百晓学者学者目录

宋士吉

副教授、副研究员、博导、教授、讲师,清华大学

精选作品

期刊论文

2026

认知科学启发的产业大脑:理论框架、核心方法与典型应用

王军平,薛一博,宋士吉,石友康,马玉山,李彦梅,黄勃

《中国科学:信息科学》

2026

A Graph-Based Reinforcement Learning Method for Flexible Job Shop Scheduling with Sequence Flexibility

Guohao Li, E. Yuan, Liejun Wang, Shiji Song, Yuli Zhang, Xiuxian Zhong

International Conference on Intelligent Computing

2025

Express transport network design with transshipments

Rongping Zhu, Jian-Ya Ding, Shiji Song, Hao Ye, Keyou You

Omega-International Journal Of Management Science,Vol. 138

2025

Dynamic scheduling for multi-objective flexible job shop via deep reinforcement learning

E. Yuan, Liejun Wang, Shiji Song, Shuli Cheng, Wei Fan

Applied Soft Computing

2025

Deep Reinforcement Learning for Traveling Purchaser Problems

Haofeng Yuan, Rongping Zhu, Wanlu Yang, Shiji Song, Keyou You, Wei Fan, C. L. Philip Chen

IEEE Transactions on Emerging Topics in Computational Intelligence

2025

Learning to Stabilize Column Generation

Lichang Fang, Haofeng Yuan, Shiji Song, Bokui Chen

2025

Unified Scheduling Model for High-Speed Train Timetable Optimization and Rescheduling Based on Deep Reinforcement Learning

Wanlu Yang, Linyu Liu, Haofeng Yuan, Shiji Song

IEEE Transactions on Intelligent Transportation Systems

2024

A new artificial bee colony algorithm for the flexible job shop scheduling problem with extra resource constraints in numeric control centers

Xiaoya Liao, Rui Zhang, Yali Chen, Shiji Song

Expert Systems With Applications,Vol. 249

2024

Solving flexible job shop scheduling problems via deep reinforcement learning

Erdong Yuan, Liejun Wang, Shuli Cheng, Shiji Song, Wei Fan, Yongming Li

Expert Systems With Applications,Vol. 245

2024

分布鲁棒优化调度理论方法及应用

宋士吉

《科学出版社》

2024

Data-Driven Distributionally Robust Optimization for Railway Timetabling Problem

Linyu Liu, Shiji Song, Zhuo-Lin Wang, Yuli Zhang

IEEE Transactions on Automation Science and Engineering

2024

A Reinforcement-Learning-Based Multiple-Column Selection Strategy for Column Generation

Haofeng Yuan, Lichang Fang, Shiji Song

Proceedings of the AAAI Conference on Artificial Intelligence

2023

Operational adjustment modeling approach based on Bayesian network transfer learning for new flotation process under scarce data

Hao Yan, Shiji Song, F. Wang, Da-Kuo He, Jian-Jun Zhao

Journal of Process Control

2023

Solving job shop scheduling problems via deep reinforcement learning

E. Yuan, Shuli Cheng, Lie-Jun Wang, Shiji Song, Fang-jing Wu

Applied Soft Computing

2023

Accelerating Column Generation Algorithm Using Machine-Learning-Based Column Elimination

Lichang Fang, Haofeng Yuan, Yuli Zhang, Shiji Song

Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics

2022

The Hot Strip Mill Scheduling Problem With Uncertainty: Robust Optimization Models and Solution Approaches

Rui Zhang, Shiji Song, Cheng Wu

IEEE Transactions on Cybernetics

2022

Optimization and coordination in a service-constrained supply chain with the bidirectional option contract under conditional value-at-risk

Han Zhao, Bang-Dong Sun, Hui Wang, Shiji Song, Yuli Zhang, Liejun Wang

Discrete and Continuous Dynamical Systems. Series A

2022

Optimization of a molten iron scheduling problem with uncertain processing time using variable neighborhood search algorithm

