[1] ZUBI G,DUFO-LóPEZ R,CARVALHO M,et al.The lithium-ion battery:State of the art and future perspectives[J]. Renewable and Sustainable Energy Reviews,2018,89:292-308.

[2] DIOUF B,PODE R. Potential of lithium-ion batteries in renewable energy[J].Renewable Energy,2015,76:375-380.

[3] GUERFI A,DONTIGNY M,CHAREST P,et al.Improved electrolytes for Li-ion batteries:Mixtures of ionic liquid and organic electrolyte with enhanced safety and electrochemical performance[J]. Journal of Power Sources,2010,195(3):845-852.

[4] BALAKRISHNAN P G, RAMESH R, PREM KUMAR T.Safety mechanisms in lithium-ion batteries[J].Journal of Power Sources,2006,155(2):401-414.

[5] LEE S,KIM J,LEE J,et al.State-of-charge and capacity estimation of lithium-ion battery using a new opencircuit voltage versus state-of-charge[J]. Journal of Power Sources,2008,185(2):1367-1373.

[6] NG K S,MOO C S,CHEN Y P,et al.Enhanced coulomb counting method for estimating state-of-charge and state-of-health of lithium-ion batteries[J]. Applied Energy,2009,86(9):1506-1511.

[7] TANG C,YUAN Z R,LIU G,et al.Acoustic emission analysis of 18650 lithium-ion battery under bending based on factor analysis and the fuzzy clustering method[J].Engineering Failure Analysis,2020,117:104800.

[8] ZHANG W F,LYU N W,JIN Y.Internal short circuit warning method of parallel lithium-ion module based on loop current detection[J]. Journal of Energy Storage,2023,72:108796.

[9] BENSAAD Y,FRIEDRICHS F,BAUMH?FER T,et al. Embedded real-time fractional-order equivalent circuit model for internal resistance estimation of lithiumion cells[J]. Journal of Energy Storage,2023,67:107516.

[10] SCHUSTER S F,BRAND M J,CAMPESTRINI C,et al. Correlation between capacity and impedance of lithium-ion cells during calendar and cycle life[J].Journal of Power Sources,2016,305:191-199.

[11] LEE C Y,LEE S J,TANG M S,et al.In situ monitoring of temperature inside lithium-ion batteries by flexible micro temperature sensors[J].Sensors,2011,11(10):9942-9950.

[12] XIAO Z L,LIU C,ZHAO T T,et al.Review:Online monitoring of internal temperature in lithium-ion batteries[J]. Journal of the Electrochemical Society,2023,170(5):057517.

[13] ZHAO Y,STEIN P,BAI Y,et al.A review on modeling of electro-chemo-mechanics in lithium-ion batteries[J].Journal of Power Sources,2019,413:259-283.

[14] BAIRD A R,ARCHIBALD E J,MARR K C,et al.Explosion hazards from lithium-ion battery vent gas[J].Journal of Power Sources,2020,446:227257.

[15] APPLEBERRY M C,KOWALSKI J A,AFRICK S A,et al.Avoiding thermal runaway in lithium-ion batteries using ultrasound detection of early failure mechanisms[J].Journal of Power Sources,2022,535:231423.

[16] ZHAO X, WANG P, CHAO P, et al. An overview on research progress of sensors for detecting safety of lithium batteries[J]. Journal of Transport Information and Safety, 2022, 40(6):127-136.

[17] CRESCENTINI M,SYEDA S F,GIBIINO G P.Halleffect current sensors:Principles of operation and implementation techniques[J].IEEE Sensors Journal,2022,22(11):10137-10151.

[18] DENG X Y,LI Z R,PENG Q X,et al.Research on the magneto-optic current sensor for high-current pulses[J].Review of Scientific Instruments,2008,79(8):083106.

[19] RIPKA P.Electric current sensors:A review[J].Measurement Science and Technology,2010,21(11):112001.

[20] YANG S L,ZHANG J.Current progress of magnetoresistance sensors[J].Chemosensors,2021,9(8):211.

