GRU-integrated constrained soft actor-critic learning enabled fully distributed scheduling strategy for residential virtual power plant

In this study,a novel residential virtual power plant(RVPP)scheduling method that leverages a gate recurrent unit(GRU)-integrated deep reinforcement learning(DRL)algorithm is proposed.In the proposed scheme,the GRU-integrated DRL algorithm guides the RVPP to participate effectively in both the day-ahead and real-time markets,lowering the electricity purchase costs and consumption risks for end-users.The Lagrangian relaxation technique is introduced to transform the constrained Markov decision process(CMDP)into an unconstrained optimization problem,which guarantees that the constraints are strictly satisfied without determining the penalty coefficients.Furthermore,to enhance the scalability of the constrained soft actor-critic(CSAC)-based RVPP scheduling approach,a fully distributed scheduling architecture was designed to enable plug-and-play in the residential distributed energy resources(RDER).Case studies performed on the constructed RVPP scenario validated the performance of the proposed methodology in enhancing the responsiveness of the RDER to power tariffs,balancing the supply and demand of the power grid,and ensuring customer comfort.

Optimal dispatching strategy for residential demand response considering load participation

To facilitate the coordinated and large-scale participation of residential flexible loads in demand response(DR),a load aggregator(LA)can integrate these loads for scheduling.In this study,a residential DR optimization scheduling strategy was formulated considering the participation of flexible loads in DR.First,based on the operational characteristics of flexible loads such as electric vehicles,air conditioners,and dishwashers,their DR participation,the base to calculate the compensation price to users,was determined by considering these loads as virtual energy storage.It was quantified based on the state of virtual energy storage during each time slot.Second,flexible loads were clustered using the K-means algorithm,considering the typical operational and behavioral characteristics as the cluster centroid.Finally,the LA scheduling strategy was implemented by introducing a DR mechanism based on the directrix load.The simulation results demonstrate that the proposed DR approach can effectively reduce peak loads and fill valleys,thereby improving the load management performance.

Synergizing Wind,Solar,and Biomass Power:Ranking Analysis of Off-Grid System for Different Weather Conditions of Iran

Nowadays,the use of renewable energies,especially wind,solar,and biomass,is essential as an effective solution to address global environmental and economic challenges.Therefore,the current study examines the energy-economic-environmental analysis of off-grid electricity generation systems using solar panels,wind turbines,and biomass generators in various weather conditions in Iran.Simulations over 25 years were conducted using HOMER v2.81 software,aiming to determine the potential of each region and find the lowest cost of electricity production per kWh.In the end,to identify the most suitable location,the Technique for Order Preference by Similarity to Ideal Solution(TOPSIS)method was employed to rank different stations based on simulation output parameters and some other influential factors.Considering the evaluation of various parameters,the stations in Yazd,Marand,and Dezful achieved the best results,while the stations in Ramsar,Shahrekord,and Gonbad presented the least favorable outcomes.In Yazd,the wind turbine is an economic priority,and a 100 kW wind turbine is utilized in the optimal system.In Yazd,where the simultaneous use of renewable energies is most prominent,the lowest pollutant production occurred with a quantity of 1174 kg/year.Annual energy losses are highest in Jask station and lowest in Yazd.

Efficiency evaluation and optimizing implementation strategy of green renovation market in existing residential areas in China

The key to the healthy development of the market for green renovation of existing settlements lies in effectively playing the role of market resource allocation,and scientific evaluation of the current market operation efficiency is a prerequisite for the optimization and adjustment of market operation.Based on the perspective of market operation effectiveness,we start from the connotation and significance of the evaluation of the operation efficiency of the market of green renovation of existing settlements,construct the evaluation index system of the operation efficiency of the market of green renovation of existing settlements,use the hierarchical analysis method(AHP)and fuzzy comprehensive evaluation method(Fuzzy),establish the fuzzy comprehensive evaluation model,and finally,based on the operation process reengineering,financing model innovation,service platform expansion and market environment improvement,it structures the operation improvement path of the green renovation market of existing settlements and promotes the orderly operation of the green renovation market of existing settlements.