Linyu Liu, Zhiqi Chang, Shiji Song

Scientific Reports

2021

Coping with Loss Aversion and Risk Management in the Supply Chain Coordination

Wei Liu, Han Zhao, Shiji Song, Wenxuan He, Xiaochen Li

Sustainability,Vol. 13, No. 8

2021

新一代信息技术环境下现代服务业的数字化和智能化演进

姜晓丹,刘连臣,吴澄,宋士吉

《计算机集成制造系统》

2021

考虑机器不可用约束的钢铁加热炉调度

钱鹏,吴澄,宋士吉,丁见亚

《清华大学学报(自然科学版)》

2021

钢铁生产线的多工序实时智能优化调度理论、方法及应用

宋士吉,张鹏宇,张玉利,张瑞,丁见亚,牛晟盛,常志琦,吴澄

《中国科学基金》

2021

Supply Chain Coordination with a Risk-Averse Retailer and the Call Option Contract in the Presence of a Service Requirement

Han Zhao, Hui Wang, Wei Liu, Shiji Song, Yu Liao

Mathematics

2021

The loss-averse newsvendor problem with quantity-oriented reference point under CVaR criterion

Wei Liu, Shiji Song, Ying Qiao, Han Zhao, Hua-Chang Wang

Journal of Industrial and Management Optimization

2021

Rolling scheduling of reheating furnaces in steel production when some furnaces may not be available at times

Qian Peng, Wu Cheng, Shiji Song, Jianya Ding

2021

A Hybrid Artificial Immune-Simulated Annealing Algorithm for Multiroute Job Shop Scheduling Problem With Continuous Limited Output Buffers

Pengyu Zhang, Shiji Song, Sheng-Sheng Niu, Rui Zhang

IEEE Transactions on Cybernetics

2021

A Distributionally Robust Scheduling Approach for Uncertain Steelmaking and Continuous Casting Processes

Sheng-Sheng Niu, Shiji Song, R. Chiong

IEEE Transactions on Systems, Man & Cybernetics. Systems

2020

Wasserstein distributionally robust shortest path problem

Zhuolin Wang, Keyou You, Shiji Song, Yuli Zhang

European Journal Of Operational Research,Vol. 284, No. 1

2020

Robust single machine scheduling problem with uncertain job due dates for industrial mass production

Yue Fan, Song Shiji, Jia Peng, Wu Guangping, Zhao Han

Journal Of Systems Engineering And Electronics,Vol. 31, No. 2

2020

专刊:深度强化学习

孙长银,宋士吉

《智能科学与技术学报》

2020

Optimal decisions in supply chains with a call option contract under the carbon emissions tax regulation

Han Zhao, Shiji Song, Yuli Zhang, Yu Liao, Fan Yue

2020

Supply Chain Coordination with a Loss-Averse Retailer and Combined Contract

Wei Liu, Shiji Song, Ying Qiao, Han Zhao

Mathematics

2020

The Loss-Averse Newsvendor Problem with Random Yield and Reference Dependence

Wei Liu, Shiji Song, Ying Qiao, Han Zhao, Hua-Chang Wang

2020

Robust Scheduling of Hot Rolling Production by Local Search Enhanced Ant Colony Optimization Algorithm

Rui Zhang, Shiji Song, Cheng Wu

IEEE Transactions on Industrial Informatics

2019

Distributionally robust scheduling on parallel machines under moment uncertainty

Zhiqi Chang, Jian-Ya Ding, Shiji Song

European Journal Of Operational Research,Vol. 272, No. 3

2019

Distributionally robust single machine scheduling with the total tardiness criterion

Shengsheng Niu, Shiji Song, Jian-Ya Ding, Yuli Zhang, Raymond Chiong

Computers & Operations Research,Vol. 101

2019

Supply Chain Coordination with a Risk-Averse Retailer and a Combined Buy-Back and Revenue Sharing Contract

Han Zhao, Shiji Song, Yuli Zhang, J. N. Gupta, Anna G. Devlin, R. Chiong

Asia Pac. J. Oper. Res.

