USPTO Examiner CHOUAT ABDERRAHMEN - Art Unit 2451

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18866258POWER GRID SURVEILLANCE VIA TOPOLOGY DETECTION SYSTEM USING POWER LINE COMMUNICATIONSNovember 2024March 2026Allow1600NoNo
18886680SYSTEM AND METHOD FOR GENERATING BLOCKCHAIN TOKEN SUPPORT FROM A SET OF DECLARATIONSSeptember 2024February 2026Allow1700YesNo
18809396METHODS, SYSTEMS, AND DEVICES TO DETERMINE MOST RECENTLY USED MESSAGING APPLICATION FOR DELIVERY OF MESSAGE(S)August 2024January 2026Allow1710NoNo
18786142TRACKING APPLICATION BEHAVIOR BASED ON PACKET SPACINGJuly 2024November 2025Allow1600NoNo
18757713REIMAGING ENDPOINT DEVICES, AND SECURELY MANAGING CREDENTIALS FOR THE SAMEJune 2024October 2025Allow1500NoNo
18748776METHOD AND APPARATUS FOR DISTRIBUTING PARALLEL CONNECTIONS OVER MULTIPLE NETWORK INTERFACESJune 2024November 2025Allow1600NoNo
18680513LINKED FILE ENGAGEMENTMay 2024December 2024Allow700YesNo
18603741BROWN OUT CONDITION DETECTION AND DEVICE CALIBRATIONMarch 2024December 2024Allow910NoNo
18593611DIGITAL VERIFICATION SYSTEMS AND METHODSMarch 2024July 2025Allow1600YesNo
18582257SYSTEM AND METHOD OF RECIPROCAL DATA SHARINGFebruary 2024February 2025Allow1210NoNo
18442402System and Method for Preventing Attacks on a Machine Learning Model Based on an Internal State of the ModelFebruary 2024January 2026Allow2310NoNo
18415601PUSH NOTIFICATION DISTRIBUTION SYSTEMJanuary 2024October 2025Allow2100YesNo
18404128SECURED INTELLIGENT IDENTITY VERIFICATION THROUGH BLOCKCHAINJanuary 2024January 2026Allow2510NoNo
18402607DECENTRALIZED HASH TABLEJanuary 2024August 2025Allow1900YesNo
18402149SINGLE DEVICE-LEVEL PASSCODE THAT PROVIDES AUTOMATED ACCESS TO MULTIPLE COMPUTING DEVICES AND PASSCODE-PROTECTED APPLICATIONS AND WEB SITES/SERVICESJanuary 2024June 2025Allow1800YesNo
18541645FULLY QUALIFIED DOMAIN NAME HANDLING FOR SERVICE INTERACTIONS IN 5GDecember 2023July 2024Allow700YesNo
18538649ELECTRONIC DEVICE FOR IDENTIFYING IMAGE COMBINED WITH TEXT IN MULTIMEDIA CONTENT AND METHOD THEREOFDecember 2023November 2025Allow2310YesNo
18536382METHOD OF STREAMING INDUSTRIAL TELEMETRY DATA FROM AN INDUSTRIAL SITE WITH CONGESTION CONTROL AND PAYLOAD SIZE OPTIMISATIONDecember 2023May 2025Allow1800NoNo
18518801PHYSIOLOGICAL INFORMATION MONITORING SYSTEMNovember 2023September 2025Allow2210NoNo
18385591COMMAND LINE OBFUSCATION DETECTION TECHNIQUESOctober 2023July 2025Allow2000NoNo
18486868OFFENSIVE CHAT FILTERING USING MACHINE LEARNING MODELSOctober 2023October 2024Allow1210NoNo
18486096CODE INJECTION PREVENTION FOR COMMUNICATION DEVICESOctober 2023August 2025Allow2200YesNo
18372412SELF-SELECT SUB-MEETINGS IN VIDEOCONFERENCINGSeptember 2023August 2024Allow1110NoNo
18365495IOT/IOMT SOFTWARE MANAGEMENT FRAMEWORK WITH BUILT-IN PERFORMANCE AND SECURITY/VULNERABILITY ALERTSAugust 2023June 2025Abandon2330NoNo
18349987ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING DRIVEN NETWORK CONTROLLED COMPUTER AUTOMATED SYSTEMS AND METHODS FOR AGGREGATION, ANALYSIS AND CONTROLJuly 2023March 2026Abandon3210YesNo
18219486LINKED FILE ENGAGEMENTJuly 2023March 2024Allow800YesNo
18347694Allocating Data in a Decentralized Computer SystemJuly 2023October 2025Abandon2840YesNo
18215356AUGMENTING BROKER CAPABILITIES ON MASSIVE IOT SCENARIOSJune 2023August 2025Allow2530NoNo
18329257Virtually Sharing Content As Annotations Onto A Physical Surface Over Multiple SessionsJune 2023December 2024Allow1820YesNo
18324852SYSTEMS AND METHOD FOR MANAGING USER ROLE, SECURITY, AND VERIFICATIONMay 2023May 2025Allow2400YesNo
18320700PRESENTING REACTIONS FROM FRIENDSMay 2023July 2024Allow1410YesNo
18138553DETECTION AND PREVENTION OF INMATE TO INMATE MESSAGE RELAYApril 2023September 2024Allow1720YesNo
18301963CONTROL DEVICE AND NON-TRANSITORY COMPUTER READABLE MEDIUM STORING CONTROL PROGRAMApril 2023May 2024Allow1310NoNo
18031399Client-Side Device Bloom Filter MappingApril 2023March 2025Allow2310NoNo
