Dissertations / Theses on the topic 'Solution's accuracy'
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Fabbri, Luca. "Computing primal solutions with exact arithmetics in SCIP." Master's thesis, Alma Mater Studiorum - Università di Bologna, 2015. http://amslaurea.unibo.it/8541/.
Full textGooze, Aaron Isaac. "Real-time transit information accuracy: impacts and proposed solutions." Thesis, Georgia Institute of Technology, 2013. http://hdl.handle.net/1853/47638.
Full textDavda, Kinner. "Accuracy in hip surgery : assessment, consequence and solution." Thesis, Imperial College London, 2015. http://hdl.handle.net/10044/1/29761.
Full textKruk, Serge. "High accuracy algorithms for the solutions of semidefinite linear programs." Thesis, National Library of Canada = Bibliothèque nationale du Canada, 2001. http://www.collectionscanada.ca/obj/s4/f2/dsk3/ftp04/NQ60548.pdf.
Full textBilodeau, Bernard. "Accuracy of a truncated barotropic spectral model : numerical versus analytical solutions." Thesis, McGill University, 1985. http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=66037.
Full textGarcía-Blanco, Raquel. "Efficient solvers for power flow equations : parametric solutions with accuracy control assessment." Doctoral thesis, Universitat Politècnica de Catalunya, 2017. http://hdl.handle.net/10803/458887.
Full textEl modelo de flujo de potencias se usa para predecir el comportamiento de redes eléctricas y desemboca en la resolución de un sistema de ecuaciones algebraicas no lineales. Modelar una red es esencial para optimizar su diseño y control. Ambas aplicaciones requieren una respuesta rápida a las múltiples peticiones de una familia paramétrica de problemas de flujo de potencias. Diversos métodos de resolución se diseñaron especialmente para resolver la versión algebraica de las ecuaciones de flujo de potencias. Sin embargo, no existe ninguna metodología que proporcione una solución explícita al problema paramétrico de flujo de potencias (esto quiere decir, un vademecum computacional explícito en términos de los parámetros). Esta tesis tiene como objetivo diseñar algoritmos que produzcan vademecums para el problema paramétrico de flujo de potencias. Una vez que las soluciones están disponibles, resolver problemas para diferentes valores de los parámetros es un posproceso extremadamente rápido (en tiempo real) y por lo tanto los problemas de diseño óptimo y control se pueden resolver inmediatamente. En la primera fase, una nueva familia de métodos de resolución iterativos para la versión algebraica del problema se construye. El método se basa en una formulación híbrida del problema combinado con un esquema de direcciones alternadas. Estos métodos se han diseñado para generalizarlos de forma que puedan resolver la versión paramétrica del problema siguiendo una estrategia llamada Descomposición Propia Generalizada (PGD). El método de resolución para el problema paramétrico calcula las incógnitas paramétricas usando la técnica PGD. El algoritmo sigue los mismo pasos que el algoritmo algebraico, pero algunas operaciones se llevan a cabo en el ambiente PGD, esto requiere algoritmos iterativos anidados. El método de resolución PGD se acompaña con una evaluación del error cometido permitiendo monitorizar la convergencia de los procesos iterativos y decidir el número de términos que requiere la solución para alcanzar la precisión preescrita. Diferentes ejemplos de redes reales y tests estándar se usan para demostrar el funcionamiento de las metodologías propuestas.
Capper, Steven David. "High Accuracy Methods for the Solution to Two Point Boundray Value." Thesis, Imperial College London, 2008. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.498602.
Full textLiu, Yang. "Improving the Accuracy of Variable Selection Using the Whole Solution Path." Bowling Green State University / OhioLINK, 2015. http://rave.ohiolink.edu/etdc/view?acc_num=bgsu1435858170.
Full textVeluri, Subrahmanya Pavan Kumar. "Code Verification and Numerical Accuracy Assessment for Finite Volume CFD Codes." Diss., Virginia Tech, 2010. http://hdl.handle.net/10919/28715.
Full textPh. D.
Ryan, Keegan P. "Experimental Testing of the Accuracy of Attitude Determination Solutions for a Spin-Stabilized Spacecraft." DigitalCommons@USU, 2011. https://digitalcommons.usu.edu/etd/1007.