2019

Optimal Decisions of a Supply Chain With a Risk-Averse Retailer and Portfolio Contracts

Han Zhao, Shiji Song, Yuli Zhang, J. N. Gupta, Anna G. Devlin

IEEE Access

2018

Robust single machine scheduling with uncertain release times for minimising the maximum waiting time

Fan Yue, Shiji Song, Yuli Zhang, Jatinder N. D. Gupta, Raymond Chiong

International Journal Of Production Research,Vol. 560, No. 16

2018

A Distributionally Robust Chance Constrained Model to Hedge Against Uncertainty in Steelmaking-continuous Casting Production Process

Sheng-Sheng Niu, Shiji Song, Jianya Ding

IEEE International Conference on Industrial Engineering and Engineering Management

2017

Lagrangian relaxation for the reliable shortest path problem with correlated link travel times

Yuli Zhang, Zuo-Jun Max Shen, Shiji Song

Transportation Research Part B-Methodological,Vol. 104

2017

Distributionally robust single machine scheduling with risk aversion

Zhiqi Chang, Shiji Song, Yuli Zhang, Jian-Ya Ding, Rui Zhang, Raymond Chiong

European Journal Of Operational Research,Vol. 256, No. 1

2017

随机需求和产量下基于损失规避的零售商博弈

刘伟,宋士吉,乔颖,罗伟伟

《控制与决策》

2017

Impact of loss aversion on supply chain coordination with the combined contract

Han Zhao, Shiji Song, Yu Liao, Changzhang Hu, Rui Wang, Fan Yue

Chinese Control and Decision Conference

2017

Newsvendor problem with VaR and CVaR criteria under random demand and supply

Rui Wang, Shiji Song, Liuxi Li, Changzhang Hu, Fan Yue, Han Zhao

Chinese Control and Decision Conference

2017

基于最大熵马尔科夫模型的绩效评价方法

朱磊,牛绿茵,宋士吉,张玉利

《控制理论与应用》

2017

Local search enhanced multi-objective PSO algorithm for scheduling textile production processes with environmental considerations

Rui Zhang, P. Chang, Shiji Song, Cheng Wu

Applied Soft Computing

2017

Performance in the supply chain with a loss-averse retailer with random demand

Han Zhao, Shiji Song, Yu Liao, Fan Yue, Rui Wang

Cybersecurity and Cyberforensics Conference

2017

Ordering control in multi-stage multi-item supply chain with stochastic demand

Liuxi Li, Shiji Song, Cheng Wu, Keyou You

2017 13th IEEE International Conference on Control & Automation (ICCA)

2017

Single machine scheduling with uncertain release times

Fan Yue, Shiji Song, Yuli Zhang, Rui Wang

Cybersecurity and Cyberforensics Conference

2017

Fix-and-Optimize and Variable Neighborhood Search Approaches for Stochastic Multi-Item Capacitated Lot-Sizing Problems

Liuxi Li, Shiji Song, Cheng Wu, Rui Wang

2017

織物染色工程における並列バッチ処理機械スケジューリングのための多目的人工的ミツバチコロニーアルゴリズム【Powered by NICT】

Rui Zhang, P. Chang, Shiji Song, Cheng Wu

2017

A multi-objective artificial bee colony algorithm for parallel batch-processing machine scheduling in fabric dyeing processes

Rui Zhang, P. Chang, Shiji Song, Cheng Wu

Knowledge-Based Systems

2016

Distributionally Robust Optimization of Two-Stage Lot-Sizing Problems

Yuli Zhang, Zuo-Jun Max Shen, Shiji Song

Production And Operations Management,Vol. 250, No. 120

2016

Parametric search for the bi-attribute concave shortest path problem

Yuli Zhang, Zuo-Jun Max Shen, Shiji Song

Transportation Research Part B-Methodological,Vol. 94

2016

Carbon-efficient scheduling of flow shops by multi-objective optimization

Jian-Ya Ding, Shiji Song, Cheng Wu

European Journal Of Operational Research,Vol. 248, No. 3

2016

New block properties for flowshop scheduling with blocking and their application in an iterated greedy algorithm

Jian-Ya Ding, Shiji Song, Jatinder N. D. Gupta, Cheng Wang, Rui Zhang, Cheng Wu

International Journal Of Production Research,Vol. 540, No. 16

2016

The newsvendor model with futures trading

Yiming Chen, Shiji Song, Yuli Zhang

Chinese Control and Decision Conference

2016

Flexile ordering policy of two-stage newsvendor model with demand updating under demand uncertainty

Rui Wang, Shiji Song, Yuli Zhang, Cheng Wu

Cybersecurity and Cyberforensics Conference

2016

Parallel Machine Scheduling Under Time-of-Use Electricity Prices: New Models and Optimization Approaches

