhance our understanding and prediction of summer HWs. 展开更多
关键词 short-lived heat waves(HWs) long-lived HWs empirical orthogonal function(EOF)modes large-scale atmospheric circulation
原文传递
Responses of Vertical Structures in Convective and Stratiform Regions to Large-Scale Forcing during the Landfall of Severe Tropical Storm Bilis (2006) 被引量:5
11
作者 王东海 Xiaofan LI Wei-Kuo TAO 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2010年第1期33-46,共14页
The responses of vertical structures, in convective and stratiform regions, to the large-scale forcing during the landfall of tropical storm Bilis (2006) are investigated using the data from a two-dimensional cloud-... The responses of vertical structures, in convective and stratiform regions, to the large-scale forcing during the landfall of tropical storm Bilis (2006) are investigated using the data from a two-dimensional cloud-resolving model simulation. An imposed large-scale forcing with upward motion in the mid and upper troposphere and downward motion in the lower troposphere on 15 July suppresses convective clouds, which leads to -100% coverage of raining stratiform clouds over the entire model domain. The imposed forcing extends upward motion to the lower troposphere during 16-17 July, which leads to an enhancement of convective clouds and suppression of raining stratiform clouds. The switch of large-scale lower-tropospheric vertical velocity from weak downward motion on 15 July to moderate upward motion during 16-17 July produces a much broader distribution of the vertical velocity, water vapor and hydrometeor fluxes, perturbation specific humidity, and total hydrometeor mixing ratio during 16-17 July than those on 15 July in the analysis of contoured frequency-altitude diagrams. Further analysis of the water vapor budget reveals that local atmospheric moistening is mainly caused by the enhancement of evaporation of rain associated with downward motion on 15 July, whereas local atmospheric drying is mainly determined by the advective drying associated with downward motion over raining stratiform regions and by the net condensation associated with upward motion over convective regions during 16-17 July. 展开更多
关键词 cloud-resolving simulation large-scale vertical velocity water vapor and hydrometeor mass fluxes heat budgets
下载PDF
Test and Analysis of Indoor Thermal Environment of Urban Heating Residential Building in Hanzhong Area 被引量:2
12
作者 LI Xueping 《Journal of Landscape Research》 2017年第1期101-104,112,共5页
By testing indoor and outdoor thermal environment of residential buildings that apply 4 mostused heating ways in Hantai District,Hanzhong City,this paper explored the indoor thermal environment conditions of different... By testing indoor and outdoor thermal environment of residential buildings that apply 4 mostused heating ways in Hantai District,Hanzhong City,this paper explored the indoor thermal environment conditions of different heating ways,to provide references for choosing a suitable heating way in the local area. 展开更多