Improving the Quality of Public Space in Old Residential Areas Based on Superposition and Intervention:A Case Study of Baihuazhou District of Nanchang City

With the development of cities,China has entered an era of stock planning.The functions of old residential areas in urban development can no longer meet the needs of residents in the new era for a better life,and new standards have been put forward for the quality of public spaces for living.This paper analyzes and sorts out the characteristics and problems of the public space in the old residential areas of Baihuazhou district.Combining superposition and intervention techniques,the spatial,historical,cultural and other characteristic elements of the residential areas are preserved to the greatest extent.The public space in the old residential areas of Baihuazhou District is updated and reconstructed in order to achieve the goal of improving the quality of its public space.

Operation optimization strategy of existing residential building energy-saving renovation market:From the perspective of subject behavior

The energy-saving renovation of existing residential buildings is a crucial measure to achieve the strategic goal of energy conservation and emission reduction in China and build ecologically livable cities.This article focuses on the perspective of subject behavior,starting from analyzing the current situation and difficulties of the operation of the energy-saving renovation market for existing residential buildings in China,drawing on the practical experience of the operation of the existing residential building energy-saving renovation market abroad.Based on principles such as systematicity,humanization,feasibility,and sustainability,the article constructs an operation optimization system of the existing residential building energy-saving renovation market from the perspective of subject behavior.In order to provide a reference for the healthy and orderly operation of the existing residential building energy-saving renovation market,this paper proposes implementation strategies for optimizing the operation of the existing residential building energy-saving renovation market.Suggestions are proposed from four aspects:optimizing the market environment,innovating the financing model,building the information sharing platform,and utilizing the synergies of the main subjects.

Case Study on AI Robotics in Senior Living in China

Currently,in China,as the elderly population rapidly increases due to the increase in aging,the importance of the elderly’s living environment and quality of life is increasing.Accordingly,the development of technology presents the possibility of providing a better life to the elderly.This study is conducted to investigate and analyze the current status and performance of artificial intelligence robot technology introduced in the elderly residential space in China,and contribute to the improvement of the living and convenience of the elderly.First,we investigate the cases of various types of artificial intelligence robots currently being used in the residential environment for the elderly in China.Second,by evaluating the technical performance and function of each artificial intelligence robot,we will look at how it meets the needs of the elderly’s special bedfall,health care,and social interaction.Third,we analyze the impact of artificial intelligence robots on the daily life of the elderly and investigate users’experiences and effects to understand social effects.Fourth,based on the obtained results,suggestions and future prospects for effectively introducing artificial intelligence robots into the residential environment for the elderly in China are presented.Through this,it is expected to contribute to understanding how artificial intelligence robot technology is being applied in the residential environment of the elderly in China,and to find ways to improve the convenience and quality of life of the elderly.

Conservation and Renewal Strategies of Industrial Heritage Residential Areas from the Perspective of Heritage Protection : A Case Study of Residential Area of Wuchang Vehicle Factory

The residential area of Wuchang Vehicle Factory is taken as a case to explore the protection and renewal strategies of industrial heritage residential areas.By analyzing the current situation of the residential area,issues such as functional decline,memory loss,and weakened community vitality are revealed.Three design concepts are proposed:building renovation,historical space renovation,and the introduction of cultural and creative industries,aiming to improve the living environment,showcase historical value,cultivate cultural and creative industries,promote economic transformation,and community vitality.This paper could provide reference for the protection and renewal of similar industrial heritage residential areas,and new ideas for the research and utilization of industrial heritage.By comprehensively considering heritage protection,cultural inheritance,and community development,systematic suggestions are proposed.

