USPTO Art Unit 2148 Prosecution Statistics

Art Unit Information

Art Unit: 2148
Group: 2140
Tech Center: 2100
Total Cases: 1,643
Last Active: February 2025

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19073692PROJECTING DATA TRENDS USING CUSTOMIZED MODELINGMarch 2025April 2025Allow200YesNo
19068261METHOD AND SYSTEM FOR PERCEIVING AND ELIMINATING ABNORMAL STATE OF ACTIVE DISTRIBUTION NETWORK BASED ON DATA ENHANCEMENTMarch 2025October 2025Allow710YesNo
19060157SYSTEM AND METHOD FOR AUTOMATED PROXY AUTOCONFIGURATION FILESFebruary 2025November 2025Allow820NoNo
19028392BODY APPENDAGE POSITION PREDICTION USING ELECTROCARDIOGRAM DATAJanuary 2025April 2025Allow300NoNo
19004880DIGITAL PROCESSING SYSTEMS AND METHODS FOR ENHANCED DATA REPRESENTATIONDecember 2024October 2025Allow1020YesNo
18977648METHOD, APPARATUS, DEVICE AND STORAGE MEDIUM FOR PRESENTING SESSION MESSAGEDecember 2024November 2025Allow1120NoNo
18919417SUPERVISORY NEURON FOR CONTINUOUSLY ADAPTIVE NEURAL NETWORKOctober 2024February 2026Allow1630NoNo
18892769PROJECTING DATA TRENDS USING CUSTOMIZED MODELINGSeptember 2024December 2024Allow300NoNo
18882311APPARATUS AND METHOD FOR DATA GENERATION FOR USER ENGAGEMENTSeptember 2024July 2025Allow1120YesNo
18756652Card Display Method, Electronic Device, and Computer Readable Storage MediumJune 2024February 2025Allow800NoNo
18755359CLICKABLE ACCESS POINTJune 2024February 2025Allow800YesNo
18743059SYSTEM AND METHOD FOR IN-MEMORY IMAGE PROCESSINGJune 2024February 2026Allow2030YesNo
18738895PROVIDING ARTIFICAL INTELLIGENCE BASED MODEL TO NODE BASED ON REPRESENTATION OF TASK PERFORMED BY ARTIFICAL INTELLIGENCE BASED MODELJune 2024October 2025Allow1620YesNo
18736594METHODS AND SYSTEMS FOR DISPLAYING INTERACTIVE INTERFACE OF RECOMMENDED BEHAVIORJune 2024March 2025Allow900NoNo
18736240PLUGIN SYSTEM AND PATHWAY ARCHITECTUREJune 2024February 2025Allow800NoNo
18736181SYSTEMS AND METHODS FOR INCREASING CONTROL USING A NEURAL SIGNALJune 2024January 2025Allow800YesNo
18676813AUTOMATIC GENERATION OF DATA MODELSMay 2024August 2024Allow200YesNo
18671936METHODS FOR ADJUSTING AND/OR CONTROLLING IMMERSION ASSOCIATED WITH USER INTERFACESMay 2024January 2025Allow800YesNo
18669788INERTIAL SENSING OF TONGUE GESTURESMay 2024March 2025Allow1010YesNo
18663729ON-SCREEN KEYBOARD USER INTERFACE WITH CONTEXT-AWARE HAPTIC FEEDBACKMay 2024December 2024Allow700NoNo
18644413METHOD OF CONTROLLING DISPLAY MODULE AND ELECTRONIC DEVICE PERFORMING THE METHODApril 2024December 2024Allow700NoNo
18645264VIDEO PROCESSING METHOD AND APPARATUS, DEVICE AND MEDIUMApril 2024December 2025Allow2020YesNo
18634303Method for Designing Squeezed Branch Pile Based on Orthogonal Design and Finite Element AnalysisApril 2024June 2024Allow200NoNo
18632827Morphing of Watertight Spline Models Using Manufacturing Data, Inspection Data, and Product Manufacturing InformationApril 2024August 2024Allow500YesNo
18625435ELECTRIC DRIVE UNIT SIMULATIONApril 2024June 2024Allow200YesNo
