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Irrigation Water Demand Model as a Comparative Tool for Assessing Effects of Land Use Changes for Agricultural Crops in Fraser Valley, Canada 被引量:2
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作者 Skylar Kylstra Autumn D. Watkinson +1 位作者 Lewis Fausak Leslie M. Lavkulich 《Agricultural Sciences》 2021年第8期888-906,共19页
Available water for human needs and agriculture is a growing global concern. Agriculture uses approximately 70% of global freshwater, mainly for irrigation. The Lower Fraser Valley (LFV), British Columbia, is one of t... Available water for human needs and agriculture is a growing global concern. Agriculture uses approximately 70% of global freshwater, mainly for irrigation. The Lower Fraser Valley (LFV), British Columbia, is one of the most productive agricultural regions in Canada, supporting livestock production and a wide variety of crops. Water scarcity is a growing concern that threatens the long-term productivity, sustainability, and economic viability of the LFV’s agriculture. We used the BC Agriculture Water Demand Model as a tool to determine how crop choice, irrigation system, and land-use changes can affect predicted water requirements under these different conditions, which can aid stakeholders to formulate better management decisions. We conducted a comparative assessment of the irrigation water demand of seven major commercial crops, by distinct soil management groups, at nineteen representative sites, that use both sprinkler vs drip irrigation. Drip irrigation was consistently more water-efficient than sprinkler irrigation for all crops. Of the major commercial crops assessed, raspberries were the most efficient in irrigation water demand, while forage and pasture had the highest calculated irrigation water demand. Significant reductions in total irrigation water demand (up to 57%) can be made by switching irrigation systems and/or crops. This assessment can aid LFV growers in their land-use choices and could contribute to the selection of water management decisions and agricultural policies. 展开更多
关键词 Drip Irrigation Sprinkler Irrigation water Management water Resources Agricultural water demand Model
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Synthetic Reconstruction of Water Demand Time Series for Real Time Demand Forecasting 被引量:3
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作者 Bruno M.Brentan Lubienska C.L.J.Ribeiro +2 位作者 Edevar Luvizotto Jr. Danilo C.Mendonca Jose M.Guidi 《Journal of Water Resource and Protection》 2014年第15期1437-1443,共7页
The forecasting of the demand applied to water supply systems has been an important tool to realize time control. The use of the time series to do the forecasting of the demand is the main way that has been used by re... The forecasting of the demand applied to water supply systems has been an important tool to realize time control. The use of the time series to do the forecasting of the demand is the main way that has been used by researchers. By this way, the need of a complete time demand series increases. This work presents two ways to reconstruct the water demand time series synthetically, using the Average Reconstruction Method and Fourier Method. Both the methods were considered interesting to do the synthetic reconstruction and able to complete the time series, but the Fourier Method showed better results and a better fitness to approximation of the water consumption pattern. 展开更多
关键词 water demand Forecasting Synthetic Reconstruction water Supply Systems
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A Hybrid Neural Network-based Approach for Forecasting Water Demand
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作者 Al-Batool Al-Ghamdi Souad Kamel Mashael Khayyat 《Computers, Materials & Continua》 SCIE EI 2022年第10期1365-1383,共19页
Water is a vital resource.It supports a multitude of industries,civilizations,and agriculture.However,climatic conditions impact water availability,particularly in desert areas where the temperature is high,and rain i... Water is a vital resource.It supports a multitude of industries,civilizations,and agriculture.However,climatic conditions impact water availability,particularly in desert areas where the temperature is high,and rain is scarce.Therefore,it is crucial to forecast water demand to provide it to sectors either on regular or emergency days.The study aims to develop an accurate model to forecast daily water demand under the impact of climatic conditions.This forecasting is known as a multivariate time series because it uses both the historical data of water demand and climatic conditions to forecast the future.Focusing on the collected data of Jeddah city,Saudi Arabia in the period between 2004 and 2018,we develop a hybrid approach that uses Artificial Neural Networks(ANN)for forecasting and Particle Swarm Optimization algorithm(PSO)for tuning ANNs’hyperparameters.Based on the Root Mean Square Error(RMSE)metric,results show that the(PSO-ANN)is an accurate model for multivariate time series forecasting.Also,the first day is the most difficult day for prediction(highest error rate),while the second day is the easiest to predict(lowest error rate).Finally,correlation analysis shows that the dew point is the most climatic factor affecting water demand. 展开更多