[21] XU L,HUIJSING J H,MAKINWA K A A.A±4-a high-side current sensor with 0.9%gain error from-40℃to 85℃using an analog temperature compensation technique[J].IEEE Journal of Solid-State Circuits,2018,53(12):3368-3376.

[22] LEE C Y,PENG H C,LEE S J,et al.A flexible threein-one microsensor for real-time monitoring of internal temperature,voltage and current of lithium batteries[J].Sensors,2015,15(5):11485-11498.

[23]庄全超，徐守冬，邱祥云，等．锂离子电池的电化学阻抗谱分析[J]．化学进展，2010,22(6):1044-1057.

[24] HOWEY D A,MITCHESON P D,YUFIT V,et al.Online measurement of battery impedance using motor controller excitation[J].IEEE Transactions on Vehicular Technology,2014,63(6):2557-2566.

[25] ABU QAHOUQ J A,XIA Z Y. Single-perturbationcycle online battery impedance spectrum measurement method with closed-loop control of power converter[J].IEEE Transactions on Industrial Electronics,2017,64(9):7019-7029.

[26] QIAN G J,WANG Y,ZHENG Y J,et al.The timescale identification and quantification of complicated kinetic processes in lithium-ion batteries based on microreference electrodes[J]. Journal of Power Sources,2024,614:235034.

[27] PRITZL D,LANDESFEIND J,SOLCHENBACH S,et al.An analysis protocol for three-electrode Li-ion battery impedance spectra:Part II. analysis of a graphite anode cycled vs. LNMO[J]. Journal of the Electrochemical Society,2018,165(10):A2145-A2153.

[28] ZHANG G S,CAO L,GE S H,et al.In situ measurement of radial temperature distributions in cylindrical Liion cells[J]. Journal of the Electrochemical Society,2014,161(10):A1499-A1507.

[29] YANG Y,RAYMAND D,BRANDELL D. A costeffective alternative to accelerating rate calorimetry:Analyzing thermal runaways of lithium-ion batteries through thermocouples[J]. Journal of Power Sources,2024,612:234807.

[30] VINCENT T A,GULSOY B,SANSOM J E H,et al.Insitu instrumentation of cells and power line communication data acquisition towards smart cell development[J].Journal of Energy Storage,2022,50:104218.

[31] WU L W,WANG J,LAN G T,et al.BaTiO3-BiMnO3perovskite NTC thermistors for high-temperature batteries[J].Journal of Alloys and Compounds,2025,1011:178396.

[32] SHADMAN R M,DANILOV D L,BAGHALHA M,et al.Adaptive thermal modeling of Li-ion batteries[J].Electrochimica Acta,2013,102:183-195.

[33] ZHU S X,HAN J D,AN H Y,et al.A novel embedded method for in situ measuring internal multi-point temperatures of lithium ion batteries[J]. Journal of Power Sources,2020,456:227981.

[34] LI B,PAREKH M H,ADAMS R A,et al.Lithium-ion battery thermal safety by early internal detection,prediction and prevention[J].Scientific Reports,2019,9(1):13255.

[35] ZHU Y Y,XIE J,PEI A,et al.Fast lithium growth and short circuit induced by localized-temperature hotspots in lithium batteries[J].Nature Communications,2019,10(1):2067.

[36] KIM S,WEE J,PETERS K,et al. Multiphysics coupling in lithium-ion batteries with reconstructed porous microstructures[J].The Journal of Physical Chemistry C,2018,122(10):5280-5290.

[37] HUANG J Q, ALBERO BLANQUER L,BONEFACINO J,et al. Operando decoding of chemical and thermal events in commercial Na(Li)-ion cells via optical sensors[J]. Nature Energy,2020,5(9):674-683.

[38] PENG J,JIA S H,YU H Q,et al.Design and experiment of FBG sensors for temperature monitoring on external electrode of lithium-ion batteries[J].IEEE Sensors Journal,2021,21(4):4628-4634.

[39] MATEEV V,MARINOVA I,KARTUNOV Z. Gas leakage source detection for Li-ion batteries by distributed sensor array[J].Sensors,2019,19(13):2900.