关键词 Hanzhong area Urban district heating residential building Thermal environment
下载PDF
Circulation-Enhanced Tank Heating Using Shallow Profile Coil Bundles 被引量:1
13
作者 Gojko Magazinović 《Journal of Marine Science and Application》 CSCD 2020年第2期234-245,共12页
Heavy fuel oils require heated tanks to facilitate their transportation and processing.This paper proposes and investigates threeand four-level heating coil bundles.Numerical study revealed that powerful large-scale c... Heavy fuel oils require heated tanks to facilitate their transportation and processing.This paper proposes and investigates threeand four-level heating coil bundles.Numerical study revealed that powerful large-scale circulation of the heated fluid enhances heat transfer,delivering 16.7%and 23%improvements to the average heat transfer coefficient for the three-and four-level bundles,respectively.Furthermore,this circulation improves oil mixing and limits the variation in bulk oil temperature to-0.3 to+1.3°C from the average.The study also quantified oil flow velocity near the bottom of the tank.The time-averaged horizontal components of velocity,estimated 25 mm and 50 mm above the bottom of the tank,exceed 2 mm/s and 4 mm/s,respectively.The proposed heating coil bundles feature a compact design that reduces the material and labor costs of construction and that,by occupying only a small portion of the bottom of the tank,improves accessibility,maintenance,and cleaning. 展开更多
关键词 heating coil Tank heating BUNDLE CONVECTION large-scale circulation
下载PDF
Baoshan Iron & Steel Company——Large-Scale, Modern Iron & Steel Complex in China
14
《China's Foreign Trade》 1994年第11期103-103,共1页
The Shanghai Baoshan Iron and Steel (Group) Co., located in the Baoshan District in northeast Shanghai, borders on the Yangtze River in the north and the Wusong Estuary in the east, and covers an area of 16 square kil... The Shanghai Baoshan Iron and Steel (Group) Co., located in the Baoshan District in northeast Shanghai, borders on the Yangtze River in the north and the Wusong Estuary in the east, and covers an area of 16 square kilometres. It is the largest construction project with imported technology and equipment in China and its 展开更多
关键词 IMPORTED district Yangtze Baoshan IRON large-scale MODERN IRON STEEL Company NORTHEAST gases Petroleum
下载PDF
基于ANFIS的太阳能-空气源热泵供暖系统温度控制研究
15
作者 谭心 吴林锋 +3 位作者 虞启辉 刘泽江 王亚辉 孙国鑫 《太阳能学报》 EI CAS CSCD 北大核心 2024年第2期16-22,共7页
针对太阳能-空气源热泵供暖系统运行环境复杂多变,模糊控制器的设计高度依赖人工经验的问题,提出一种基于自适应神经模糊推理系统(ANFIS)改进的模糊控制方法。该方法利用ANFIS在复杂系统建模中的优势,结合供暖系统温度响应特性和实际运... 针对太阳能-空气源热泵供暖系统运行环境复杂多变,模糊控制器的设计高度依赖人工经验的问题,提出一种基于自适应神经模糊推理系统(ANFIS)改进的模糊控制方法。该方法利用ANFIS在复杂系统建模中的优势,结合供暖系统温度响应特性和实际运行数据,建立联合供暖系统变工况ANFIS模型,生成与系统性能适配的模糊规则库并传递给模糊控制器执行。Matlab/Simulink仿真对比试验表明,与单一的模糊控制相比,该方法的控制精度提高了17.65%,调节时间缩短了36.4%,具有更高的控制精度和响应速度。 展开更多