关键词 water demand forecasting artificial neural network multivariate time series climatic conditions particle swarm optimization hybrid algorithm
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Preliminary Study on Water Demand Law of 1-0 Rooted Cuttings of Populus szechuanica
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作者 Dabuqiong Haoyu WANG +2 位作者 Huanhuan XIE Zhen XING Yanhui YE 《Meteorological and Environmental Research》 CAS 2021年第4期39-42,共4页
In order to provide theoretical basis and technical support for the afforestation and artificial water supply of P.szechuanica in arid areas,the characteristics of water consumption of P.szechuanica were explored,and ... In order to provide theoretical basis and technical support for the afforestation and artificial water supply of P.szechuanica in arid areas,the characteristics of water consumption of P.szechuanica were explored,and the law of water demand of P.szechuanica was grasped.In this paper,potted seedlings of 1-0 rooted cuttings of P.szechuanica were taken as research objects,and change situation of water consumption under different water control gradients was measured regularly by using weighing method,further analyzing dynamic change of water consumption of P.szechuanica and revealing water demand law of 1-0 rooted cuttings of P.szechuanica.The results showed that total change of water consumption of 1-0 rooted cuttings of P.szechuanica had"slow-fast-slow-fast"double-peak trend in the growth period of the current year,and corresponded with univariate linear relation(R^(2)=0.7137),with significant difference.In whole growth period,water consumption in August was the highest,which was 2.7 times of that in June and July and 1.5 times of that after September.In different water control treatments,the dynamic changes of daily and monthly water consumption were significantly different.In seven water control treatments,monthly water consumption was between(6315.95±1690.70)and(10105.28±3065.30)g/month,and mean was(8211.07±2308.23)g/month.With intensification of water control treatment,water consumption increased,but there was no seedling death due to water shortage.P.szechuanica has great plasticity in water demand,and can survive in both arid and humid environments.Meanwhile,it is revealed that P.szechuanica is the most widely distributed tree species in the region. 展开更多
关键词 Populus szechuanica 1-0 rooted cuttings water consumption water demand law
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Surface Water Potential Assessment and Water Demand Evaluation (A Case of Dabus Watershed, Blue Nile Basin)
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作者 Bilal Kemal Dereje Adeba 《Computational Water, Energy, and Environmental Engineering》 2021年第4期155-168,共14页
Dabus sub-basin is one of the main tributaries of Blue Nile with a considerable surface water potential which can be used for hydro power, irrigation, and water supply. Lack of studies regarding surface water potentia... Dabus sub-basin is one of the main tributaries of Blue Nile with a considerable surface water potential which can be used for hydro power, irrigation, and water supply. Lack of studies regarding surface water potential and demands at the sub-basin level is the reason why this potential was underutilized. The objective of this study is to assess the surface water potential and evaluate the current and future demand by using Water Evaluation and Planning (WEAP) model at Dabus sub-basin. The model was constructed on four different scenarios starting from the current account (2020) wherein all the data is filled into the model to estimate the surface water potential and demands for different sectors. The scenarios include Scenario 1: reference scenario;Scenario 2: Change in population growth rate;Scenario 3: Irrigation water demand projection;and Scenario 4: Increased domestic water demand. The scenario has helped in analyzing “what if” questions. For all the scenarios the overall demand, coverage and unmet demand w<span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">ere</span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"> analyzed based on three-time horizon as (2020-2030, 2030-2040, and 2040-2050). The model estimated the average annual flow as 6.536 Billion Cubic Meter (BCM) which is generated from annual precipitation of 14.987 BCM. The model showed 100</span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">%</span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;"> demand coverage for all the scenarios except the irrigation demand projection scenario which have unmet demand on some of the months of the year.</span></span></span> 展开更多