Full textBani-Hashemian, Mohammad Hossein. "Accurate and Efficient Solution of the Smoluchowski Equation." Thesis, Uppsala universitet, Institutionen för informationsteknologi, 2011. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-156440.
Full textDe, Florio Mario. "Accurate Solutions of the Radiative Transfer Problem via Theory of Connections." Master's thesis, Alma Mater Studiorum - Università di Bologna, 2019.
Find full textMargitus, Michael. "Optimal interpolation grids for accurate numerical solutions of singular ordinary differential equations /." Online version of thesis, 2009. http://hdl.handle.net/1850/10823.
Full textKöylüoglu, Tugay, and Lukas Hennicks. "Evaluating rain removal image processing solutions for fast and accurate object detection." Thesis, KTH, Mekatronik, 2019. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-254446.
Full textAutonoma fordon är för privat samt offentlig sektor ett viktigt område i modern forskning. Osäkerheten med autonoma fordon är en viktig anledning till varför de idag inte nått konsumentmarknaden. Systemen för autonoma fordon blir mer robusta med inkludering av flera sensorer av olika typer, vilka oftast är kameror, radar och lidars. Fordon med dessa sensorer kan snabbt öka i pris vilket gör dem mindre tillgängliga för olika marknader. Detta skulle kunna lösas med färre sensorer som däremot är mer robusta. Denna avhandling diskuterar problemet med en specific felmodell för kameror, vilket är minskat synfält som påverkas av regnigt väder. Kalman filter och diskret vågkomponent-transformation med bilateral filtrering utvärderades som regnborttagningsalgoritmer och testades med You Only Look Once (YOLOv3), en modern objektigenkänningsmetod. Filtrerade videofilmer i dagstid och kvällstid testades med YOLOv3 och resultaten visade att noggrannheten inte ökade tillräckligt mycket för att vara användbara för autonoma fordon. Med grafikkorten tillgängliga för denna avhandling är inte YOLOv3 snabb nog för ett fordon att hinna stanna i tid före kollision om bilen kör i 110km/h och ett föremål dyker upp 80m framför. Däremot antas det att fordon utrustade med Nvidias Titan X borde hinna stanna i tid före kollision. Avhandlingen ser däremot potential inom detta forskningsområde och föreslår att liknande test fast med andra objektigenkänningsmetoder bör utföras.
Bommakanti, Hemanth Ram Kartik. "Impact of Time Synchronization Accuracy in Integrated Navigation Systems." Thesis, KTH, Skolan för elektroteknik och datavetenskap (EECS), 2019. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-260239.
Full textGNSS / IMU integrerade navigationssystem kombinerar de positiva egenskaperna hos GNSS och IMU för optimal prestanda i noggranna navigationssystem. Detta görs med hjälp av sensorfusion, till exempel EKF. Tidssynkronisering av IMU-data med exakt GNSS-baserad tid är nödvändigt för att noggrant synkronisera de två systemen. Detta måste göras i realtid för tidskänsliga navigationsapplikationer såsom autonoma fordon. Forskningen görs i två delar. Den första delen är simulering av icke-linjär rörelse i en axel med felaktig tidsstämpling hos ett gyroskop och en accelerometer. Detta görs för att erhålla det högsta tidsfel som är acceptabelt hos ett GNSS / INS-system med hög noggrannhet. Den andra delen är skapandet av en realtidsalgoritm med ett inbyggt STM32-system med FreeRTOS som realtidskärna för en GNSSmottagare och antenn, tillsammans med en IMU-sensor. En jämförande analys av det tidssynkroniserade systemet mot ett osynkroniserat system görs baserat på de positionsfel längs en axel som produceras av gyroskopoch accelerometermätningar. Detta görs genom att utföra statiska och roterande tester med hjälp av en roterande stol.Simuleringen visar att ett noggrant GNSS / INS-system tolererar ett tidsfel på upp till 1 millisekund. Realtidslösningen ger IMU-data med tidsstämplar synkroniserade med GNSS-tid var femte millisekund. Tidsjittret reduceras till ett intervall mellan ± 1 millisekund. Analysen av det slutliga vinkelrotationsfelet och positionsfelet från gyroskopoch accelerometermätningar indikerar att realtidsalgoritmen ger ett lägre fel när systemet är statiskt. Det finns dock inga statistiska bevis för förbättringen från resultaten av rotationstesterna.
