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	题名	作者	年代	出处	被引量
1	Approximating Nash Equilibrium in Day-ahead Electricity Market Bidding with Multi-agent Deep Reinforcement Learning显示文摘In this paper,a day-ahead electricity market bidding problem with multiple strategic generation company(GEN-CO)bidders is studied.The problem is formulated as a Markov game model,where GENCO bidders interact with each other to develop their optimal day-ahead bidding strategies.Considering unobservable information in the problem,a model-free and data-driven approach,known as multi-agent deep deterministic policy gradient(MADDPG),is applied for approximating the Nash equilibrium(NE)in the above Markov game.The MAD-DPG algorithm has the advantage of generalization due to the automatic feature extraction ability of the deep neural networks.The algorithm is tested on an IEEE 30-bus system with three competitive GENCO bidders in both an uncongested case and a congested case.Comparisons with a truthful bidding strategy and state-of-the-art deep reinforcement learning methods including deep Q network and deep deterministic policy gradient(DDPG)demonstrate that the applied MADDPG algorithm can find a superior bidding strategy for all the market participants with increased profit gains.In addition,the comparison with a conventional-model-based method shows that the MADDPG algorithm has higher computational efficiency,which is feasible for real-world applications.	Yan Du Fangxing Li Helia Zandi Yaosuo Xue	2021	Journal of Modern Power Systems and Clean Energy2021，9，3：	3
2	NSAID use and dementia risk in the Cardiovascular Health Study*: Role of APOE and NSAID type显示文摘	C A. Szekely J C.S. Breitner A L. Fitzpatrick T D. Rea B M. Psaty L H. Kuller P P. Zandi	2008	Neurology2008，，1：	2
3	Isolation of an AP-1 repressor by a novel method for detecting proteinprotein interactions显示文摘	Aronheim A Zandi E Hennemann H		0，，：	2
4	老年高总胆固醇水平与痴呆风险降低相关	Mielke M.M. Zandi P.P. Sjogren M. 陈海	2005	世界核心医学期刊文摘(神经病学分册)2005，0，9：	2
5	Quantitation of limonin in Iranian orange juice concentrates using high-performance liquid chromatography and spectrophoto-metric methods显示文摘	Abbasi S Zandi P Mirbagheri E	2005	European Food Research and Technology2005，211，12：	1
6	Direct phosphorylation of IκB by IKKα and IKKβ:discrimination between free and NFκB-bound substrate显示文摘	Zandi E Chen Y Karin M		0，，：	1
7	Vascular risk factors for incident Alzheimer disease and vascular dementia: the Cache County Study显示文摘	Hayden KM Zandi PP Lyketsos CG	2006	Alzheimer Dis Assoc Disord2006，20，2：	1
8	AP-l function and regulation 显示文摘	Karin M Liu Z Zandi E	1997	CUIT Opin Cell Bioi1997，9，2：	1
9	A genetic algorithm approach to policy design for consequence minimization 显示文摘	Montano B R Anandalingam G Zandi I	2000	European Journal of Operational Research2000，124，1：	1
10	Ectopic expression of PAX5 promotes maintenance of biphenotypic myeloid progenitors coexpressing myeloid and B-cell lineage-associated genes显示文摘	Anderson K Rusterholz C M(a)nsson R Jensen C T Bacos K Zandi S Sasali Y Nerlov C Sigva		0，，09：	1
11	A genetic algo- rithm approach to policy design for consequence minimization显示文摘	Bonnie R M Anandalingam G Iraj Zandi	2000	European Journal of Operational Research2000，124，1：	1
12	Hormone replacement therapy and incidence of Alzheimer disease in older women:the cache county study显示文摘	Zandi PP Carlson MC Plassman BL Welsh-Bohmer KA Mayer LS Steffens DC	2002	JAMA2002，288，：	1
13	Vascular adhesion protein-1 regu- lates leukocyte transmigration rate in the retina during diabetes 显示文摘	Noda K Nakao S Zandi S	2009	Exp Eye Res2009，89，5：	1
14	Vascular adhesion protein-1regulates leukocyte transmigration rate in the retina duringdiabetes显示文摘	Noda K Nakao S Zandi S	2009	Exp Eye Res2009，89，5：	1
15	Isolation d'an AP- 1 repressor by a novel method for detecting protein - protein interactions显示文摘	Aronheim A Zandi E Hanneman H	1997	Mol Cell Biol1997，17，：	1
16	Mechanismsfor oncogenic activation of the epidermal growth factorreceptor显示文摘	ZANDI R LARSEN A B ANDERSEN P	2007	Cell Signal2007，19，10：	1
17	IKK-gamma is an essential regulatory subunit of the IkappaB kinase complex 显示文摘	Rothwarf DM Zandi E Natoli G	1998	Nature1998，395，：	1
18	AP-1 function and regulation显示文摘	Karin M Liu ZG Zandi E	1997	Curr Opin Cell Biol1997，9，2：	1
19	Nonsteroidal anti-inflammatory drugs for the prevention of Alzheimer's disease:a systematic review显示文摘	Szekely CA Thorne JE Zandi PP	2004	Neuroepidemiology2004，23，4：	1
20	Preparation and functional properties of fish gelatin–chitosan blend edible films显示文摘	Seyed Fakhreddin Hosseini Masoud Rezaei Mojgan Zandi Farhid Farahmand Ghavi	2013	Food Chemistry . 2013 (3-4)2013，，：	1

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