18619127VOICE ASSISTANT-ENABLED CLIENT APPLICATION WITH USER VIEW CONTEXT AND MULTI-MODAL INPUT SUPPORTMarch 2024June 2025Allow1410NoNo
18618268BUILDING SYSTEM WITH A BUILDING GRAPHMarch 2024November 2025Allow1900YesNo
18613417Using a Web Proxy to Provide a Secure Remotely Controlled System, Device, and MethodMarch 2024March 2025Allow1220NoNo
18609638METHODS FOR RECOGNIZING AND INTERPRETING GRAPHIC ELEMENTSMarch 2024August 2025Allow1720NoNo
18606428DIFFERENTIATED REAL-TIME INJECTION-PRODUCTION OPTIMIZATION ADJUSTMENT METHOD OF INTELLIGENT INJECTION-PRODUCTION LINKAGE DEVICEMarch 2024September 2024Allow610YesNo
18602908ARBITRARILY LOW-LATENCY INTERFERENCE WITH COMPUTATIONALLY INTENSIVE MACHING LEARNING VIA PRE-FETCHINGMarch 2024September 2025Abandon1820YesNo
18595214PORTABLE MULTIFUNCTION DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR AN EMAIL CLIENTMarch 2024June 2025Abandon1510NoNo
18595207PORTABLE MULTIFUNCTION DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR AN EMAIL CLIENTMarch 2024February 2025Allow1210YesNo
18594512METHOD FOR DISPLAYING PAGE ELEMENTS AND ELECTRONIC DEVICEMarch 2024September 2024Allow700YesNo
18595210PORTABLE MULTIFUNCTION DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR AN EMAIL CLIENTMarch 2024September 2025Abandon1920YesNo
18595217PORTABLE MULTIFUNCTION DEVICE, METHOD, AND GRAPHICAL USER INTERFACE FOR AN EMAIL CLIENTMarch 2024March 2025Allow1320YesNo
18586029DYNAMIC COMPUTIING TOUCHPOINT JOURNEY RECOMMENDATION PLATFORMFebruary 2024April 2025Allow1420YesNo
18583459MACHINE LEARNING BASED FILE RANKING METHODS AND SYSTEMSFebruary 2024December 2025Allow2210YesNo
18443888AUTOMATED DETECTION OF A PHYSICAL BEHAVIOR EVENT AND CORRESPONDING ADJUSTMENT OF A MEDICATION DISPENSING SYSTEMFebruary 2024April 2025Allow1420YesNo
18442107COUPLING NUMERICAL SIMULATION METHOD FOR SITE SELECTION OF UNDERGROUND SALT CAVERN HYDROGEN STORAGEFebruary 2024August 2024Allow610NoNo
18434051WIENER PROCESS-BASED METHOD AND DEVICE FOR PROCESSING ACCELERATED DEGRADATION TESTING DATAFebruary 2024May 2024Allow300YesNo
18426151USER INTERFACE COMMON COMPONENTS AND SCALABLE INTEGRABLE REUSABLE ISOLATED USER INTERFACEJanuary 2024October 2024Allow900YesNo
18411385SIMULATED REALITY TECHNOLOGIES FOR ENHANCED MEDICAL PROTOCOL TRAININGJanuary 2024August 2024Allow700YesNo
18405044METHOD FOR PARTIALLY PUBLISHING EDITS TO A DOCUMENTJanuary 2024August 2024Allow700YesNo
18402831METHOD AND DEVICE FOR FAULT ESTIMATION OF MEASUREMENT AND CONTROL DEVICE FOR ROTARY STEERABLE DRILLING SYSTEMJanuary 2024June 2024Allow610NoNo
18399424DISTRIBUTED MANAGEMENT OF SECURE WI-FI NETWORKDecember 2023September 2024Allow900NoNo
18395291INTERLEAVED CHARACTER SELECTION INTERFACEDecember 2023August 2024Allow800NoNo
18536877METHOD, APPARATUS, AND COMPUTER PROGRAM PRODUCT FOR FACILITATING THE PLAYBACK OF INTERFACE EVENTSDecember 2023October 2024Allow1000NoNo
18525538ICON UPDATING METHOD AND APPARATUS, AND ELECTRONIC DEVICENovember 2023October 2025Allow2310NoNo
18519951PREFABRICATED BUILDING DESIGN AND CONSTRUCTION INTEGRATED COLLABORATIVE METHOD BASED ON COMPONENT PARAMETER LIBRARYNovember 2023June 2024Allow710NoNo