[40] WENGER M,WALLER R,LORENTZ V R H,et al.Investigation of gas sensing in large lithium-ion battery systems for early fault detection and safety improvement[C]//IECON 2014-40th Annual Conference of the IEEE Industrial Electronics Society. October 29-November 1,2014,Dallas,TX,USA. IEEE,2014:5654-5659.

[41] WANG P D,ZHOU H,ZHANG L M,et al.In situ Xray micro-computed tomography study of the damage evolution of prefabricated through-holes in SLM-Printed AlSi10Mg alloy under tension[J].Journal of Alloys and Compounds,2020,821:153576.

[42] FORTIER A,TSAO M,WILLIARD N,et al.Preliminary study on integration of fiber optic Bragg grating sensors in Li-ion batteries and in situ strain and temperature monitoring of battery cells[J].Energies,2017,10(7):838.

[43] NASCIMENTO M,NOVAIS S,DING M S,et al.Internal strain and temperature discrimination with optical fiber hybrid sensors in Li-ion batteries[J]. Journal of Power Sources,2019,410:1-9.

[44] YU Y F,VERGORI E,MADDAR F,et al.Real-time monitoring of internal structural deformation and thermal events in lithium-ion cell via embedded distributed optical fibre[J]. Journal of Power Sources,2022,521:230957.

[45] DENG Z,HUANG Z Y,SHEN Y,et al. Ultrasonic scanning to observe wetting and “unwetting” in Li-ion pouch cells[J].Joule,2020,4(9):2017-2029.

[46] CAI Z D,PAN T L,JIANG H Y,et al.State-of-charge estimation of lithium-ion batteries based on ultrasonic detection[J]. Journal of Energy Storage,2023,65:107264.

[47] TRAN M K,MATHEW M,JANHUNEN S,et al.A comprehensive equivalent circuit model for lithium-ion batteries,incorporating the effects of state of health,state of charge,and temperature on model parameters[J].Journal of Energy Storage,2021,43:103252.

[48] WANG Y J,TIAN J Q,SUN Z D,et al.A comprehensive review of battery modeling and state estimation approaches for advanced battery management systems[J].Renewable and Sustainable Energy Reviews,2020,131:110015.

[49] ZHOU L,LAI X,LI B,et al.State estimation models of lithium-ion batteries for battery management system:Status,challenges,and future trends[J]. Batteries,2023,9(2):131.

[50] ZHOU X N,ZHOU S D,GAO Z C,et al.A statistical distribution-based pack-integrated model towards state estimation for lithium-ion batteries[J].eTransportation,2024,19:100302.

[51] MAO S Y,HAN X B,LU Y,et al.Multi sensor fusion methods for state of charge estimation of smart lithiumion batteries[J]. Journal of Energy Storage,2023,72:108736.

[52] ZENG Y S,MENG J H,PENG J C,et al. State of health estimation of lithium-ion battery considering sensor uncertainty[J].Journal of Energy Storage,2023,72:108667.

[53] XIONG R,SUN X J,MENG X F,et al. Advancing fault diagnosis in next-generation smart battery with multidimensional sensors[J]. Applied Energy,2024,364:123202.

[54] FENG X N,PAN Y,HE X M,et al.Detecting the internal short circuit in large-format lithium-ion battery using model-based fault-diagnosis algorithm[J]. Journal of Energy Storage,2018,18:26-39.

[55] QUAN R,ZHANG J,FENG Z X.Remote fault diagnosis for the powertrain system of fuel cell vehicles based on random forest optimized with a genetic algorithm[J].Sensors,2024,24(4):1138.

[56] ZHENG Y F,ZHANG Z J,ZHOU S D,et al.Innovative fault diagnosis and early warning method based on multifeature fusion model for electric vehicles[J].Journal of Energy Storage,2024,78:109681.

[57] YANG S C,WANG X,ZHOU S D,et al. Multiscenario failure diagnosis for lithium-ion battery based on coupling PSO-SA-DBSCAN algorithm[J]. Journal of Energy Storage,2024,99:113393.