Towards a digital twin approach - Experimental analysis and energy optimization of a multi-bed adsorption system

被引:18
作者
Chen, W. D. [1 ]
Hasanien, Hany M. [2 ]
Chua, K. J. [1 ]
机构
[1] Natl Univ Singapore, Dept Mech Engn, 9 Engn Dr 1, Singapore 117576, Singapore
[2] Ain Shams Univ, Fac Engn, Elect Power & Machines Dept, Cairo 11517, Egypt
基金
新加坡国家研究基金会;
关键词
Adsorption chiller; Digital twin; Atom search algorithm; Monitoring and diagnosis; Real-time prediction; Multi-objective optimization; ATOM SEARCH OPTIMIZATION; SILICA-GEL; MANAGEMENT STRATEGY; PERFORMANCE; CHILLER; REALLOCATION; SIMULATION;
D O I
10.1016/j.enconman.2022.116346
中图分类号
O414.1 [热力学];
学科分类号
摘要
An adsorption chiller system is one of the most promising technologies that utilize waste thermal energy to simultaneously produce cooling and potable water. However, the energy utilization optimization and detection of desiccant's sorption capacity degradation are two unresolved issues that have severely impeded the devel-opment and commercial applications of adsorption chiller technologies. This study is pioneered to develop a digital twin platform specifically designed for an experimental four-bed two-evaporator adsorption chiller system prototype. Leveraging this platform, system monitoring, performance prediction, and optimization functions are achieved. Relying on the monitoring function, the digital twin can detect the capacity degradation of desiccant -coated heat exchangers. By employing the prediction and optimization functions, the application performance of the adsorption chiller system under varying ambient and load conditions can be simulated and optimized under real-time operating conditions. Additionally, this work projects a first-time experimental parametric study analysis for a four-bed two-evaporator adsorption chiller system prototype under a heat recovery scheme that considers fourteen operating parameters. Key results revealed that COPth reaches 0.68 when the cycle time is 2240 s. Case studies also showed that the adsorption chiller system can yield significant energy-saving perfor-mance for climatic conditions in Malaysia and Saudi Arabia. The proposed digital twin optimization method demonstrates that COPth is enhanced by 8.5 %, 9.5 %, and 8.5 %, respectively. In contrast to the conventional method, optimizing the adsorption chiller's performance through the digital twin platform enables a reduction of the annual electricity consumption by up to 10.3 %.
引用
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页数:21
相关论文
共 49 条
[1]   Multi-criteria evaluation of a novel micro-trigeneration cycle based on α-type Stirling engine, organic Rankine cycle, and adsorption chiller [J].
Babamiri, Arash ;
Gharib, Majid ;
Ebrahimi, Masood .
ENERGY CONVERSION AND MANAGEMENT, 2022, 253
[2]   Performance optimization of a solar adsorption chiller by dynamically adjusting the half-cycle time [J].
Basdanis, Thanasis ;
Tsimpoukis, Alexandros ;
Valougeorgis, Dimitris .
RENEWABLE ENERGY, 2021, 164 :362-374
[3]   Current status and technological advancements in adsorption refrigeration systems: A review [J].
Chauhan, P. R. ;
Kaushik, S. C. ;
Tyagi, S. K. .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2022, 154
[4]   A novel and optimized operation strategy map for CCHP systems considering optimal thermal energy utilization [J].
Chen, W. D. ;
Chua, K. J. .
ENERGY, 2022, 259
[5]   Energy, exergy, economic, and environment (4E) assessment of a temperature cascading multigeneration system under experimental off-design conditions [J].
Chen, W. D. ;
Chua, K. J. .
ENERGY CONVERSION AND MANAGEMENT, 2022, 253
[6]   Energy improvement and performance prediction of desiccant coated dehumidifiers based on dimensional and scaling analysis [J].
Chen, W. D. ;
Vivekh, P. ;
Liu, M. Z. ;
Kumja, M. ;
Chua, K. J. .
APPLIED ENERGY, 2021, 303 (303)
[7]   Energy performance analysis and optimization of a coupled adsorption and absorption cascade refrigeration system [J].
Chen, W. D. ;
Chua, K. J. .
APPLIED ENERGY, 2021, 301 (301)
[8]   Parameter analysis and energy optimization of a four-bed, two-evaporator adsorption system [J].
Chen, W. D. ;
Chua, K. J. .
APPLIED ENERGY, 2020, 265 (265)
[9]   Transient modeling of a two-bed silica gel-water adsorption chiller [J].
Chua, HT ;
Ng, KC ;
Wang, W ;
Yap, C ;
Wang, XL .
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2004, 47 (04) :659-669
[10]   Adsorption characteristics of silica gel plus water systems [J].
Chua, HT ;
Ng, KC ;
Chakraborty, A ;
Oo, NM ;
Othman, MA .
JOURNAL OF CHEMICAL AND ENGINEERING DATA, 2002, 47 (05) :1177-1181