关键词 Dabus Sub-Basin Scenarios Surface water Potential water demand WEAP
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Ecological water demand of natural vegetation in the lower Tarim River 被引量:23
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作者 YE Zhaoxia CHEN Yaning LI Weihong 《Journal of Geographical Sciences》 SCIE CSCD 2010年第2期261-272,共12页
我们在西方的中国在 Tarim 河的更低的活动范围估价了在土壤潮湿,地下水深度,和植物种类差异之间的关系,由分析从 25 的领域数据监视越过八个学习地点和 25 永久植被调查的井阴谋。地下水深度,土壤潮湿和植物种类差异是密切相关的... 我们在西方的中国在 Tarim 河的更低的活动范围估价了在土壤潮湿,地下水深度,和植物种类差异之间的关系,由分析从 25 的领域数据监视越过八个学习地点和 25 永久植被调查的井阴谋。地下水深度,土壤潮湿和植物种类差异是密切相关的,这被注意。批评的井的水深度是在 Tarim 河的更低的活动范围的五米,这被证明了。我们每个月由用 Qunk 和 Averyanov 公式平均井的蒸发的二结果获得了不同地下水层次的吝啬的井的蒸发。与不同地下水深度基于不同植被类型和面积,在 2005 的自然植被的全部的生态的水需求(EWD ) 是 2. 展开更多
关键词 塔里木河下游 生态需水 天然植被 植物物种多样性 地下水埋深 水资源管理 潜水蒸发 无线设备
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Ecological and environmental water demand of the lakes in the Haihe-Luanhe Basin of North China 被引量:18
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作者 LiuJL YongZF 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2002年第2期234-238,共5页
The purpose of this paper is to present a brief concept of the ecological and environmental water demand of lake. The present situation and affecting factors of lake ecological system in the Haihe\|Luanhe Basin of Nor... The purpose of this paper is to present a brief concept of the ecological and environmental water demand of lake. The present situation and affecting factors of lake ecological system in the Haihe\|Luanhe Basin of North China was analyzed. The calculating method of the ecological and environmental water demand of the lake basis on the water body and the calculating method of the ecological and environmental water demand of the lake basis on the aquatic ecosystem, wetland and vegetation were compared and discussed. As the examples of Baiyangdian Lake and Beidagang Lake in Haihe\|Luanhe river basin, the ecological and environmental water demand of the two lakes was calculated to be 27×10\+8m\+3. It is 6.75 times to the water demand according to the calculating method of the ecological and environmental water demand of the lake basis on the water body. The research result indicated: (1) The calculating methods of the ecological and environmental water demand of the lake basis on the aquatic ecosystem should be better than only basis on the water body of lake. (2) The data, such as area of the vegetation kind around and in the lake, the vegetation coefficient, the evaporating amount of the vegetation and the vegetation water demand itself around and in the lake are lack and urgent need. Some suggestions for controlling and regulating the water resource of the lake in North China were proposed. 展开更多
关键词 生态环境 水需求 湖泊 海河-滦河流域
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Methodology to determine regional water demand for instream flow and its application in the Yellow River Basin 被引量:7
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作者 ZHANG Yuan YANG Zhi-feng Wang Xi-qin 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2006年第5期1031-1039,共9页
关键词 区域水需求 黄河 水资源 环境
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System Dynamics Approach to Urban Water Demand Forecasting—A Case Study of Tianjin 被引量:3
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作者 张宏伟 张雪花 张宝安 《Transactions of Tianjin University》 EI CAS 2009年第1期70-74,共5页
A system dynamics approach to urban water demand forecasting was developed based on the analysis of urban water resources system, which was characterized by multi-feedback and nonlinear interactions among sys-tem elem... A system dynamics approach to urban water demand forecasting was developed based on the analysis of urban water resources system, which was characterized by multi-feedback and nonlinear interactions among sys-tem elements. As an example, Tianjin water resources system dynamic model was set up to forecast water resources demand of the planning years. The practical verification showed that the relative error was lower than 10%. Fur-thermore, through the comparison and analysis of the simulation results under different development modes pre-sented in this paper, the forecasting results of the water resources demand of Tianjin was achieved based on sustain-able utilization strategy of water resources. 展开更多