18194112METHODS AND SYSTEMS FOR CUSTOMIZING DEVICES IN AN IOT ENVIRONMENT USING SELF-ADAPTIVE MECHANISMMarch 2023March 2025Allow2340YesNo
18128478ARTIFICIAL AGING OF DIGITAL TWIN TO PREDICT USAGE OVER TIME OF INFRASTRUCTUREMarch 2023January 2026Allow3410NoNo
18128471ARTIFICIAL AGING OF DIGITAL TWIN TO PREDICT HEALTH CONDITION OF INFRASTRUCTUREMarch 2023January 2026Allow3310NoNo
18190161METHODS AND INTERNET OF THINGS SYSTEMS FOR GAS REPAIR-REPORTING MANAGEMENT BASED ON CALL CENTERS OF SMART GASMarch 2023March 2025Allow2410NoNo
18125256DYNAMIC COMPUTING PLATFORM FOR REAL-TIME DATA CONTAINER GENERATION, AUTHORIZATION, AND THROTTLING MANAGEMENTMarch 2023November 2024Allow2000NoNo
18175247Proximity Detection System for Request ProcessingFebruary 2023November 2025Allow3340YesNo
18111806MESSAGE DELETION POLICY SELECTIONFebruary 2023September 2023Allow710NoNo
18020283SYSTEM AND METHOD FOR PATTERN-BASED DETECTION AND MITIGATION OF COMPROMISED CREDENTIALSFebruary 2023September 2025Allow3110NoNo
18106992SYSTEMS AND METHODS FOR ESTABLISHING VIRTUAL BREAKOUT MEETINGS IN A VIDEO CONFERENCE BY UTILIZING VARIOUS CANVASES OF A VIRTUAL WORKSPACEFebruary 2023April 2025Allow2600NoNo
18099086TOKENIZATION FOR BIG DATAJanuary 2023September 2025Allow3220YesNo
18154426SYSTEM AND METHOD FOR ESTABLISHING CHANNELIZED COMMUNICATIONS AND RESOURCE MANAGEMENTJanuary 2023April 2025Allow2700NoNo
18004115METHOD AND SYSTEM FOR ANONYMISATION OF TIME SERIESJanuary 2023May 2025Allow2810NoNo
18147871AUTOMATIC ADAPTIVE DIGITAL CONTENT GENERATION FOR COLLABORATIVE DOCUMENTS USING MACHINE-LEARNING-BASED DIGITAL CONTENT PROCESSING TECHNIQUESDecember 2022February 2025Allow2600NoNo
18147591DATA TRANSMISSION METHOD AND SYSTEM, APPARATUS, DEVICE, AND MEDIUMDecember 2022June 2025Allow2930NoNo
18083883OFFLINE EMAIL SYNCHRONIZATIONDecember 2022May 2023Allow400YesNo
18066287System and method of anomalous configuration-related activityDecember 2022February 2025Allow2610NoNo
18079621MODULATION AND REGULATION OF SYSTEM EVENT MONITORING STREAMSDecember 2022April 2025Allow2810YesNo
17922022BLOCKCHAIN SYSTEM WITH IMPROVED THROUGHPUT BY SPLITTING BLOCKS, AND ITS COMPUTER PROGRAMOctober 2022February 2025Allow2810NoNo
17922326APPLICATION REQUIREMENTS FOR VEHICLE-TO-EVERYTHING APPLICATIONSOctober 2022November 2025Allow3760YesNo
18050061POLICY-BASED AUTO-ENROLLMENT OF DEVICES IN OTA CAMPAIGNSOctober 2022May 2024Allow1820NoNo
17916416MULTICAST TRAFFIC TRANSMISSION METHOD AND APPARATUS, COMMUNICATION NODE, AND STORAGE MEDIUMSeptember 2022September 2024Allow2420NoNo
17953470METHODS, SYSTEMS, AND DEVICES TO DETERMINE MOST RECENTLY USED MESSAGING APPLICATION FOR DELIVERY OF MESSAGE(S)September 2022May 2024Allow2020YesNo
17951550IOT DEVICE ONE TAP ACTIVATIONSeptember 2022November 2024Allow2530YesNo
17950341COMPUTER TECHNOLOGY TO ENSURE AN ELECTRONIC DESIGN AUTOMATION (EDA) IMPLEMENTATION FOR ELECTRONIC CIRCUITRY IS TRACEABLE, AUDITABLE, AND REPRODUCIBLESeptember 2022August 2024Allow2200NoNo
17933200ROTATION KEY MECHANISM FOR SECURITY ENHANCEMENTSeptember 2022November 2024Allow2610NoNo
17943338ROLE MANAGEMENT SYSTEM, ROLE MANAGEMENT DEVICE, AND MULTIFUNCTION PRINTERSeptember 2022July 2025Allow3420NoNo
17940557REROUTING SUSPICIOUS WEB TRAFFICSeptember 2022March 2025Allow3010YesNo
17904691RE-AUTHENTICATION KEY GENERATIONAugust 2022November 2025Allow3940YesNo
17800797DATA COLLECTION SYSTEM AND DATA COLLECTION METHODAugust 2022January 2024Allow1720YesNo
17882442Provisioning Content Across Multiple DevicesAugust 2022November 2023Allow1510YesNo
17879146SELF-SELECT SUB-MEETINGS IN VIDEOCONFERENCINGAugust 2022June 2023Allow1100YesNo
17877647MALLEABLE FABRIC ATTACHED VIRTUAL ARTIFICIAL INTELLIGENCE (AI) TRAINING APPLIANCESJuly 2022August 2024Abandon2520NoNo
17875000INTEGRATING CHAT CHANNELS WITH DOCUMENT EDITINGJuly 2022June 2025Allow3550YesNo
