基于數(shù)據(jù)挖掘的電網(wǎng)企業(yè)同業(yè)對(duì)標(biāo)研究
本文選題:數(shù)據(jù)挖掘 + 聚類算法�。� 參考:《華北電力大學(xué)》2014年碩士論文
【摘要】:“十二五”期間,隨著我國經(jīng)濟(jì)和社會(huì)的可持續(xù)發(fā)展,全社會(huì)的用電量持續(xù)增加,電網(wǎng)企業(yè)的規(guī)模也日益擴(kuò)大,電力行業(yè)進(jìn)入快速發(fā)展期,預(yù)計(jì)全國發(fā)電裝機(jī)容量將增加近5億千瓦,全社會(huì)用電量將增加2萬億千瓦時(shí)。我國電力市場(chǎng)化改革后,發(fā)電側(cè)和售電側(cè)都不同程度地引入市場(chǎng)化競(jìng)爭(zhēng),電網(wǎng)企業(yè)面臨的外部環(huán)境更加復(fù)雜,競(jìng)爭(zhēng)壓力更大,企業(yè)現(xiàn)行的運(yùn)營機(jī)制和管理體制已難以滿足電網(wǎng)快速發(fā)展的要求。為了實(shí)現(xiàn)我國電網(wǎng)企業(yè)的跨越式戰(zhàn)略發(fā)展,電網(wǎng)企業(yè)的同業(yè)對(duì)標(biāo)管理成為最有用的管理工具之一。 對(duì)標(biāo)管理,作為動(dòng)態(tài)的過程管理方式,通過向行業(yè)領(lǐng)先的企業(yè)或機(jī)構(gòu)學(xué)習(xí),對(duì)照其管理方式和經(jīng)營業(yè)績(jī),找出本企業(yè)與標(biāo)桿企業(yè)的差距所在,制定符合企業(yè)實(shí)際情況的改進(jìn)措施,并落實(shí)到具體部門和工作中,從而提高企業(yè)的發(fā)展水平和市場(chǎng)競(jìng)爭(zhēng)力。隨著世界經(jīng)濟(jì)一體化速度的加快,我國的電網(wǎng)企業(yè)不僅面臨著國內(nèi)的同業(yè)競(jìng)爭(zhēng),還面臨越來越多的國際競(jìng)爭(zhēng),為了進(jìn)一步減小我國企業(yè)與西方發(fā)達(dá)國家之間的差距,同業(yè)對(duì)標(biāo)管理將成為企業(yè)提高自身綜合競(jìng)爭(zhēng)能力和國際市場(chǎng)占有率的有效手段之一。 本文首先研究我國電網(wǎng)企業(yè)的對(duì)標(biāo)管理現(xiàn)狀,通過對(duì)標(biāo)管理的開展現(xiàn)狀和基本架構(gòu)的分析,提出我國電網(wǎng)企業(yè)對(duì)標(biāo)管理存在的問題;其次,針對(duì)現(xiàn)有對(duì)標(biāo)管理存在的問題,并且結(jié)合國家電網(wǎng)公司“一強(qiáng)三優(yōu)”的發(fā)展戰(zhàn)略,從電網(wǎng)發(fā)展、資產(chǎn)質(zhì)量、供電服務(wù)、經(jīng)營業(yè)績(jī)四個(gè)方面構(gòu)建新型電網(wǎng)企業(yè)同業(yè)對(duì)標(biāo)指標(biāo)體系;再次,研究同業(yè)對(duì)標(biāo)的數(shù)據(jù)挖掘算法,重點(diǎn)研究引力搜索和K-means算法相結(jié)合的混合聚類算法在電網(wǎng)企業(yè)同業(yè)對(duì)標(biāo)中的應(yīng)用,并通過實(shí)際電力公司的對(duì)標(biāo)驗(yàn)證該算法的有效性和可行性;最后,基于同業(yè)對(duì)標(biāo)結(jié)果提出相應(yīng)的對(duì)標(biāo)評(píng)分和考評(píng)模式,為電網(wǎng)企業(yè)的經(jīng)營發(fā)展提供決策支持。
[Abstract]:During the 12th Five-Year Plan period, with the sustainable development of China's economy and society, the electricity consumption of the whole society continues to increase, the scale of power grid enterprises is also expanding day by day, and the electric power industry has entered a period of rapid development. It is expected that the national power generation capacity will increase by nearly 500 million kilowatts and the power consumption of the whole society will increase by 2 trillion kilowatt-hours. After the reform of electricity market in our country, both the generation side and the selling side introduce market-oriented competition to varying degrees, and the external environment of power grid enterprises is more complex and the competition pressure is greater. The current operation mechanism and management system of enterprises have been difficult to meet the requirements of rapid development of power grid. In order to realize the leap-forward strategic development of power grid enterprises, the management of interbank bidding of power grid enterprises has become one of the most useful management tools. Standard management, as a dynamic process management method, by learning from leading enterprises or institutions in the industry, comparing their management methods and operating performance, to find out the gap between the enterprises and benchmark enterprises, To make the improvement measures in line with the actual situation of the enterprise, and implement them into the specific departments and work, so as to improve the level of development and market competitiveness of the enterprise. With the acceleration of the integration of the world economy, the power grid enterprises in our country are facing not only domestic competition, but also more and more international competition. In order to further reduce the gap between Chinese enterprises and western developed countries, The management of interbank bidding will become one of the effective means for enterprises to improve their comprehensive competitive ability and international market share. This paper first studies the current situation of the standard management of the power grid enterprises in China, through the analysis of the status quo and basic framework of the standard management, puts forward the existing problems of the standard management of the power grid enterprises in China; secondly, aiming at the existing problems in the management of the standard management, And combined with the development strategy of "one strong and three excellent" of State Grid Company, from four aspects of power grid development, asset quality, power supply service, operating performance to build a new type of power grid enterprise peer bidding index system; third, In this paper, the data mining algorithm of interbank pairs is studied, and the application of hybrid clustering algorithm, which combines Gravity search and K-means algorithm, is studied. The validity and feasibility of the algorithm are verified by the actual power companies. Finally, based on the results of peer bidding, a corresponding evaluation model is proposed to provide decision support for the management and development of power grid enterprises.
【學(xué)位授予單位】:華北電力大學(xué)
【學(xué)位級(jí)別】:碩士
【學(xué)位授予年份】:2014
【分類號(hào)】:F426.61
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