The Landscape Design of the Ankang South Affordable Housing in BinZhou

Under the principle of economy,ecology,function,landscape and personalization,the landscape of Ankang South Affordable Housing in Binzhou has been designed in accordance with the characteristic of affordable application apartment and the local soil and climatic conditions in Binzhou.Making the scenery by the plants primarily and selecting the trees with stronger resistance to soline-alkalic soil,cold,and drought,the whole design has been divided into 4 scenic spots and 23 gardens.

Landscape Design and Application of Plants in Modern Residential Area

Based on the present situation of plant landscape in residential areas, this study aimed to analyze the development trend, deficiencies in constructing landscape environment and the basic designing principles, and put forward corresponding countermeasures.

Scales,methods and technical analysis of China's residential environment evaluation

To improve China＇s residential environment evaluation system and enhance its guiding role, current research results are analyzed and summarized from three aspects including research scales, evaluation methods and applied technology by means of comparison, induction and empirical application. The guiding role of the current macro-scale evaluation system of urban planning and construction is generally not obvious, whereas the guiding role of medium and micro-scale systems to the improvement of residential environments is improving. There are diversified methods for determining the threshold values and the weights of indices in China＇s evaluation system. For instance, the analytic hierarchy process（AHP） method is adopted to determine the weights of indices. The advantages and disadvantages of the method are analyzed on the basis of empirical calculation. In the course of comprehensive analyses, a nonlinear model can reflect interactions among indices more than a linear model; the evaluation model under the ARCGIS platform prevails since it combines space and attribute, and it has intuitive results. So far, the methodological system of China＇s residential environment evaluation has not been established; its subject coverage and research category should be expanded, and its guiding role should be enhanced.

Research on the Informatization Technology of Rural Residential Land Cadastral Data

Using innovative information means to form the digital management sys- tem of rural residential land is the key point to solve the difficult and hot issues in rural residential land management. In view of the diversity, large quantity, and preservation with paper of rural residential land data, a new method for automatic cutting and classification of digital images based on the image data source and us- ing the image processing algorithm and Python programming was proposed in order to achieve rapid and accurate collection and digital storage of rural residential land cadastral data. Using this method, digital image automatic cutting and classification were realized, and the efficiency and accuracy of this method was validated by comparing with the non-support free shooting method and manual image process- ing. The experimental results showed that the efficiency of the data acquisition of the fixed shooting method was 4.24 times of that of the non-support free shooting method with the accuracy rate increasing by 7.1%, and the efficiency of automatic image processing was 35 times of that of manual processing. Based on rapid and accuracy data acquisition, this method realized the automatic processing of digital images, which provided a reference for the research of informatization technology of the whole rural residential land data and has the value of popularization and appli- cation.

Integration and Symbiosis between Traditional Folk Culture and Urban Space during Urbanization in China

By taking the residential environment change in Tai'an City of Shandong Province over the past 30 years for example, the paper had introduced characteristics of traditional residential culture and their influence on the urban residential spatial pattern, and explained the mutual effect and guidance between the establishment of new residential concepts and the extension of city context. It had pointed out that the government planning and development should be considered from historical and cultural perspective rather than economic perspective. Through the analysis of problems at each level, it had proposed that urban construction should pay attention to historical inheritance, and characteristic livable city construction should lay stress on the coordinated development between urban economy and historical culture.

Strategies for Introducing Energy Saving Idea into Residential Planning and Design in Urban and Rural Areas of China

Currently,energy saving design has been conducted on single building but not on the whole residential community in urban and rural areas.So,the paper has proposed energy saving measures for residential planning from the perspective of site selection and layout of buildings.Specific measures are as follows.Firstly,buildings should be constructed on the sunny side and leeside;secondly,buildings on the south should be lower than those on the north;the east side of the building should be open while the west side should be closed;thirdly,climate protection unit should be set;fourthly,buildings should be of northsouth direction primarily,and the main room should be set on the east side and the assistant rooms or passage on the west side in the buildings of east-west direction;fifthly,it should select compact and wellarranged households and the units should not be combined in point and dislocation and jointing.