Holdship, Simon John. "In search of accurate quantum mechanical solutions to small systems of chemical interest." Thesis, University of Southampton, 1989. https://eprints.soton.ac.uk/421959/.
Full textAyyalasomayajula, Haritha. "High-order accurate solution for flow through a turbine linear cascade." Cincinnati, Ohio : University of Cincinnati, 2003. http://rave.ohiolink.edu/etdc/view?acc%5Fnum=1054757181.
Full textAYYALASOMAYAJULA, HARITHA. "HIGHER-ORDER ACCURATE SOLUTION FOR FLOW THROUGH A TURBINE LINEAR CASCADE." University of Cincinnati / OhioLINK, 2003. http://rave.ohiolink.edu/etdc/view?acc_num=ucin1054757181.
Full textCrossley, Amanda Jane. "Accurate and efficient numerical solutions for the Saint Venant equations of open channel flow." Thesis, University of Nottingham, 1999. http://eprints.nottingham.ac.uk/10109/.
Full textPlatte, Rodrigo B. "Accuracy and stability of global radial basis function methods for the numerical solution of partial differential equations." Access to citation, abstract and download form provided by ProQuest Information and Learning Company; downloadable PDF file 8.72Mb, 143 p, 2005. http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&res_dat=xri:pqdiss&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&rft_dat=xri:pqdiss:3181853.
Full textLynch, M. A. M. "Accurate and efficient algorithms for the approximate solution of large hyperbolic problems." Thesis, Heriot-Watt University, 1992. http://hdl.handle.net/10399/1473.
Full textPearson, M. L. "Strategy and strategy change in the solution of three term series problems under instructions stressing accuracy over speed." Thesis, Open University, 1985. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.355000.
Full textAshraf, El-kutb Mousa. "Characteristics of Wet Tropospheric Delay Deduced from Water Vapor Radiometer Data and Their Implications for GPS Baseline Solution Accuracy." 京都大学 (Kyoto University), 1997. http://hdl.handle.net/2433/202445.
Full textChoudhary, Aniruddha. "Verification of Compressible and Incompressible Computational Fluid Dynamics Codes and Residual-based Mesh Adaptation." Diss., Virginia Tech, 2015. http://hdl.handle.net/10919/51169.
Full textPh. D.
Stern, Louis G. "An explicitly conservative method for time-accurate solution of hyperbolic partial differential equations on embedded Chimera grids /." Thesis, Connect to this title online; UW restricted, 1996. http://hdl.handle.net/1773/6758.
Full textRaghuvanshi, Anurag. "Characterization of Airborne Antenna Group Delay as a Function of Arrival Angle and its Impact on Accuracy and Integrity of the Global Positioning System." Ohio University / OhioLINK, 2018. http://rave.ohiolink.edu/etdc/view?acc_num=ohiou1533314646617932.
Full textPreviti, Alberto <1985>. "Fast and accurate numerical solutions in some problems of particle and radiation transport: synthetic acceleration for the method of short characteristics, Doppler-broadened scattering kernel, remote sensing of the cryosphere." Doctoral thesis, Alma Mater Studiorum - Università di Bologna, 2014. http://amsdottorato.unibo.it/6599/.
Full textQuesto lavoro si propone di presentare diversi aspetti della simulazione numerica del trasporto di particelle e di radiazione per applicazioni industriali e di protezione ambientale, per consentire l'analisi di processi fisici complessi in modo veloce, affidabile ed efficiente. Nella prima parte è trattata la velocizzazione della simulazione numerica del trasporto di neutroni per l'analisi del nocciolo di un reattore nucleare. Le proprietà di convergenza della source iteration del Metodo delle Caratteristiche applicate a geometrie strutturate eterogenee sono state migliorate per mezzo della Boundary Projection Acceleration, consentendo lo studio di geometrie 2D e 3D con la teoria del trasporto senza omogeneizzazione spaziale. Le prestazioni computazionali sono state verificate tramite il benchmark C5G7 2D e 3D, mostrando una sensibile riduzione del numero di iterazioni e del tempo di calcolo. La seconda parte è dedicata allo studio dello scattering elastico dei neutroni con isotopi pesanti in funzione della temperatura vicino alla zona termica. È presentato il calcolo numerico della convoluzione Doppler del kernel di scattering elastico col modello gas per una generale sezione d'urto dipendente dall'energia e per una generica legge di scattering nel sistema del centro di massa. L'intervallo di integrazione è stata ottimizzato utilizzando un cutoff numerico, consentendo una valutazione numerica più veloce dell'integrale. I momenti di Legendre del kernel di trasferimento sono successivamente ottenuti per quadratura diretta e validati tramite un'analisi numerica della convergenza. La terza parte è focalizzata alle applicazioni di telerilevamento del trasferimento radiativo per indagini sulla criosfera terrestre. L'equazione del trasporto per fotoni è applicata per simulare la riflettività dei ghiacciai a diverse età dello strato di neve o ghiaccio, al suo spessore, alla presenza o meno di altri strati sottostanti, al grado di polvere inclusa nella neve, creando un sistema in grado di decifrare segnali spettrali raccolti dai rivelatori orbitanti.