17794516METHOD AND APPARATUS FOR PROTECTING SMART CONTRACTS AGAINST ATTACKSJuly 2022January 2025Abandon3010NoNo
17867587METHOD AND SYSTEM FOR SEGMENTATION AS A SERVICEJuly 2022January 2024Allow1820YesNo
17867058Information security incident diagnosis system for assisting in intrusion detection and related computer programJuly 2022September 2024Allow2610YesNo
17809863ENABLING SMART COMMUNICATION NETWORKS USING ASSET INFORMATION IN A SUPPLY CHAIN ENVIRONMENTJune 2022July 2023Allow1210YesNo
17757957Secure Element that Leverages External ResourcesJune 2022October 2024Allow2810YesNo
17846396SYSTEM AND METHOD OF RECIPROCAL DATA SHARINGJune 2022October 2023Allow1510NoNo
17845254METHOD, COMPUTER DEVICE, AND NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM TO DIFFERENTIALLY LIMIT MESSAGE TRANSMISSION IN MESSAGING-BASED SOCIAL NETWORK SERVICEJune 2022December 2023Allow1810YesNo
17836627SIDEBAR COMMUNICATION THREADSJune 2022May 2023Allow1100YesNo
17805035SUMMARIZATION OF AMBIGUOUS STRINGSJune 2022February 2024Allow2030YesNo
17830785METHOD AND APPARATUS FOR DEVICE PROVISIONINGJune 2022January 2024Abandon2020NoNo
17828459APPARATUS AND METHOD FOR DISPLAYING ANNOUNCEMENTS FROM INSTANT MESSAGING SERVICESMay 2022January 2024Allow2020NoNo
17824570METHOD AND APPARATUS FOR GENERATING ACCOUNT INTIMACYMay 2022November 2023Abandon1810NoNo
17747984VIRTUAL REALITY PRIVACY PROTECTIONMay 2022March 2025Allow3410YesNo
17776745DEVICE-TO-DEVICE WIRELESS COMMUNICATIONMay 2022January 2025Allow3310NoNo
17733630OUTPUTS FROM PERSISTENT HYBRID COLLABORATIVE WORKSPACESApril 2022October 2024Allow3040YesNo
17722889ARTIFICIAL INTELLIGENCE (AI)-POWERED CONVERSATIONAL MESSAGING WITHIN A MOBILE APPLICATIONApril 2022June 2023Allow1410YesNo
17769386User Equipment, Network Node and Methods in a Wireless Communications NetworkApril 2022November 2024Abandon3110NoNo
17705146DEEP LEARNING USING ACTIVITY GRAPH TO DETECT ABUSIVE USER ACTIVITY IN ONLINE NETWORKSMarch 2022February 2024Allow2300YesNo
17697659PRESENTING REACTIONS FROM FRIENDSMarch 2022February 2023Allow1100YesNo
17683269BUILDING DATA-SECURE GROUP PROFILESFebruary 2022June 2024Allow2701NoNo
17651941COMMUNICATION SYSTEM, COMMUNICATION METHOD, COMMUNICATION APPARATUS, AND COMPUTER PROGRAM PRODUCTFebruary 2022February 2024Allow2430YesNo
17651386CHARACTERIZING A COMPUTERIZED SYSTEM BASED ON CLUSTERS OF KEY PERFORMANCE INDICATORSFebruary 2022November 2025Allow4510YesNo
17589257IOT DEVICE READING TRANSFORMATIONSJanuary 2022September 2023Allow2020NoNo
17586334DETECTION AND PREVENTION OF INMATE TO INMATE MESSAGE RELAYJanuary 2022November 2022Allow1000YesNo
17585440CONNECTION MAINTENANCE METHOD FOR INTERNET OF THINGS DEVICEJanuary 2022October 2023Allow2120NoNo
17585302MESSAGE DELETION POLICY SELECTIONJanuary 2022November 2022Allow1000YesNo
17583164USING A COMMUNICATIONS APPLICATION TO ANALYZE AND DISTRIBUTE DATA ANALYTICSJanuary 2022February 2023Allow1300YesNo
17570975Message Processing Method and Device, Electronic Equipment, Storage Medium and Program ProductJanuary 2022January 2024Abandon2420NoNo
17568463SYSTEM AND METHOD FOR AUGMENTED AUTHENTICATION USING ACOUSTIC DEVICESJanuary 2022August 2024Allow3210NoNo
17548099ARTIFICIAL INTELLIGENCE (AI) BASED MANAGEMENT OF DISTRIBUTED LEDGER TECHNOLOGY (DLT) NETWORK FOR INTERNET OF THINGS (IoT)December 2021May 2023Allow1710NoNo
17545401METHODS AND SYSTEMS FOR CUSTOMIZING DEVICES IN AN IOT ENVIRONMENT USING SELF-ADAPTIVE MECHANISMDecember 2021December 2022Allow1210YesNo
17537473RESOURCE SUBSCRIPTION METHOD, DEVICE AND SERVER, AND COMPUTER STORAGE MEDIUMNovember 2021December 2023Abandon2410NoNo
17534148DEEP LEARNING TO DETECT ABUSIVE SEQUENCES OF USER ACTIVITY IN ONLINE NETWORKNovember 2021November 2023Allow2400YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner CHOUAT, ABDERRAHMEN.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
4
Examiner Affirmed
3
(75.0%)
Examiner Reversed
1
(25.0%)
Reversal Percentile
39.2%
Lower than average