Style Comparison between Chinese Classical Garden and Modern Landscape

Styles between Chinese classical gardens and modern landscapes were compared in this paper from the perspective of thought,functions,garden buildings,plant scenery and small garden ornaments.

Community Landscape Sketch Design Based on Interaction Theory

Starting from the fact that urbanization increasingly aggravated and population constantly increased,the paper pointed out community landscape was the belt for human and environment interact,could well relieve pressure,ameliorate and improve life quality,create a harmonious life environment for citizens.It would introduce landscape furniture by dividing them into five types which were rest sketch,ornamental sketch,light sketch,demonstration sketch and service sketch.It also explained the connotation of interaction theory,and proposed that there were three steps during the interaction between human and landscape furniture by combining landscape furniture and interaction theory,that is,self interaction of landscape furniture,self interaction of subject and interaction between landscape furniture and subject.It emphasized that these three steps were the designing essence of interaction theory in landscape furniture.On this basis,it had discussed interaction design techniques for community landscape furniture from the angles of shape,color,material,expression of furniture connotation.The key was to better integrate community landscape furniture into residents' daily life,so as to provide a more reasonable and humanized design concept for designers.

Design of Residential Environment Based on the Ideal Model——About the Design of Yijing Residential Quarter in Hefei City,Anhui Province

By combining with the design concepts of communication spaces,living rooms and landscape ecology in Yijing Residential Quarter,Hefei City,Anhui Province,this study analyzes the particularity of residential environment design,and elaborates the author's design concepts,to create a comfortable and ideal living space.

Study on Plants Selection and Disposition in High-grade Residences

With rapid development of economy and emergence of more and more high-grade residences,it had highlighted that high-grade residence was the inevitable tendency of economic development and urban construction.Based on the fact that high-grade residences paid more attention to harmony of human and architecture with nature and required higher for landscaping,the paper emphasized that landscape quality of high-grade residences was the key factor deciding quality of the residence.In view of insufficiencies of plant landscaping planning in high-grade residences at home and abroad,by taking high-grade residences in Hangzhou City for example,analysis had been conducted by selecting typical cases.It pointed out that plants disposition in high-grade residences was unreasonable,architectures and landscapes were isolated,and greening ratio was stressed while design was neglected.And then,corresponding solutions had been proposed.In terms of plants selection,it should reasonably utilize native tree species,and properly select new and high-quality plant species.In terms of harmonious unity between plant landscape and architecture,it should lay stress on unity between sensory design and comfort design.In terms of plant design and disposition,it should stick to the theme of "residential environment",so as to rationalize plant design and disposition,and create more comfortable residential environment.

合肥市居住区居民户外活动与绿地环境的关系

通过调查合肥市3个居住区组团绿地空间中居民的活动和期望,分析居民活动与绿地空间的密切关系,探索提出与居民活动相适应的人性化绿地模式。结果表明:人们有很强烈的休闲期望,其中以休息、活动身体和呼吸新鲜空气为最主要。绿地空间的活动也较为多样,以休息与散步为主,且居民活动与空间的性质、功能和设施有关。功能越多样,活动越丰富,满意度越高。同时,结合具体调查结果对绿地空间现状及存在的问题做出分析,在此基础上提出3个相应的绿地空间设计模式。

Programming of Landscape Environment in "Lanting Shanshui" Residential Area

This paper explained natural condition and cultural background of "Lanting Shanshui"(landscape surrounding Orchid Pavilion) residential area,discussed the guiding ideology and principle of the programming of landscape environment.In this design,modern architectural form and materials would be combined with Chinese cultural tradition of "pursuit of natural landscape" in the whole residential area,with everything based on people and nature,entrusting landscape with thoughts and cultural connotation.In addition,macroscopically,in the perspective of overall environmental landscape system and landscaping dynamic index,the author analyzed the overall layout of landscapes;and microscopically,the author described in detail the road,pavement,public rest facilities,marks and some other hard facilities,and landscaping plants(including grouping greening,road greening and public greening),waterscape and other soft facilities of landscape designing.