Jianya Ding, Shiji Song, Rui Zhang, R. Chiong, Cheng Wu

IEEE Transactions on Automation Science and Engineering

2016

The Loss-Averse Newsvendor Problem with Random Supply Capacity and Reference Point

W. Liu, Han Zhao, Shiji Song, Hua-Chang Wang

Cybersecurity and Cyberforensics Conference

2016

Coordination of Supply Chain with One Supplier and Two Competing Risk-Averse Retailers under an Option Contract

Rui Wang, Shiji Song, Cheng Wu

2015

[Review] A periodic review inventory model with loss-averse retailer, random supply capacity and demand

Wei Liu, Shiji Song, Bing Li, Cheng Wu

International Journal Of Production Research,Vol. 530, No. 12

2015

Accelerated methods for total tardiness minimisation in no-wait flowshops

Jianya Ding, Shiji Song, Rui Zhang, Jatinder N. D. Gupta, Cheng Wu

International Journal Of Production Research,Vol. 530, No. 4

2015

An improved iterated greedy algorithm with a Tabu-based reconstruction strategy for the no-wait flowshop scheduling problem

Jianya Ding, Shiji Song, J. N. Gupta, Rui Zhang, R. Chiong, Cheng Wu

Applied Soft Computing

2015

Hybrid NSGA-II algorithm on robust multi-objective inventory management problem

Lin Lin, Shiji Song

2015

Solving a multi-level capacitated lot sizing problem with random demand via a fix-and-optimize heuristic

Liuxi Li, Shiji Song, Cheng Wu

IEEE Congress on Evolutionary Computation

2015

A novel block-shifting simulated annealing algorithm for the no-wait flowshop scheduling problem

Jianya Ding, Shiji Song, Rui Zhang, Siwei Zhou, Cheng Wu

IEEE Congress on Evolutionary Computation

2014

The loss-averse newsvendor problem with random yield

Wei Liu, Shiji Song, Cheng Wu

2014

Minimizing makespan for a no-wait flowshop using tabu mechanism improved iterated greedy algorithm

Jianya Ding, Shiji Song, Rui Zhang, Cheng Wu

IEEE Congress on Evolutionary Computation

2013

A simulation-based differential evolution algorithm for stochastic parallel machine scheduling with operational considerations

Rui Zhang, Shiji Song, Cheng Wu

International Transactions In Operational Research,Vol. 200, No. 4

2013

Some heuristics for no-wait flowshops with total tardiness criterion

Gengcheng Liu, Shiji Song, Cheng Wu

Computers & Operations Research,Vol. 40, No. 2

2013

A hybrid artificial bee colony algorithm for the job shop scheduling problem

Rui Zhang, Shiji Song, Cheng Wu

International Journal Of Production Economics,Vol. 141, No. 1

2013

Impact of loss aversion on the newsvendor game with product substitution

Wei Liu, Shiji Song, Cheng Wu

International Journal Of Production Economics,Vol. 141, No. 1

2013

多目标遗传算法及其在库存管理中的应用

蔺琳,宋士吉

《中国科技论文》

2013

A dispatching rule-based hybrid genetic algorithm focusing on non-delay schedules for the job shop scheduling problem

Rui Zhang, Shiji Song, Cheng Wu

The International Journal of Advanced Manufacturing Technology

2013

Asymptotic Distribution of Makespan in Permutation Flowshops

Gengcheng Liu, Shiji Song, Cheng Wu

2013

A hybrid differential evolution algorithm for job shop scheduling problems with expected total tardiness criterion

Rui Zhang, Shiji Song, Cheng Wu

Applied Soft Computing

2012

A three-phase algorithm for flowshop scheduling with blocking to minimize makespan

Cheng Wang, Shiji Song, Jatinder N. D. Gupta, Cheng Wu

Computers & Operations Research,Vol. 39, No. 11

2012

Inventory policies for a partially observed supply capacity model

Q. Yang, Shiji Song, Cheng Wu

2012

The Loss-Averse Retailer’s Ordering Policy under Yield and Demand Uncertainty

Wei Liu, Shiji Song, Cheng Wu

2012

A two-stage hybrid particle swarm optimization algorithm for the stochastic job shop scheduling problem

Rui Zhang, Shiji Song, Cheng Wu

Knowledge-Based Systems

2012

Dynamic Programming and Heuristic for Stochastic Uncapacitated Lot-Sizing Problems with Incremental Quantity Discount