关键词 系统动力学 模型 城市需水预测 神经网络 灰色系统
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Cotton's Water Demand and Water-Saving Benefits under Drip Irrigation with Plastic Film Mulch 被引量:2
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作者 Yingyu YAN Juyan LI 《Asian Agricultural Research》 2016年第4期32-36,41,共6页
The primary purpose of this research was to give suitable irrigation program according to the growth period and water requirement.A cotton field experiment with mulched drip irrigation was conducted at the National Fi... The primary purpose of this research was to give suitable irrigation program according to the growth period and water requirement.A cotton field experiment with mulched drip irrigation was conducted at the National Field Observation and Research Station for Oasis Farmland Ecosystem in Aksu of Xinjiang in 2008.Water balance method was adopted to study the water requirement and water consumption law of cotton under mulched drip irrigation in Tarim Irrigated Area.Statistical analysis of experimental data of irrigation indicates that the relationship between yield of cotton and irrigation presents a quadratic parabola.We fit the model of cotton water production on the basis of field experimental data of cotton.And the analysis on water saving benefit of cotton under mulched drip irrigation was done.Results indicate that water requirements for the irrigated cotton are 543 mm in Tarim Irrigated Area.The water requirements of seedling stage is 252 mm,budding stage is 186 mm,bolling stage is 316 mm and wadding stage is 139 mm.the irrigation amount determines the spatial distribution of soil moisture and water consumption during cotton life cycle.However,water consumption at different growth stages was inconsistent with irrigation.Quantitatively,the water consumed by cotton decreases upon the increase of irrigation amount.From the perspective of water saving,the maximal water use efficiency can reach 3 091 m3/ha.But the highest cotton yield needs 3464 m3/ha irrigation water.In summary,compared to the conventional drip irrigation,a number of benefits in water saving and yield increase were observed when using plastic mulch.At the same amount of irrigation,the cotton yield with plastic mulch was 30.2% higher than conventional approaches,and the efficiency of water utilization increased by30.2%.While at the same yield level,29.3% water was saved by using plastic mulch,and the efficiency increased by 41.5%. 展开更多
关键词 Cotton’s water demand Cotton’s water consumption water-SAVING BENEFITS DRIP irrigation with PLASTIC film MULCH
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Ecological water demand:the case of the slope systems in the East Liaohe River Basin 被引量:4
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作者 YANDenghua HEYan +1 位作者 DENGWei HOUYoushun 《Journal of Geographical Sciences》 SCIE CSCD 2003年第4期400-407,共8页
The ecological water demand (EWD) is the least water amount required to maintain the structure and the function of the special eco-system and the temporal scale of a study on the EWD must be a season's time. Based... The ecological water demand (EWD) is the least water amount required to maintain the structure and the function of the special eco-system and the temporal scale of a study on the EWD must be a season's time. Based on GIS and RS with the source information of hydrological data of 46 hydrological gauges covering 52 years and the digital images of Landsat TM in 1986, 1996 and 2000, the landscape patterns, precipitation and runoff in the East Liaohe River Basin were analyzed. With the result of the above analysis, the spatial and temporal changes of the ecological water demand in the slope systems (EWDSS) of the East Liaohe River Basin (ELRB) were derived. Landscapes in the ELRB are dispersed and strongly disturbed by human actions. The hydrological regime in ELRB has distinct spatial variations. The average annual EWDSS in the ELRB is 504.72 mm (324.08-618.89 mm), and the average EWDSS in the growth season (from May to September) is 88.29% of the year's total EWDSS .The ultimate guaranteeing ratio of the EWDSS in ELRB is 90%. The scarce EWDSS area in the whole year and in the growth season are 60.47% and 74.01% of the entire basin respectively. The trend of scarce EWDSS area is most serious according to the quantity and area of scarce EWDSS regions. 展开更多