Hardy, Benjamin Arik. "A New Method for the Rapid Calculation of Finely-Gridded Reservoir Simulation Pressures." Diss., CLICK HERE for online access, 2005. http://contentdm.lib.byu.edu/ETD/image/etd1123.pdf.
Full textYeh, Wen-Kai, and 葉文凱. "Accuracy analysis of navigational solutions using double- differenced C/A code psuedoranges." Thesis, 1995. http://ndltd.ncl.edu.tw/handle/85313266617091043874.
Full text國立成功大學
測量工程學系
83
The fast development of the Global Positioning System has made the GPS-based Automatic Vehicle Location and Navigation (AVLN) systems in creaasingly popular.By far, most of the ground vehicle navigation systems have employed the differential GPS method for positioning. The accuracy of navigational receivers using C/A code pseudorange position has been on the order of 5 - 10 meters. This study focus on a C/A code psuedorange double difference technique that combines the C/A code psuedorange measurments at a reference station and at a moving platform to generate an optimal navigation solution. For the purpose of continuous positioning, a supplementary positioning system is also incorported to overcome the problem of signal blocking. fully describe the characteristics of a moving platform and achieve system integration the Extended Kalman Filter is adopted to obtain smooth trajectory solutions. Experiments were conducted to evaluate the performance of the navigation solution from using C/A code psuedurange double difference measurement and fromusing a DGPS method. The results from the tests using a static and a kinematic method show that the accuracy and stability of C/A code measurements with double difference is better than the DGPS. Also,in a short time of singal-shelled condition for supplementary positioning system has functioned properly to achieve the goal of continuos positioning.
"Improved accuracy of numerical solutions of coupled Stokes and Darcy flows based on boundary integrals." Tulane University, 2007.
Find full textacase@tulane.edu
Schofield, Grady Lynn. "Computing accurate solutions to the Kohn-Sham problem quickly in real space." Thesis, 2014. http://hdl.handle.net/2152/25983.
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Chen, Lan Chung, and 陳嵐中. "Very High Accurate Solutions of Motz's Problem by The Conformal Transformation Method." Thesis, 1999. http://ndltd.ncl.edu.tw/handle/55033446222464324381.
Full text國立中山大學
應用數學系
87
For the benchmark of singularity problems, Motz's problem, two most accurate numerical methods are provided: (1) The conformal transformation method (CTM) for the leading coefficients in the solution expansions. (2) The boundary approximation methods (BAM) for the entire solutions. In this paper, new analysis on truncation and rounding errors is made to guarantee very high accuracy of singular coefficients of the Motz solutions. Most importantly, we provide the following most accurate leading coefficients of the Motz solutions ever published so far, which may be used to test new algorithms for singularity problems in the 21th century.
(7485122), Miaomiao Ma. "Accuracy Explicitly Controlled H2-Matrix Arithmetic in Linear Complexity and Fast Direct Solutions for Large-Scale Electromagnetic Analysis." Thesis, 2019.
Find full text(10731936), Hao Li. "Accuracy and Monotonicity of Spectral Element Method on Structured Meshes." Thesis, 2021.
Find full textSleiman, Mohamad. "A time-accurate finite element solution of the Navier-Stokes equations." Thesis, 1995. http://spectrum.library.concordia.ca/4740/1/MM01358.pdf.