关键词 太阳能 空气源热泵 联合供暖 模糊控制 温度控制 ANFIS
下载PDF
利用数据中心余热供热的系统设计与分析 被引量:1
16
作者 井洋 谢晓云 江亿 《暖通空调》 2024年第7期152-158,共7页
数据中心余热供热是提高数据中心能源利用效率和实现冬季清洁供暖的重要途径。本文提出了一种适用于数据中心的长距离供热系统,在热源和热汇处设置多级热泵以增大供热管网供回水温差,并使用储热装置保障数据中心和供热系统的安全性,提... 数据中心余热供热是提高数据中心能源利用效率和实现冬季清洁供暖的重要途径。本文提出了一种适用于数据中心的长距离供热系统,在热源和热汇处设置多级热泵以增大供热管网供回水温差,并使用储热装置保障数据中心和供热系统的安全性,提高数据中心余热利用率。以张家口某数据中心为例进行了分析,该系统初投资为50.21元/m^(2),运行费用为26.37元/GJ,投资回收期约为5.31 a,具有较好的经济性和节能减排效果。 展开更多
关键词 数据中心 集中供热 余热利用 储热 多级热泵
下载PDF
地热驱动的双温热力站系统及其变工况性能
17
作者 李天成 石文星 王宝龙 《西安工程大学学报》 CAS 2024年第5期9-18,共10页
高温地热能是宝贵的可再生能源供热资源,降低地热水回水温度是发挥地热供热潜力、扩大供热面积的重要途径。鉴于既有建筑普遍采用散热器等高温供热末端,而新建建筑多采用地暖等低温供热末端,二者的需求供水温度不同,对此提出了单吸收式... 高温地热能是宝贵的可再生能源供热资源,降低地热水回水温度是发挥地热供热潜力、扩大供热面积的重要途径。鉴于既有建筑普遍采用散热器等高温供热末端,而新建建筑多采用地暖等低温供热末端,二者的需求供水温度不同,对此提出了单吸收式热泵+双换热器的地热能驱动双温热力站系统,以制取高、低温末端用双温热水,并尽可能降低地热水回灌温度。模拟分析表明:在地热出水为100℃,二次网高、低温末端供热量相同且供水温度分别为50℃和35℃条件下设计的双温热力站,可将地热水回水温度降至20.1℃,相比于采用2个换热器串联的热力站,其地热水的回水温度可降低14.9℃、流量可降低18.6%,系统的COP提升11%,具有显著的节能优势。变工况分析表明:低温供热末端的应用有利于进一步降低地热水回灌水温,增加向末端用户的供热量,并提高双温热力站系统的COP。 展开更多
关键词 地热能 双温热力站 吸收式热泵 变工况 集中供热
下载PDF
小样本情形集中供热系统元件失效率估计方法研究
18
作者 刘吉哲 姜巍 +2 位作者 王芃 毛丁 王威 《暖通空调》 2024年第9期131-135,168,共6页
对国内3个典型城市集中供热系统失效事件进行了调查统计,并对元件失效率进行了估计。针对直接估计模型存在的限制,引入了Bayes(贝叶斯)理论,融合历史信息,提出了一般Bayes模型和分层Bayes模型。比较了3种模型的精度,管道、阀门和补偿器... 对国内3个典型城市集中供热系统失效事件进行了调查统计,并对元件失效率进行了估计。针对直接估计模型存在的限制,引入了Bayes(贝叶斯)理论,融合历史信息,提出了一般Bayes模型和分层Bayes模型。比较了3种模型的精度,管道、阀门和补偿器3类元件的分层Bayes模型精度分别为0.31、0.32、0.29,在3种模型中精度最高;最终通过改变样本量,得出3种模型精度随样本量增加均呈现上升趋势,且相互差距逐渐缩小,验证了Bayes模型在小样本情形的适用性。 展开更多
关键词 集中供热 供热可靠性 失效事件 失效率 小样本 Bayes模型
下载PDF
西藏高原零碳太阳能区域供暖新模式与实践
19
作者 刘加平 王登甲 +2 位作者 焦青太 刘艳峰 曲磊 《西安工程大学学报》 CAS 2024年第5期1-8,共8页
西藏高原冬季寒冷漫长,煤炭、天然气等常规能源储量近乎为零,建筑供暖挑战极大。然而,当地太阳能资源极其丰富,具备利用太阳能实现建筑零碳供暖的先决条件。针对西藏高原“绿洲型”县城和乡镇,对“规模化太阳能集热+大型水体蓄热+建筑... 西藏高原冬季寒冷漫长,煤炭、天然气等常规能源储量近乎为零,建筑供暖挑战极大。然而,当地太阳能资源极其丰富,具备利用太阳能实现建筑零碳供暖的先决条件。针对西藏高原“绿洲型”县城和乡镇,对“规模化太阳能集热+大型水体蓄热+建筑围护结构差异化保温+南北分环独立供暖”全链条零碳太阳能区域供暖模式进行了探索,阐述了规模化太阳能集热技术与产品、大型蓄热水体容量配置与高效蓄取热技术、建筑围护结构“差异化保温”设计方法、南北分环双独立供暖新系统等成套关键支撑技术与方法,并介绍了供暖新模式在西藏高原的工程实践经验与成效。 展开更多
关键词 西藏高原 太阳能 区域供暖 零碳 模式体系
下载PDF
基于数据增广的区域供热系统热力站负荷预测模型准确率提升方法研究
20
作者 白云 林小杰 +2 位作者 钟崴 罗政 章宁 《暖通空调》 2024年第9期143-152,158,共11页
开展了热力站数据生成模型研究,基于生成对抗网络和去噪扩散概率模型建立了数据生成模型,通过学习气象、室温、热力站运行数据的联合分布,对原始训练数据进行增广,为预测模型训练提供充足的数据支撑,从而提高预测模型的准确率。在北京... 开展了热力站数据生成模型研究,基于生成对抗网络和去噪扩散概率模型建立了数据生成模型,通过学习气象、室温、热力站运行数据的联合分布,对原始训练数据进行增广,为预测模型训练提供充足的数据支撑,从而提高预测模型的准确率。在北京市某热力站进行了验证和实际测试,结果表明:该方法可以将热力站一次侧电动调节阀开度和二次网供水温度的预测误差分别降低约7%和11%;同时,应用准确率提升后的负荷预测值进行供热量调节得到的预计室温与室温目标值之间的偏差可进一步降低5.44%。基于生成对抗网络的生成模型能够扩展预测模型的预测范围,基于去噪扩散概率模型的生成模型能够在原预测范围内提高预测模型的准确率。本文研究可为进一步提高区域供热系统热力站负荷预测能力与按需精准调控水平提供支撑。 展开更多
关键词 区域供热 热力站 负荷预测 数据增广 生成对抗网络 去噪扩散概率模型 生成模型
下载PDF
上一页 1 2 34 下一页 到第
使用帮助 返回顶部