关键词 GIS RS 地理信息系统 遥感技术 生态需水量 辽河盆地 倾斜系统 水量平衡 流域
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Water Demand Management in Jordan 被引量:1
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作者 Nadhir Al-Ansari N. Alibrahiem +1 位作者 M. Alsaman Sven Knutsson 《Engineering(科研)》 2014年第1期19-26,共8页
Jordan is located in the Middle East in the eastern Mediterranean. It has a surface area of approximately 90,000 km2 and its population reaches 6.3 million. Jordan is the fourth driest countries in the World and water... Jordan is located in the Middle East in the eastern Mediterranean. It has a surface area of approximately 90,000 km2 and its population reaches 6.3 million. Jordan is the fourth driest countries in the World and water demand exceeds Jordan’s available water resources. Annual per capita water availability has declined from 3600 m3/year in 1946 to 145 m3/year today. It is estimated that the population will continue to grow from about 5.87 million in 2008 to over 7.80 million by 2022. Total projected water demand will be 1673 million cubic meters by 2022. Fifteen-year complete records for water consumption were studied to see the supply and demand variation with time. It had been noticed that water demand management will address the actual needs for water. This management program will ensure further reduction in water use, reduce water loses through the distribution supply net, prevent pollution. In addition, it will help minimize water disposal in nature, make efficient use of available water resources, plan for future new water resources prudently and finally impose a real cost for water supply that would be acceptable. In addition to the above, public awareness program is to be put in action. Such a program should be used in schools as well as the media. The public is to be aware of the problem and how they can assist with overcoming the water shortage crisis. 展开更多
关键词 water MANAGEMENT water demand MANAGEMENT water SCARCITY JORDAN
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The 3D simulation and optimized management model of groundwater systems based on eco-environmental water demand
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作者 Zhang Guang-xin Deng Wei He Yan 《Journal of Geographical Sciences》 SCIE CSCD 2002年第2期103-112,共10页
Through the study of mutual process between groundwater systems and eco-environmental water demand, the eco-environmental water demand is brought into groundwater systems model as the important water consumption item ... Through the study of mutual process between groundwater systems and eco-environmental water demand, the eco-environmental water demand is brought into groundwater systems model as the important water consumption item and unification of groundwater抯 economic, environmental and ecological functions were taken into account. Based on eco-environmental water demand at Da抋n in Jilin province, a three-dimensional simulation and optimized management model of groundwater systems was established. All water balance components of groundwater systems in 1998 and 1999 were simulated with this model and the best optimal exploitation scheme of groundwater systems in 2000 was determined, so that groundwater resource was efficiently utilized and good economic, ecologic and social benefits were obtained. 展开更多
关键词 GROUNDwater systems ECO-ENVIRONMENTAL water demand three-dimensional simulation MODEL optimized MANAGEMENT MODEL ecologically fragile area
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Spatial Modelling of Current and Future Piped Domestic Water Demand in Athi River Town, Kenya
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作者 Winfred Mbinya Manetu Felix Mutua Benson Kipkemboi Kenduiywo 《Journal of Geographic Information System》 2019年第2期196-211,共16页
Water scarcity is currently still a global challenge despite the fact that water sustains life on earth. An understanding of domestic water demand is therefore vital for effective water management. In order to underst... Water scarcity is currently still a global challenge despite the fact that water sustains life on earth. An understanding of domestic water demand is therefore vital for effective water management. In order to understand and predict future water demand, appropriate mathematical models are needed. The present work used Geographic Information Systems (GIS) based regression models;Geographically weighted regression (GWR) and Ordinary Least Square (OLS) to model domestic water demand in Athi river town. We identified a total of 7 water determinant factors in our study area. From these factors, 4 most significant ones (household size, household income, meter connections and