Full textTsang, Winnie. "Helping hand : an anatomically accurate inverse dynamics solution for unconstrained hand motion." 2005. http://link.library.utoronto.ca/eir/EIRdetail.cfm?Resources__ID=362353&T=F.
Full textChang, Jyh-Ren, and 張志仁. "Precise Orbit Determination and High Accurate Baseline Solution Using Regional GPS Network." Thesis, 1994. http://ndltd.ncl.edu.tw/handle/94656043366799106299.
Full textHo, Kung-Chu, and 何恭竹. "Investigation of Low Frequency Electrolytic Solution Behavior with an Accurate Electrical Impedance Method." Thesis, 2017. http://ndltd.ncl.edu.tw/handle/01360196187680115271.
Full text國立臺灣大學
電子工程學研究所
105
This dissertation reports the investigation of strong univalent electrolytic solutions with a low-frequency electrical impedance method realized through a specific microfluidic device and high resolution instruments. We have shown the better repeatability and accuracy of the proposed impedance method, especially in the lower end of the investigated frequency regime. Moreover, the experimental data shows higher accuracy in the cases of concentrated electrolytic solutions. As verified by the experimentally measured data, the electrolytic behavior reveals strong frequency dispersion relation at low frequencies because dissolved ions not only accumulate at the electrode-electrolyte interface but also align themselves in the microfluidic device along the electric field direction. At higher frequencies, the periodic reversal of the electric field represents so fast that the ions behave less diffuse in the direction of the electric field. Therefore, the improved mobility of ionic carriers is responsible for the conduction mechanism. For the same electrolytic sample, the relaxation frequency of concentrated electrolytes becomes higher owing to the stronger total polarization coming from the higher conductivity as well as the lower resistance in the electrolytes, which is obvious in the concentration above 10-4 M. With the same concentration, the acidic electrolytes represent the highest conductivity, which can be ascribed to the extra assistance of proton transfer mechanism between hydronium ions and water molecules. What’s more, all electrolytic solutions appear the so-called relaxation frequency at each peak value of dielectric loss due to relaxing total polarization inside the solution device. The relaxation frequency of acidic electrolytes also becomes higher because of the proton transfer, which results in the higher conductivity as well as the lower bulk resistance in the acidic electrolytic solutions. Finally, we derived an AC conductivity in the electrolytic solution base on a second-order Newton differential equation of motion, then solved an optimal numerical solution by applying the least square error method (LSEM). We found that the tendency of the frequency-dependent mobility in our experiment is highly correlated to the conventional literatures, especially in the lower end of the frequency, that is, approaching to DC condition, which is sufficient to prove the high potential of predicting ability of the theoretical model. The results of this dissertation is expected to apply on the liquid circuit device development. We hope to further realize the ion movement from the experiment to seek the possibility of developing novel liquid devices with frequency-tunable dielectric constant. Based on this idea, a novel light valve with tunable amount of light output can be designed. That is, the gray scale can be changed. Then the conventional liquid crystal technology can be entirely replaced if the related technology has been well-developed.
Ching-te, Hwang, and 黃景德. "Accurate one-dimensional approximate solutions and critical heat transfer characteristics analysis of an insulated oval duct." Thesis, 2006. http://ndltd.ncl.edu.tw/handle/85050551977920241246.
Full text崑山科技大學
機械工程研究所
94
Conventional unreliable heat transfer results of an insulated oval duct are generated by an inaccurate approximation of an oval perimeter equation. The greater the long-short-axes ratio, the bigger the error becomes. On the other hand, the present results are based on very accurate oval perimeters obtained by an integral method. The one-dimensional results of PWTR and 91-CPWTR models are compared with those of numerical results. It is found that in practical situations, that is, long-short-axes ratio is less or equal to 3.5, satisfactory and reliable solutions can be obtained by the one-dimensional PWTR model. However, when the long-short-axes ratio is greater than 3.5, accurate and reliable solutions can only be achieved by the one-dimensional 9-1CPWTR model, which returns most errors within ±0.5 % for situations of practical duct sizes and insulated thickness (t/R2<0.5). Even in situations of a extraordinary large insulated thickness (t/R2=2.0), most errors are within ±2 %. Apart from this, the heat transfer characteristics of critical and neutral thickness of a very small insulated oval duct are also investigated in this study. It is found that the critical heat transfer characteristics of a very small insulated oval duct are different from those of an equivalent insulated circular duct. The bigger the long-short-axes ratio is, the greater difference becomes. In here, results are presented along with the change of dimensionless duct size or/and long-short-axes ratio.
