Primal-dual neural network;
Distributed model predictive control;
Distributed model;
power system;
Low-speed two-stroke marine main engine;
MPC;
OPTIMIZATION;
STABILITY;
NETWORK;
DESIGN;
D O I:
10.1016/j.isatra.2023.03.006
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
This article studies a steady operation optimization problem of a low-speed two-stroke marine main engine (LTMME) power system including a cooling water subsystem, a fuel oil subsystem and a main engine subsystem with input and state constraints. Firstly, a distributed model with coupling inputs and states is established for the LTMME power system according to laws of thermodynamics and kinetics. Further, an optimization problem of the LTMME power system is formulated to ensure the system to operate steadily, subjected to constraint conditions of the distributed model and the input and state bounds. Moreover, the optimization problem is rewritten as a quadratic programming problem, and an iterative distributed model predictive control (DMPC) scheme based on a primal- dual neural network (PDNN) method is used to obtain the optimal inputs within the constrained range. Finally, based on the actual data from an underway ocean vessel named Mingzhou 501 with an LTMME power system, a group of simulations are carried out to verify the effectiveness of the proposed approach.& COPY; 2023 ISA. Published by Elsevier Ltd. All rights reserved.
机构:
State Key Laboratory of Engines, Tianjin University, Tianjin,300072, ChinaState Key Laboratory of Engines, Tianjin University, Tianjin,300072, China
Wang, Huaiyin
Sun, Kai
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机构:
State Key Laboratory of Engines, Tianjin University, Tianjin,300072, ChinaState Key Laboratory of Engines, Tianjin University, Tianjin,300072, China
Sun, Kai
Liu, Teng
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机构:
China Shipbuilding Power Engineering Institute Co., Ltd., Shanghai,201206, ChinaState Key Laboratory of Engines, Tianjin University, Tianjin,300072, China
Liu, Teng
Wang, Chen
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h-index: 0
机构:
State Key Laboratory of Engines, Tianjin University, Tianjin,300072, ChinaState Key Laboratory of Engines, Tianjin University, Tianjin,300072, China
Wang, Chen
Lu, Zhen
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h-index: 0
机构:
State Key Laboratory of Engines, Tianjin University, Tianjin,300072, ChinaState Key Laboratory of Engines, Tianjin University, Tianjin,300072, China
Lu, Zhen
Wang, Tianyou
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h-index: 0
机构:
State Key Laboratory of Engines, Tianjin University, Tianjin,300072, ChinaState Key Laboratory of Engines, Tianjin University, Tianjin,300072, China
机构:
Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
Shanghai Jiao Tong Univ, Collaborat Innovat Ctr Adv Ship & Deep Sea Explor, Shanghai 200240, Peoples R ChinaShanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
Yang, Mingyang
Hu, Chao
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h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R ChinaShanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
Hu, Chao
Bai, Yunlong
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h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R ChinaShanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
Bai, Yunlong
Deng, Kangyao
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
Shanghai Jiao Tong Univ, Collaborat Innovat Ctr Adv Ship & Deep Sea Explor, Shanghai 200240, Peoples R ChinaShanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
Deng, Kangyao
Gu, Yuncheng
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h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R ChinaShanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
Gu, Yuncheng
Qian, Yuehua
论文数: 0引用数: 0
h-index: 0
机构:
China State Shipbldg Power Engn Inst Co Ltd, Shanghai 201206, Peoples R ChinaShanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
Qian, Yuehua
Liu, Bo
论文数: 0引用数: 0
h-index: 0
机构:
China State Shipbldg Power Engn Inst Co Ltd, Shanghai 201206, Peoples R ChinaShanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
机构:
Harbin Engn Univ, Coll Power & Energy Engn, Harbin 150001, Peoples R ChinaHarbin Engn Univ, Coll Power & Energy Engn, Harbin 150001, Peoples R China
Wu, Yue
Wang, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Engn Univ, Coll Power & Energy Engn, Harbin 150001, Peoples R ChinaHarbin Engn Univ, Coll Power & Energy Engn, Harbin 150001, Peoples R China
机构:
Dalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Peoples R ChinaDalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Peoples R China
Zhang, Heng
Long, Wuqiang
论文数: 0引用数: 0
h-index: 0
机构:
Dalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Peoples R ChinaDalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Peoples R China
Long, Wuqiang
Xiao, Ge
论文数: 0引用数: 0
h-index: 0
机构:
Dalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Peoples R ChinaDalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Peoples R China
Xiao, Ge
Li, Bo
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Engn Univ, Coll Power & Energy Engn, Harbin 150001, Peoples R ChinaDalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Peoples R China
Li, Bo
Qian, Yuehua
论文数: 0引用数: 0
h-index: 0
机构:
China Shipbuilding Power Engn Inst Co Ltd, Shanghai 201208, Peoples R ChinaDalian Univ Technol, Sch Energy & Power Engn, Dalian 116024, Peoples R China