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Accelerated discovery of CO2 electrocatalysts using active machine learning 期刊论文
NATURE, 2020, 581 (7807) : 178-+
作者:  Lan, Jun;  Ge, Jiwan;  Yu, Jinfang;  Shan, Sisi;  Zhou, Huan;  Fan, Shilong;  Zhang, Qi;  Shi, Xuanling;  Wang, Qisheng;  Zhang, Linqi;  Wang, Xinquan
收藏  |  浏览/下载:89/0  |  提交时间:2020/07/03

The rapid increase in global energy demand and the need to replace carbon dioxide (CO2)-emitting fossil fuels with renewable sources have driven interest in chemical storage of intermittent solar and wind energy(1,2). Particularly attractive is the electrochemical reduction of CO2 to chemical feedstocks, which uses both CO2 and renewable energy(3-8). Copper has been the predominant electrocatalyst for this reaction when aiming for more valuable multi-carbon products(9-16), and process improvements have been particularly notable when targeting ethylene. However, the energy efficiency and productivity (current density) achieved so far still fall below the values required to produce ethylene at cost-competitive prices. Here we describe Cu-Al electrocatalysts, identified using density functional theory calculations in combination with active machine learning, that efficiently reduce CO2 to ethylene with the highest Faradaic efficiency reported so far. This Faradaic efficiency of over 80 per cent (compared to about 66 per cent for pure Cu) is achieved at a current density of 400 milliamperes per square centimetre (at 1.5 volts versus a reversible hydrogen electrode) and a cathodic-side (half-cell) ethylene power conversion efficiency of 55 +/- 2 per cent at 150 milliamperes per square centimetre. We perform computational studies that suggest that the Cu-Al alloys provide multiple sites and surface orientations with near-optimal CO binding for both efficient and selective CO2 reduction(17). Furthermore, in situ X-ray absorption measurements reveal that Cu and Al enable a favourable Cu coordination environment that enhances C-C dimerization. These findings illustrate the value of computation and machine learning in guiding the experimental exploration of multi-metallic systems that go beyond the limitations of conventional single-metal electrocatalysts.


  
In situ NMR metrology reveals reaction mechanisms in redox flow batteries 期刊论文
NATURE, 2020, 579 (7798) : 224-+
作者:  Ma, Jianfei;  You, Xin;  Sun, Shan;  Wang, Xiaoxiao;  Qin, Song;  Sui, Sen-Fang
收藏  |  浏览/下载:12/0  |  提交时间:2020/07/03

Large-scale energy storage is becoming increasingly critical to balancing renewable energy production and consumption(1). Organic redox flow batteries, made from inexpensive and sustainable redox-active materials, are promising storage technologies that are cheaper and less environmentally hazardous than vanadium-based batteries, but they have shorter lifetimes and lower energy density(2,3). Thus, fundamental insight at the molecular level is required to improve performance(4,5). Here we report two in situ nuclear magnetic resonance (NMR) methods of studying redox flow batteries, which are applied to two redox-active electrolytes: 2,6-dihydroxyanthraquinone (DHAQ) and 4,4 '  -((9,10-anthraquinone-2,6-diyl)dioxy) dibutyrate (DBEAQ). In the first method, we monitor the changes in the H-1 NMR shift of the liquid electrolyte as it flows out of the electrochemical cell. In the second method, we observe the changes that occur simultaneously in the positive and negative electrodes in the full electrochemical cell. Using the bulk magnetization changes (observed via the H-1 NMR shift of the water resonance) and the line broadening of the H-1 shifts of the quinone resonances as a function of the state of charge, we measure the potential differences of the two single-electron couples, identify and quantify the rate of electron transfer between the reduced and oxidized species, and determine the extent of electron delocalization of the unpaired spins over the radical anions. These NMR techniques enable electrolyte decomposition and battery self-discharge to be explored in real time, and show that DHAQ is decomposed electrochemically via a reaction that can be minimized by limiting the voltage used on charging. We foresee applications of these NMR methods in understanding a wide range of redox processes in flow and other electrochemical systems.


  
Economic drivers of wind and solar penetration in the US 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (12)
作者:  Bistline, John E. T.;  Young, David T.
收藏  |  浏览/下载:6/0  |  提交时间:2020/02/17
renewable energy  power sector economics  energy and environmental policy  renewable integration  energy systems modeling  
Policy paradigms for optimal residential heat savings in a transition to 100% renewable energy systems 期刊论文
ENERGY POLICY, 2019, 134
作者:  Hvelplund, Frede;  Krog, Louise;  Nielsen, Steffen;  Terkelsen, Elsebeth;  Madsen, Kristian Brun
收藏  |  浏览/下载:12/0  |  提交时间:2020/02/17
Heat conservation  Incentives  Smart energy systems  Policy suggestions  Renewable energy  
Solar PV-diesel hybrid systems for the Nigerian private sector: An impact assessment 期刊论文
ENERGY POLICY, 2019, 132: 196-207
作者:  Adesanya, Adewale Aremu;  Schelly, Chelsea
收藏  |  浏览/下载:7/0  |  提交时间:2019/11/27
Solar PV  Diesel  Hybrid systems  Renewable energy  Energy policy  Private sector  
Multi-objective planning of energy storage technologies for a fully renewable system: Implications for the main stakeholders in Chile 期刊论文
ENERGY POLICY, 2019, 126: 494-506
作者:  Haas, J.;  Nowak, W.;  Palma-Behnke, R.
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
Generation expansion planning  River ecology  Integration of renewable technologies  Low-carbon systems  Electrical energy storage  Paris Agreement  
The contribution of innovation policy criteria to the development of local renewable energy systems 期刊论文
ENERGY POLICY, 2018, 115: 353-365
作者:  Frank, Alejandro German;  Gersdberger, Wolfgang;  Paslauski, Carolline Amaral;  Lerman, Laura Visintainer;  Ayala, Nestor Fabian
收藏  |  浏览/下载:3/0  |  提交时间:2019/04/09
Sustainability  Innovation policy  Policy mix  Renewable energy systems  Germany  Municipalities  
A comparison of land-use requirements in solar-based decarbonization scenarios 期刊论文
ENERGY POLICY, 2017, 109
作者:  Shum, Robert Y.
收藏  |  浏览/下载:1/0  |  提交时间:2019/04/09
Renewable energy  Solar power  Energy systems  Land use  
Critical Success Factors for integrating renewable energy development in a country with 2 systems: The case of Pearl River Delta and Hong Kong SAR in China 期刊论文
ENERGY POLICY, 2017, 107
作者:  Lam, Patrick T. I.;  Yang, H. X.;  Jack, S. Yu
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
Renewable energy  Pearl River Delta  Hong Kong SAR  One country-two systems  Collaboration  
Incentives and barriers for wind power expansion and system integration in Denmark 期刊论文
ENERGY POLICY, 2017, 107
作者:  Hvelplund, Frede;  Ostergaard, Poul Alberg;  Meyer, Niels I.
收藏  |  浏览/下载:1/0  |  提交时间:2019/04/09
Wind power policy  Integration  Renewable energy systems  Ownership  Dual-track incentives