18517825Modality Learning on Mobile DevicesNovember 2023September 2025Allow2230YesNo
18515695METHOD AND APPARATUS FOR INTERACTING WITH APPLICATION PROGRAM, AND ELECTRONIC DEVICENovember 2023May 2025Allow1840YesNo
18516032DEVICE, METHOD, PROGRAM, AND SYSTEM FOR DETECTING UNIDENTIFIED WATERNovember 2023March 2025Abandon1510YesNo
18516294WELL LOG CORRELATION AND PROPAGATION SYSTEMNovember 2023July 2024Allow800YesNo
18515984METHOD FOR ANALYZING OIL FILM MULTI-FIELD COUPLING CHARACTERISTICS OF SERIES FRICTION PAIRS OF AXIAL PISTON PUMPNovember 2023March 2024Allow410NoNo
18389079OBJECT PROCESSING IN COMPUTER-AIDED DESIGN SYSTEMS AND RELATED METHODSNovember 2023February 2024Allow310YesNo
18506090SYSTEM FOR TRAINING AND DEPLOYING GENERATIVE LANGUAGE MODEL FOR FORMULATING INSTRUCTIONS FOR FACILITY ASSET AND UPDATING DIFFERENT MAP TYPES OF FACILITYNovember 2023March 2025Allow1620YesNo
18504557METHOD FOR PREDICTING PERMEABILITY OF MULTI-MINERAL PHASE DIGITAL CORE BASED ON DEEP LEARNINGNovember 2023February 2024Allow400NoNo
18499049REMOTELY CONFIGURING WINDOWS DISPLAYED ON A DISPLAY DEVICEOctober 2023February 2025Allow1510YesNo
18498915DESIGN METHOD FOR THREE-DIMENSIONAL SPECIAL-SHAPED JET NOZZLE USED IN FIELD OF WATER-SAVING IRRIGATION IN FARMLANDOctober 2023May 2024Allow720NoNo
18385187ADAPTATION(S) BASED ON CORRELATING HAZARDOUS VEHICLE EVENTS WITH APPLICATION FEATURE(S)October 2023May 2025Allow1920YesNo
18494936METHOD FOR CONSTRUCTING SIX-DEGREE-OF-FREEDOM ROV OPERATION SIMULATION PLATFORMOctober 2023April 2024Allow610YesNo
18494111SYSTEMS AND METHODS FOR DETERMINING CREDIBILITY AT SCALEOctober 2023January 2025Abandon1510NoNo
18383150Method and System for Evaluating Sonar Self-Noise at Ship Design StageOctober 2023January 2024Allow300YesNo
18382924AUTONOMOUS ROBOT DELIVERY SYSTEMS AND METHODSOctober 2023April 2025Allow1820YesNo
18380646SYSTEMS, METHODS, AND GRAPHICAL USER INTERFACES FOR CONFIGURING DESIGN OF EXPERIMENTSOctober 2023March 2024Allow510NoNo
18373298METHOD FOR NUMERICAL RECONSTRUCTION AND HEAT TRANSFER CHARACTERISTICS EVALUATION OF MICROSTRUCTURE OF THERMAL BARRIER COATINGS CONTAINING MICROCRACKSSeptember 2023September 2024Allow1200YesNo
18475088REPRESENTATION OF WIND FIELD BASED ON MODEL BLENDING AND DATA INTERPOLATIONSeptember 2023May 2024Allow800YesNo
18464256SYSTEM AND METHOD FOR FOOD SAFETY AUDIT AND SAMPLINGSeptember 2023October 2025Allow2500NoNo
18241707AUTOMATED ASSISTANT TRAINING AND/OR EXECUTION OF INTER-USER PROCEDURESSeptember 2023September 2024Allow1200YesNo
18240213KERNEL LEARNING APPARATUS USING TRANSFORMED CONVEX OPTIMIZATION PROBLEMAugust 2023November 2024Abandon1510NoNo
18240221KERNEL LEARNING APPARATUS USING TRANSFORMED CONVEX OPTIMIZATION PROBLEMAugust 2023December 2024Abandon1610NoNo
18236408METHOD AND SYSTEM FOR ANALYZING ANTI-EARTHQUAKE DESIGN OF FRACTIONAL-ORDER DAMPING AND VIBRATION-REDUCING STRUCTURE, DEVICE, AND MEDIUMAugust 2023August 2024Abandon1220YesNo