Yuli Zhang, Shiji Song, Cheng Wu, Wen-Jun Yin

2012

Single-period inventory model with discrete stochastic demand based on prospect theory

Wei Liu, Shiji Song, Cheng Wu

2012

Hybrid NSGA-II Algorithm on Multi-objective Inventory Management Problem

Lin Lin, Shiji Song

2011

A hybrid genetic algorithm for two-stage multi-item inventory system with stochastic demand

Yuli Zhang, Shiji Song, He-Ming Zhang, Cheng Wu, Wen-Jun Yin

Neural computing & applications (Print)

2011

Two Techniques to Improve the NEH Algorithm for Flow-Shop Scheduling Problems

Gengcheng Liu, Shiji Song, Cheng Wu

International Conference on Intelligent Computing

2010

动态定价策略下的精确库存成本建模与优化

纪鹏程,宋士吉,吴澄

《控制与决策》

2010

钢铁企业复杂库存环境下的精确库存成本建模

纪鹏程,宋士吉,吴澄,邓军

《计算机集成制造系统》

2010

基于实时成本计算的库存管理模型框架

宋士吉,纪鹏程,吴澄

《中国科技论文》

2010

Multi-echelon multi-item dynamic inventory management via decomposition and coordination algorithm

Yuli Zhang, Shiji Song, Cheng Wu, Wen-Jun Yin

International Conference on Networking, Sensing and Control

2010

Single machine scheduling with sequence-dependent family setups to minimize maximum lateness

Feng Jin, J. N. Gupta, Shiji Song, Cheng Wu

Journal of the Operational Research Society

2010

Stochastic Optimization of Two-stage Multi-item Inventory System with Hybrid Genetic Algorithm

Yuli Zhang, Shiji Song, Cheng Wu, Wen-Jun Yin

LSMS/ICSEE

2010

An inventory model with stochastic lead-time and stochastic demand

Jun Deng, Shiji Song, P. Ji, Bo Zhang

IEEE ICCA 2010

2009

Dominance property based tabu search for single machine scheduling problems with family setups

Jin Feng, Song Shiji, Wu Cheng

Journal Of Systems Engineering And Electronics,Vol. 200, No. 60

2009

A simulated annealing algorithm for single machine scheduling problems with family setups

Feng Jin, Shiji Song, Cheng Wu

Computers & Operations Research,Vol. 36, No. 7

2009

Infinitesimal dividing modeling method for dual suppliers inventory model with random lead times

Ji Pengcheng, Song Shiji, Wu Cheng

Journal Of Systems Engineering And Electronics,Vol. 200, No. 30

2009

A model of stochastic inventory management with intellectual search method

Jun Deng, Shiji Song, P. Ji, Bo Zhang

International Conference on Machine Learning and Computing

2009

Structural Property and Meta-heuristic for the Flow Shop Scheduling Problem

Feng Jin, Shiji Song, Cheng Wu

2008

染整车间染缸优化调度算法研究

金锋,宋士吉,杨建华,吴澄

《计算机集成制造系统》

2008

随机需求和提前期环境下的精确库存成本建模

纪鹏程,宋士吉,吴澄

《计算机集成制造系统》

2008

Makespan distribution of permutation flowshop schedules

Feng Jin, J. N. Gupta, Shiji Song, Cheng Wu

Journal of Scheduling

2008

A Simulated Annealing Based Beam Search Algorithm for the Flow-Shop Scheduling Problem

Feng Jin, Shiji Song, Cheng Wu

International journal of pattern recognition and artificial intelligence

2007

基于大规模FSP问题Block性质的SA算法

金锋,宋士吉,吴澄

《系统工程与电子技术》

2007

一类基于FSP问题Block性质的快速TS算法

金锋,宋士吉,吴澄

《控制与决策》

2007

Infinitesimal Dividing Method: Solving Dual Suppliers Inventory Model with Random Lead Times

P. Ji, Shiji Song, Cheng Wo

International Conference on Machine Learning and Computing

2007

An improved version of the NEH algorithm and its application to large-scale flow-shop scheduling problems