household rooms) were identified using OLS. Further, GWR technique was used to investigate any intrinsic relationship between the factors and water demand occurrence. GWR coefficients values computed were mapped to exhibit the relationship and strength of each explanatory variable to water demand. By comparing OLS and GWR models with both AIC value and R2 value, the results demonstrated GWR model as capable of projecting water demand compared to OLS model. The GWR model was therefore adopted to predict water demand in the year 2022. It revealed domestic water demand in 2017 was estimated at 721,899 m3 compared to 880,769 m3 in 2022, explaining an increase of about 22%. Generally, the results of this study can be used by water resource planners and managers to effectively manage existing water resources and as baseline information for planning a cost-effective and reliable water supply sources to the residents of a town. 展开更多
关键词 Geographically WEIGHTED Regression Ordinary Least SQUARE water demand
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A Study on Water Demand Load Estimation by Using Unit of Living Water - Focused on Micro Water Supply Area in Daegu City
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作者 Ji-Soo Lee Won-Hwa Hong 《Journal of Environmental Protection》 2013年第1期23-30,共8页
Water supply capability has been significantly reduced as water demand has been increased due to changes of the world's weather, causing the increase of drought frequency, and urbanization. In terms of water produ... Water supply capability has been significantly reduced as water demand has been increased due to changes of the world's weather, causing the increase of drought frequency, and urbanization. In terms of water production, water can be secured by construction a dam or procuring substitute water. However, the study approaches in terms of management of water supply area to control the existing water efficiently. Therefore, water demand was estimated by buildings, by which water load of micro water supply area was calculated. As a result, the deviation of water demand for 1,357 micro water supply areas could be calculated while the alternatives to dissolve the spatial demand unbalance were suggested by two types. From the study, firstly, we could anticipate the total water supply demand from the total sum by filtration plants but it was not possible to anticipate the characteristics of distribution within urban areas. For this, the study attempted to anticipate the demand of each 250 thousands of buildings, comprehending the demand of micro areas. Secondly, based on the built results, we suggest the directions to dissolve the water demand unbalance between and among regions, which could be the foundation to suggest the concrete methodology in the future. 展开更多
关键词 water Supply Area water demand Estimation Basic UNIT water for LIVING Smart water GRID
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Using “Water Evaluation and Planning” (WEAP) Model to Simulate Water Demand in Lobo Watershed (Central-Western Cote d’Ivoire)
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作者 Affoué Berthe Yao Oi Mangoua Jules Mangoua +2 位作者 Eblin Sampah Georges Alioune Kane Bi Tié Albert Goula 《Journal of Water Resource and Protection》 2021年第3期216-235,共20页
Climate change continues to pose a threat to the sustainability of water resources while, water need is increasing. In spite of the efforts made by the state authorities to build water infrastructure, a large majority... Climate change continues to pose a threat to the sustainability of water resources while, water need is increasing. In spite of the efforts made by the state authorities to build water infrastructure, a large majority of the population is not having access to drinking water. In this study, Water Evaluation and Planning (WEAP) model was used to model the current situation of water supply and demands, to create scenarios for future water demands and supply. The results show that, in contrast to the livestock sector, which has a zero DNS, huge deficits are observed in reference scenario. These unsatisfied demands (DNS) are dominated by deficits in rice irrigation. The analysis of the evolution of demand according to the growth scenarios has shown that the deficits already observed in the reference scenario will reach 100.45 × 10<sup>6</sup> m<sup>3</sup> in 2040. To mitigate the effects of such deficits, water management optimization measures have been proposed. Strengthening the water supply to urban centers from the creation of dams could considerably reduce the observed deficits. These results are an important decision support tool for sustainable water resource management in the Lobo watershed. However, these strategies to improve access to water depend on the government’s political will on water and economic opportunities. 展开更多