What This Means

With a 25.0% 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
9
Allowed After Appeal Filing
2
(22.2%)
Not Allowed After Appeal Filing
7
(77.8%)
Filing Benefit Percentile
29.4%
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, 22.2% 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 CHOUAT, ABDERRAHMEN - Prosecution Strategy Guide

Executive Summary

Examiner CHOUAT, ABDERRAHMEN works in Art Unit 2451 and has examined 179 patent applications in our dataset. With an allowance rate of 76.5%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 33 months.

Allowance Patterns

Examiner CHOUAT, ABDERRAHMEN's allowance rate of 76.5% places them in the 43% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by CHOUAT, ABDERRAHMEN receive 2.70 office actions before reaching final disposition. This places the examiner in the 79% percentile for office actions issued. This examiner issues more office actions than most examiners, which may indicate thorough examination or difficulty in reaching agreement with applicants.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by CHOUAT, ABDERRAHMEN is 33 months. This places the examiner in the 47% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a -1.6% benefit to allowance rate for applications examined by CHOUAT, ABDERRAHMEN. This interview benefit is in the 9% percentile among all examiners. Note: Interviews show limited statistical benefit with this examiner compared to others, though they may still be valuable for clarifying issues.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 27.1% of applications are subsequently allowed. This success rate is in the 46% 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 3.4% of cases where such amendments are filed. This entry rate is in the 5% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 66.7% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 54% 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 55.6% of appeals filed. This is in the 27% percentile among all examiners. Of these withdrawals, 40.0% 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, 66.7% are granted (fully or in part). This grant rate is in the 72% percentile among all examiners. Strategic Note: Petitions show above-average success regarding this examiner's actions. Petitionable matters include restriction requirements (MPEP § 1002.02(c)(2)) and various procedural issues.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.0% of allowed cases (in the 15% percentile). This examiner rarely makes examiner's amendments compared to other examiners. You should expect to make all necessary claim amendments yourself through formal amendment practice.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 19% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

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

  • Expect multiple rounds of prosecution: This examiner issues more office actions than average. Address potential issues proactively in your initial response and consider requesting an interview early in prosecution.
  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.

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.