Feng Jin, Shiji Song, Cheng Wu

2006

随机环境下两周期库存系统基于风险效用的最优采购策略

宋士吉,张龙,吴澄,吴晓晖

《电子学报》

2006

基于NDP的遗传算法及其在JSP中的应用

金锋,宋士吉,吴澄

《清华大学学报(自然科学版)》

2006

A New Beam Search Algorithm for the Large-Scale Permutation FSP

Feng Jin, Shiji Song, Cheng Wu

International Conference on Machine Learning and Computing

2006

Infinitesimal Dividing Method: Sole Supplier Inventory Cost Model with Random Lead Times

P. Ji, Shiji Song, Cheng Wu

International Conference on Machine Learning and Computing

2006

Solving Large-scale FSP with NEH Algorithm Based on Block Properties

Feng Jin, Shiji Song, Cheng Wu

World Congress on Intelligent Control and Automation

2005

Supply chain coordination of loss-averse newsvendor with contract

Long Zhang, Shiji Song, Cheng Wu

2004

反向物流及再制造技术的研究现状和发展趋势

储洪胜,宋士吉

《计算机集成制造系统》

2004

基于不确定作业时间的FSMP调度问题研究

羌磊,肖田元,宋士吉

《控制与决策》

2004

供需链管理中合同定量研究及其发展

张龙,宋士吉,刘连臣,吴澄

《控制与决策》

2004

供需链系统的协调机制与风险分配

张龙,宋士吉,刘连臣,吴澄

《清华大学学报(自然科学版)》

2004

On flexible flow shop scheduling problem with uncertain process time

Shiji Song

Kongzhi yu juece

2004

'Study on EOQ model in the fuzzy environment

Long Zhang, Shiji Song, Lianchen Liu, Cheng Wu

Fifth World Congress on Intelligent Control and Automation (IEEE Cat. No.04EX788)

2004

Optimal inventory control policy in fuzzy sense

Long Zhang, Shiji Song, Lianchen Liu, Cheng Wu, Hou-Zhong Xiao

IEEE International Conference on Networking, Sensing and Control

2003

固定采购成本与最小采购量约束下的周期库存

张龙,宋士吉,刘连臣,吴澄

《哈尔滨工业大学学报》

2003

带有供需双方促销努力的供需链合同问题研究

张龙,宋士吉,刘连臣,吴澄

《清华大学学报(自然科学版)》

2002

模糊推理的反向三Ⅰ约束算法

宋士吉,吴澄

《自然科学进展》

2002

模糊推理的反向三I算法

宋士吉,吴澄

《中国科学:技术科学》

2001

Theory of restriction degree of Triple I method with total inference rules of fuzzy reasoning

宋士吉,冯纯伯,吴从炘

Progress in Natural Science:Materials International

2001

模糊推理的三I逄法的RL型支持度分析

孙长银,宋士吉,费树岷,冯纯伯

《应用数学》

2000

模糊推理三I方法的RL型约束度分析

孙长银,宋士吉,费树岷,冯纯伯

《东南大学学报(自然科学版)》

2000

关于模糊推理的全蕴涵三I算法的约束度理论

宋士吉,冯纯伯,吴从炘

《自然科学进展》

Energy-efficient scheduling of CNC machining center by local search enhanced multi-objective grey wolf optimization algorithm

Yun-Dian Chen, Xiao-Ya Liao, Rui Zhang, Shiji Song

Expert systems with applications

会议论文

2024

Managing production and procurement through the put option contract under carbon cap regulation

Han Zhao, Yu Liao, Qinghai Zhang, Wei Liu, Shiji Song

《第43届中国控制会议论文集(16)》

2020

Coordinating supply chains with a risk-averse retailer and a call option contract

Han Zhao, Shiji Song, Yu Liao, Wei Liu

《第32届中国控制与决策会议论文集(4)》

2007

基于改进多目标遗传算法的供应商选择问题研究

周磊,宋士吉

《2007中国控制与决策学术年会》

2000

模糊推理的Zadeh型全蕴涵三Ⅰ算法

宋士吉,冯纯伯,费树岷,孙长银

《第十九届中国控制会议论文集(一)》

预印本

2023

Facilitating Battery Swapping Services for Freight Trucks with Spatial-Temporal Demand Prediction

Liu, Linyu, Zhen Xiang Dai, Shiji Song, Xiaocheng Li, Guanting Chen

arXiv (Cornell University)

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