USPTO Examiner ZHANG SHIRLEY X - Art Unit 2442

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18954944ARTIFICIAL INTELLIGENCE (AI) DRIVEN TAXONOMY FRAMEWORK GENERATIONNovember 2024May 2025Allow610YesNo
18408646System and Method of Classification of Traffic Flows in a Communication NetworkJanuary 2024April 2025Abandon1520NoNo
18460038CONTINUOUS IDENTITYSeptember 2023June 2025Allow2210NoNo
18352983SMART AND OPTIMIZED DATA LOADERJuly 2023August 2024Allow1320YesNo
18335658GENERATING NETWORK FLOW PROFILES FOR COMPUTING ENTITIESJune 2023March 2025Allow2110YesNo
18329619RESOURCE ALLOCATION SYSTEM AND METHOD FOR A CLOUD ENVIRONMENTJune 2023February 2025Allow2010NoNo
18329599Ansible IntelScanJune 2023April 2025Abandon2210NoNo
18328612Framework for Automatically Establishing Secure Connections for Streaming Audio and Video Data Between Devices Based on Device State CriteriaJune 2023July 2024Allow1300NoNo
18327054METHOD AND SYSTEM FOR PREDICTING MALICIOUS ENTITIESJune 2023June 2025Allow2410YesNo
18200311Load Balancing System for the Execution of Applications on Reconfigurable ProcessorsMay 2023January 2025Allow1920YesNo
18310461DYNAMICALLY ROUTING CODE FOR EXECUTINGMay 2023September 2024Allow1710YesNo
18140687ENABLING A SECURING OF CRYPTOGRAPHIC OPERATIONSApril 2023March 2025Allow2300NoNo
18032819METHOD FOR DETECTING AN AUDIO ADVERSARIAL ATTACK WITH RESPECT TO A VOICE INPUT PROCESSED BY AN AUTOMATIC SPEECH RECOGNITION SYSTEM, CORRESPONDING DEVICE, COMPUTER PROGRAM PRODUCT AND COMPUTER-READABLE CARRIER MEDIUMApril 2023February 2025Allow2200NoNo
18136043DECENTRALIZED COMPUTING NETWORKS, ARCHITECTURES AND TECHNIQUES FOR PROCESSING EVENTS ACROSS MULTIPLE CHANNELSApril 2023February 2025Allow2210NoNo
18132859TECHNIQUES FOR ADAPTIVE PIPELINING COMPOSITION FOR MACHINE LEARNING (ML)April 2023June 2024Allow1410NoNo
18130125Adaptable On-Deployment Learning Platform for Driver Analysis Output GenerationApril 2023September 2024Allow1810YesNo
18122301CHATBOT UTTERANCE ROUTING IN A PROVIDER NETWORKMarch 2023July 2024Allow1610YesNo
18115491PROCESS FOR PERSONALIZING AN ELECTRONIC GREETING WITH A VOICE MESSAGEFebruary 2023May 2024Abandon1410NoNo
18113722COGNITIVE NETWORKSFebruary 2023July 2025Abandon2940YesNo
18110927SYSTEM AND METHOD FOR CODEC FOR COMBINING DISPARATE CONTENTFebruary 2023March 2025Abandon2520NoNo
18019600METHOD, DEVICE, AND COMPUTER-READABLE RECORDING MEDIUM FOR VISUALIZING ROUTE AND BEHAVIOR OF USER BY LINKING SECURITY THREAT AND SECURITY KERNEL OF SERVER-TERMINAL CONNECTION NETWORKFebruary 2023May 2025Allow2710NoNo
18103821Cloud intelligence data model and frameworkJanuary 2023October 2023Allow800YesNo
18103088SYSTEM AND A METHOD FOR GENERATING TRUSTED URLsJanuary 2023May 2025Abandon2810NoNo
18102080FILE INTEGRITY MONITORINGJanuary 2023March 2025Allow2510NoNo
18156914NETWORK DISTRIBUTION METHOD AND SYSTEMJanuary 2023August 2024Allow1930NoNo
18099133System and Method for Automatic Short Message GenerationJanuary 2023December 2023Allow1110NoNo
18151372DEBUGGING CORRECTNESS ISSUES IN TRAINING MACHINE LEARNING MODELSJanuary 2023February 2024Allow1310YesNo
18012681POLICY PROVISIONING TO A MOBILE COMMUNICATION SYSTEMDecember 2022March 2025Allow2740YesNo
18068697GENERATING SECURITY RESPONSE RECOMMENDATIONSDecember 2022October 2024Allow2200YesNo
18074418DECENTRALIZED COMPUTING NETWORKS, ARCHITECTURES AND TECHNIQUES FOR PROCESSING EVENTS ACROSS MULTIPLE CHANNELSDecember 2022April 2023Allow410YesNo
18071661Dynamic Command Protection Method and Dynamic Command Protection System by Using Time-Vary Salt DataNovember 2022February 2025Allow2610NoNo
18059302MACHINE LEARNING IN RESOURCE-CONSTRAINED ENVIRONMENTSNovember 2022April 2024Abandon1610NoNo
17999656FIELD DEVICE FOR CHECKING THE QUALITY OF A NETWORK CONNECTIONNovember 2022January 2024Allow1410NoNo