Dunsmore, Marnie. "A versatile and accurate 2-D solution of finite and infinite extent coplanar waveguide." Thesis, 1995. http://hdl.handle.net/2429/3552.
Full textTowne, Aaron S. "Advancements in Jet Turbulence and Noise Modeling: Accurate One-Way Solutions and Empirical Evaluation of the Nonlinear Forcing of Wavepackets." Thesis, 2016. https://thesis.library.caltech.edu/9361/7/AST_thesis_final.pdf.
Full textAlberto, José Miguel Mamede Albuquerque Vieira. "MATHEMATICAL APPROACH FOR AN ACCURATE SOLUTION OF THE CIRCUIT MODEL OF RESONATOR ARRAYS FOR INDUCTIVE POWER TRANSFER." Doctoral thesis, 2018. http://hdl.handle.net/10316/80431.
Full textMeunier, Quentin. "Étude de deux solutions pour le support matériel de la programmation parallèle dans les multiprocesseurs intégrés : vol de travail et mémoires transactionnelles." Phd thesis, 2010. http://tel.archives-ouvertes.fr/tel-00532794.
Full textHsieh, Meng-Shu, and 謝孟書. "An accurate solution to the clinical unmet need for the diagnosis of treatment-experienced Helicobacter Pylori:Gastric juice-based PCR assay." Thesis, 2017. http://ndltd.ncl.edu.tw/handle/34053500939572449559.
Full text高雄醫學大學
臨床醫學研究所
105
Background The culture method has been strongly emphasized in the clinical setting of Helicobacter pylori (H. pylori) eradication failure because retreatment strategy can be tailored based on the culture antibiotics susceptibility test. However, the culture method yields low accuracy, especially in treatment-experienced H. pylori infection. The current clinical unmet need in the setting of treatment-experienced H. pylori infection is one diagnostic method with satisfying accuracy as well as the ability to perform the antibiotics susceptibility test. Theoretically, gastric juiced-based PCR is able to provide both strengths, but there is no clinical data. Our study intended to provide the data regarding the diagnostic accuracy of gastric juice-based PCR in the treatment-experienced H. pylori infection and compare the results of gastric juice-based PCR with that of the culture method. Methods We included 711 patients and categorized them into 4 groups based on their previous treatment history: treatment-naïve, post 1st line therapy, post 2nd line therapy and post 3rd line therapy. The status of H. pylori infection in each subject was confirmed according to the following clinical gold standards: concordant positive histology and rapid urease test or positive urease breath test. We performed gastric juice-based PCR and culture in each subject and then calculated the sensitivity, specificity, positive predictive value, negative predictive value and accuracy of gastric juice-based PCR as well as culture method. Finally, we compared the results with Fisher’s exact test. Results Our findings demonstrated that the accuracy of gastric juice-based PCR was higher than that of the traditional culture method in treatment-naïve patients (96% vs 87%, p values = 0.0001), in patients post 1st line therapy (97% vs 79%, p values = 0.0002), in patients post 2nd line therapy (96% vs 77%, p values = 0.0012) and in patients post 3rd line therapy (100% vs 70%, p values = 0.0092). The sensitivity of gastric juice-based PCR was also better than that of the traditional culture method in treatment-naïve patients (92% vs 58%, p values < 0.0001), in patients post 1st line therapy (90% vs 35%, p values < 0.0001), in patients post 2nd line therapy (93% vs 60%, p values = 0.0006) and in patients post 3rd line therapy (100% vs 22%, p values = 0.0023). The specificity, positive predictive and negative predictive values were calculated as well. The results indicated that gastric juice-based PCR outperformed the traditional culture method in diagnosis of treatment-experienced H pylori. Conclusion The gastric juice-based PCR yields more accurate diagnosis in treatment-experienced H. pylori than the traditional culture method and also provides the anti-microbial susceptibility test to guide subsequent retreatment therapy. Our study demonstrated that gastric juice-based PCR suits the current unmet need for the management of treatment-experienced H pylori and has very promising potential for widespread application in the setting of treatment failure.