关键词 WEAP IWRM Request Site water Resources Unsatisfied demand Côte d’Ivoire
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Impact of Climate Change on Rice Water Demand and Food Security: Case of Thailand and Vietnam
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作者 P. Suttinon A. M. Bhatti S. Nasu 《Journal of Agricultural Science and Technology》 2010年第6期63-70,共8页
关键词 水稻生产 粮食安全 气候变化 需水量 越南 泰国 空气温度 世界市场
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Space heating and hot water demand analysis of dwellings connected to district heating scheme in UK
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作者 R.Burzynski M.Crane +1 位作者 R.Yao V.M.Becerra 《Journal of Central South University》 SCIE EI CAS 2012年第6期1629-1638,共10页
To achieve CO2 emissions reductions,the UK Building Regulations require developers of new residential buildings to calculate expected CO2 emissions arising from their energy consumption using a methodology such as Sta... To achieve CO2 emissions reductions,the UK Building Regulations require developers of new residential buildings to calculate expected CO2 emissions arising from their energy consumption using a methodology such as Standard Assessment Procedure(SAP 2005) or,more recently SAP 2009.SAP encompasses all domestic heat consumption and a limited proportion of the electricity consumption.However,these calculations are rarely verified with real energy consumption and related CO2 emissions.This work presents the results of an analysis based on weekly heat demand data for more than 200 individual flats.The data were collected from a recently built residential development connected to a district heating network.A method for separating out the domestic hot water(DHW) use and space heating(SH) demand has been developed and these values are compared to the demand calculated using SAP 2005 and SAP 2009 methodologies.The analysis also shows the variation in DHW and SH consumption with size of flats and with tenure(privately owned or social housing).Evaluation of the space heating consumption also includes an estimate of the heating degree day(HDD) base temperature for each block of flats and compares this to the average base temperature calculated using the SAP 2005 methodology. 展开更多
关键词 住宅空间 生活热水 需求分析 区域供热 加热 英国 连接 二氧化碳排放量
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Impact of Urban Water Pricing on Future Water Demand: A 'Socioeconomic' Study in Greece 被引量:1
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作者 D. Vagiona N. Mylopoulos C. Fafoutis 《Journal of Environmental Science and Engineering》 2010年第10期22-30,共9页
关键词 城市供水 用水需求 定价 希腊 居民生活用水 价格弹性 可持续管理 问卷调查
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A hybrid Wavelet-CNN-LSTM deep learning model for short-term urban water demand forecasting 被引量:3
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作者 Zhengheng Pu Jieru Yan +4 位作者 Lei Chen Zhirong Li Wenchong Tian Tao Tao Kunlun Xin 《Frontiers of Environmental Science & Engineering》 SCIE EI CSCD 2023年第2期97-110,共14页
Short-term water demand forecasting provides guidance on real-time water allocation in the water supply network, which help water utilities reduce energy cost and avoid potential accidents. Although a variety of metho... Short-term water demand forecasting provides guidance on real-time water allocation in the water supply network, which help water utilities reduce energy cost and avoid potential accidents. Although a variety of methods have been proposed to improve forecast accuracy, it is still difficult for statistical models to learn the periodic patterns due to the chaotic nature of the water demand data with high temporal resolution. To overcome this issue from the perspective of improving data predictability, we proposed a hybrid Wavelet-CNN-LSTM model, that combines time-frequency decomposition characteristics of Wavelet Multi-Resolution Analysis (MRA) and implement it into an advanced deep learning model, CNN-LSTM. Four models - ANN, Conv1D, LSTM, GRUN - are used to compare with Wavelet-CNN-LSTM, and the results show that Wavelet-CNN-LSTM outperforms the other models both in single-step and multi-steps prediction. Besides, further mechanistic analysis revealed that MRA produce significant effect on improving model accuracy. 展开更多
关键词 Short-term water demand forecasting Long-short term memory neural network Convolutional Neural Network Wavelet multi-resolution analysis Data-driven models
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