17990896PROTECTIVELY DISPLAYING SPECIFIC FIELDS IN SPECIFIC VIEWS OF A SECURE INTERFACENovember 2022November 2024Allow2410NoNo
18056364DYNAMICALLY HARMONIZING A MANAGEMENT CONFIGURATION IN A CLOUD ENVIRONMENTNovember 2022May 2025Abandon2940YesNo
18055887SECURE SERVICE OPERATION AUTHORIZATIONNovember 2022November 2024Allow2410NoNo
17923441Estimating Accuracy of Privacy-Preserving Data AnalysesNovember 2022April 2025Allow3020YesNo
17985871ISSUE TRACKING SYSTEM INTEGRATIONSNovember 2022August 2023Allow900NoNo
18054084NETWORK AGENT FOR REPORTING TO A NETWORK POLICY SYSTEMNovember 2022March 2025Allow2940YesYes
17973946Using a Traffic Monitoring Service to Detect Traffic Pattern ShiftsOctober 2022November 2023Allow1310NoNo
18045574PROCESS DATA CHANGE NOTIFICATION FROM A UNIFIED DATA REPOSITORYOctober 2022November 2023Allow1310YesNo
17963079SYSTEM AND METHOD FOR OBSERVING AND CONTROLLING A PROGRAMMABLE NETWORK USING CROSS NETWORK LEARNINGOctober 2022October 2023Allow1210YesNo
17936624AUTOMATIC DOCUMENT CLASSIFICATIONSeptember 2022May 2024Allow2020YesNo
17955793METHODS FOR MITIGATING DDoS ATTACK USING HARDWARE DEVICE AND DEVICES THEREOFSeptember 2022May 2025Allow3120NoNo
17948374Dynamically Optimizing Routing within a Decentralized NetworkSeptember 2022September 2023Allow1230YesNo
17902497SESSION PROCESSING METHOD, APPARATUS, AND SYSTEMSeptember 2022May 2023Allow800NoNo
17929480EDGE COMPUTING DEVICE FOR CONTROLLING ELECTROMECHANICAL SYSTEM OR ELECTRONIC DEVICE WITH LOCAL AND REMOTE TASK DISTRIBUTION CONTROLSeptember 2022May 2023Allow800NoNo
17900676MACHINE LEARNING TO ENHANCE SATELLITE TERMINAL PERFORMANCEAugust 2022January 2024Allow1710NoNo
17801691IMPARTING DEVICE, IMPARTING METHOD, AND IMPARTING PROGRAMAugust 2022July 2023Allow1010YesNo
17800198USER AUTHENTICATION AT ACCESS CONTROL SERVER USING MOBILE DEVICEAugust 2022October 2024Allow2610YesNo
17876742DATA ANALYTICS METHOD, APPARATUS, AND SYSTEMJuly 2022March 2025Abandon3140YesNo
17794455Method for Guiding Smart Device to Connect to Network, Medium, Control Terminal, and SystemJuly 2022January 2025Allow3000NoNo
17810736SYSTEM AND METHOD FOR PREDICTING PERSONALIZED PAYMENT SCREEN ARCHITECTUREJuly 2022July 2023Allow1310NoNo
17785319MANAGING RESOURCE UTILIZATION BY MULTIPLE NETWORK SLICESJune 2022November 2024Allow2930NoNo
17836943VIDEO PRODUCTION SYSTEMS AND METHODSJune 2022August 2023Allow1410NoNo
17828959METHODS AND APPARATUS FOR OPTIMIZING BANDWIDTH CONSUMPTION IN SUPPORT OF INTENSE NETWORK-WISE HEALTH ASSESSMENTMay 2022August 2023Allow1510YesNo
17779770A Method of Capturing Packets from a Container in a ClusterMay 2022October 2023Abandon1710NoNo
17752716Dynamic Subscription and Message Routing on a Topic Between Publishing Nodes and Subscribing NodesMay 2022January 2024Allow1920NoNo
17749783ULTRA-WIDE BAND DEVICE FINGERPRINTINGMay 2022July 2024Allow2610NoNo
17749647PACKET PROCESSING METHOD, APPARATUS, AND SYSTEMMay 2022June 2024Allow2510NoNo
17746479INVESTIGATION ASSISTANCE SYSTEM AND INVESTIGATION ASSISTANCE METHODMay 2022June 2024Allow2510NoNo
17735360SYSTEM AND METHOD FOR ENCODING IMAGE DATA AND OTHER DATA TYPES INTO ONE DATA FORMAT AND DECODING OF SAMEMay 2022June 2023Allow1410NoNo
17720860HEURISTIC MODEL TO SELF-MANAGE AND AUTO-UPDATE CONTAINERIZED SERVICESApril 2022July 2024Allow2710YesNo
17712277SYSTEMS AND METHODS FOR GENERATING AN IMMUNE PROTOCOL FOR IDENTIFYING AND REVERSING IMMUNE DISEASEApril 2022February 2023Allow1100NoNo
17707737ETHERNET CABLE OPEN CIRCUIT CHECKINGMarch 2022October 2023Abandon1910NoNo
17701572COMPUTER SYSTEM, METHOD, AND DEVICE FOR VERIFYING AN IMMUNIZATION STATUSMarch 2022August 2024Allow2910NoNo
17698514ADAPTIVE REAL-TIME STREAMING FOR AUTONOMOUS VEHICLESMarch 2022February 2023Allow1100NoNo
17694585DYNAMICALLY ROUTING CODE FOR EXECUTINGMarch 2022January 2023Allow1100NoNo
17674005SYSTEM AND METHOD OF MONITORING BEHAVIOR OF INTERNET OF THINGS DEVICESFebruary 2022June 2025Abandon4061NoNo
17635235METHODS, APPARATUS AND MACHINE-READABLE MEDIA RELATING TO MACHINE-LEARNING IN A COMMUNICATION NETWORKFebruary 2022December 2024Allow3430YesNo
17635332METHODS, APPARATUS AND MACHINE-READABLE MEDIA RELATING TO MACHINE-LEARNING IN A COMMUNICATION NETWORKFebruary 2022June 2024Allow2830YesNo
17650176SYSTEM AND METHOD FOR BRINGING INANIMATE CHARACTERS TO LIFEFebruary 2022August 2025Abandon4250YesYes
17630483USER DATA MANAGEMENT FOR AUGMENTED REALITY USING A DISTRIBUTED LEDGERJanuary 2022April 2024Allow2700NoNo
17617931ESTIMATION DEVICE, ESTIMATION METHOD, AND ESTIMATION PROGRAMDecember 2021June 2023Allow1820YesNo
17454128MITIGATION OF BRUTE FORCE ATTACK TO DEVICE PINNovember 2021May 2024Allow3020NoNo
17452936GENERATING NETWORK FLOW PROFILES FOR COMPUTING ENTITIESOctober 2021December 2023Abandon2520NoNo
17452703SOFTWARE PATH PREDICTION VIA MACHINE LEARNINGOctober 2021September 2022Allow1120YesNo
17507766ARTIFICIAL INTELLIGENCE REAL-TIME MICROSEISM MONITORING NODEOctober 2021November 2022Allow1310NoNo
17451738NWDAF NETWORK ELEMENT SELECTION METHOD AND APPARATUS, ELECTRONIC DEVICE, AND READABLE STORAGE MEDIUMOctober 2021May 2023Allow1810YesNo
17450757SOFTWARE PATH PREDICTION VIA MACHINE LEARNINGOctober 2021September 2025Abandon4720NoNo
17487124Cloud least identity privilege and data access frameworkSeptember 2021February 2024Allow2820NoNo
17449181SYSTEM AND METHOD OF CONFIGURING A NON-VOLATILE STORAGE DEVICESeptember 2021March 2024Allow3010NoNo
17433371QUALITY MEASURING DEVICE, QUALITY MEASURING METHOD, AND QUALITY MEASURING PROGRAMAugust 2021May 2023Allow2020YesNo
17310554APPARATUS AND METHOD FOR MONITORING NETWORKAugust 2021July 2023Allow2320NoNo
17387323INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUMJuly 2021May 2024Abandon3330NoNo
17357904AUTOMATIC DOCUMENT CLASSIFICATIONJune 2021March 2022Allow810YesNo
17335356COMPUTER SYSTEM PROVIDING SAAS APPLICATION SESSION STATE MIGRATION FEATURES AND RELATED METHODSJune 2021June 2023Abandon2410NoNo
17328029RESOURCE ALLOCATION OPTIMIZATION FOR MULTI-DIMENSIONAL MACHINE LEARNING ENVIRONMENTSMay 2021November 2022Allow1800NoNo
17326733Personalized Translation of Content IdentifiersMay 2021September 2023Allow2820YesNo
17245811SYSTEM AND METHOD FOR THROTTLING SERVICE REQUESTS HAVING NON-UNIFORM WORKLOADSApril 2021November 2022Allow1800NoNo
17227016EMULATING PACKET FLOWS TO ASSESS NETWORK LINKS FOR SD-WANApril 2021November 2023Allow3130YesNo
17149563PROCESSING HIGH VOLUME NETWORK DATAJanuary 2021June 2023Allow2920YesNo
17136215SYSTEMS AND METHODS FOR GENERATING AN IMMUNE PROTOCOL FOR IDENTIFYING AND REVERSING IMMUNE DISEASEDecember 2020January 2022Allow1220YesNo
17107593ASYNCHRONOUS MESSAGING AND COMMUNICATION IN A SOCIAL NETWORKING SYSTEMNovember 2020March 2023Abandon2710NoNo
17077976EDGE COMPUTING DEVICE FOR CONTROLLING ELECTROMECHANICAL SYSTEM WITH LOCAL AND REMOTE TASK DISTRIBUTION CONTROLOctober 2020April 2022Allow1800NoNo
17077128Judication EngineOctober 2020February 2023Allow2710NoNo
17075986INTELLIGENT CHAT CHANNEL PROCESSOROctober 2020April 2022Allow1800NoNo
17045329SELECTING A NETWORK CONNECTION BASED ON A MEDIA TYPEOctober 2020February 2023Allow2920NoNo
17062445SYSTEMS AND METHODS FOR DATA PROCESSING AND ENTERPRISE AI APPLICATIONSOctober 2020November 2023Allow3740YesNo
17027639QUICK RELAY TRAFFIC MANAGEMENT FOR CLOUD MESSAGINGSeptember 2020July 2022Allow2210YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner ZHANG, SHIRLEY X.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
19
Examiner Affirmed
16
(84.2%)
Examiner Reversed
3
(15.8%)
Reversal Percentile
27.3%
Lower than average

What This Means

With a 15.8% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
48
Allowed After Appeal Filing
15
(31.2%)
Not Allowed After Appeal Filing
33
(68.8%)
Filing Benefit Percentile
47.6%
Lower than average

Understanding Appeal Filing Strategy

Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.

In this dataset, 31.2% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.

Strategic Recommendations

Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.

Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Examiner ZHANG, SHIRLEY X - Prosecution Strategy Guide

Executive Summary

Examiner ZHANG, SHIRLEY X works in Art Unit 2442 and has examined 403 patent applications in our dataset. With an allowance rate of 70.2%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 34 months.

Allowance Patterns

Examiner ZHANG, SHIRLEY X's allowance rate of 70.2% places them in the 32% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by ZHANG, SHIRLEY X receive 2.48 office actions before reaching final disposition. This places the examiner in the 72% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by ZHANG, SHIRLEY X is 34 months. This places the examiner in the 43% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +16.3% benefit to allowance rate for applications examined by ZHANG, SHIRLEY X. This interview benefit is in the 57% percentile among all examiners. Recommendation: Interviews provide an above-average benefit with this examiner and are worth considering.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 23.9% of applications are subsequently allowed. This success rate is in the 34% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 20.3% of cases where such amendments are filed. This entry rate is in the 25% percentile among all examiners. Strategic Recommendation: This examiner shows below-average receptiveness to after-final amendments. You may need to file an RCE or appeal rather than relying on after-final amendment entry.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 100.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 72% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences show above-average effectiveness with this examiner. If you have strong arguments, a PAC request may result in favorable reconsideration.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 57.8% of appeals filed. This is in the 31% percentile among all examiners. Of these withdrawals, 34.6% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows below-average willingness to reconsider rejections during appeals. Be prepared to fully prosecute appeals if filed.

Petition Practice

When applicants file petitions regarding this examiner's actions, 30.4% are granted (fully or in part). This grant rate is in the 18% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.2% of allowed cases (in the 54% percentile). This examiner makes examiner's amendments more often than average to place applications in condition for allowance (MPEP § 1302.04).

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.7% of allowed cases (in the 58% percentile). This examiner issues Quayle actions more often than average when claims are allowable but formal matters remain (MPEP § 714.14).

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

    Relevant MPEP Sections for Prosecution Strategy

    • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
    • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
    • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
    • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
    • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
    • MPEP § 1214.07: Reopening prosecution after appeal

    Important Disclaimer

    Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.

    No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.

    Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.

    Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.