18450421METHOD FOR DYNAMIC OUTPUT FORCE DISTRIBUTION OF MULTI-DEGREE-OF-FREEDOM OVER-ACTUATED MOTION STAGEAugust 2023August 2024Abandon1220NoNo
18448935METHOD AND DEVICE FOR CREATING KINEMATIC PAIR OBJECTS, AND STORAGE MEDIUMAugust 2023January 2024Allow510NoNo
18447791ELECTRIC DRIVE UNIT SIMULATIONAugust 2023February 2024Allow610NoNo
18230635Apparatus And Method For A Simplified Menu Screen In Handheld Wireless DevicesAugust 2023June 2025Allow2220YesNo
18360781METHODS, INTERNET OF THINGS SYSTEMS, AND STORAGE MEDIUMS FOR MANAGEMENT OF PIPELINE NETWORK INSPECTION BASED ON SMART GAS GEOGRAPHIC INFORMATION SYSTEMSJuly 2023January 2024Allow500NoNo
18359933METHOD TO AUTOMATICALLY CALIBRATE A DOWNHOLE TOOL IN AN OIL-BASED MUD ENVIRONMENTJuly 2023July 2024Allow1220YesNo
18356088METHOD FOR CONTROLLING A TECHNICAL SYSTEMJuly 2023March 2026Allow3200NoNo
18352871Morphing of Watertight Spline Models Using Manufacturing Data, Inspection Data, and Product Manufacturing InformationJuly 2023January 2024Allow610YesNo
18347841DESIGN OPTIMIZATION FOR FINITE STATE MACHINE MODELED SYSTEMSJuly 2023February 2026Allow3200NoNo
18216345Surface Modified Unit Cell Lattice Structures For Optimized Secure Freeform FabricationJune 2023May 2024Allow1110NoNo
18215512CUSTOMIZED SEEK BARJune 2023May 2025Allow2220NoNo
18340788AUTONOMOUS VEHICLE MODEL TRAINING AND VALIDATION USING LOW-DISCREPANCY SEQUENCESJune 2023January 2024Allow710YesNo
18338214SYSTEMS AND METHODS OF SIMULATING DROP SHOCK RELIABILITY OF SOLDER JOINTS WITH A MULTI-SCALE MODELJune 2023August 2024Allow1410NoNo
18338319RELIABILITY-BASED TOPOLOGY OPTIMIZATION DESIGN METHOD FOR PART STRUCTURE CONSIDERING BOUNDED HYBRID UNCERTAINTIESJune 2023January 2024Allow710NoNo
18209702SYSTEMS AND METHODS FOR INTERACTIVE DISPLAY OF SYMBOLIC EQUATIONS EXTRACTED FROM GRAPHICAL MODELSJune 2023April 2024Allow1110YesNo
18208265ESTIMATING PHYSICAL PARAMETERS OF A PHYSICAL SYSTEM BASED ON A SPATIAL-TEMPORAL EMULATORJune 2023April 2024Allow1000YesNo
18329964CURSOR MANAGEMENT METHODS AND SYSTEMSJune 2023January 2025Allow2010YesNo
18326242APPARATUS FOR MOTOR IMAGERY TRAINING COMBINED WITH SOMATOSENSORY STIMULI AND OPERATION METHOD THEREOFMay 2023March 2026Allow3300NoNo
18325789System and Method of Imaging a Construction Plan onto a Walkable AreaMay 2023October 2024Abandon1610NoNo
18320746SYSTEMS FOR USING RESCAN DATA FOR DENTAL PROCEDURESMay 2023April 2024Allow1010YesNo
18037607GENERATING A DIGITAL TWIN, METHOD, SYSTEM, COMPUTER PROGRAM PRODUCTMay 2023August 2023Allow300YesNo
18319474Systems And Methods For Utilizing Information Of A 3D Modeling Application To Facilitate Operation Of Fabrication MachinesMay 2023January 2024Allow800YesNo
18315572SYSTEMS AND METHODS FOR CHAINED MACHINE LEARNING MODELS FOR SIGNAL DATA SIGNATURE LABELLINGMay 2023February 2026Allow3300NoNo
18144783COORDINATION OF STATIC BACKGROUNDS AND RUBBERBANDINGMay 2023June 2024Allow1410YesNo
18313525FAULT EARLY-WARNING METHOD AND SYSTEM APPLIED TO GAS TURBINE UNIT, AND APPARATUSMay 2023August 2023Allow400YesNo
18314106FILLING UNDERCUT AREAS OF TEETH RELATIVE TO AXES OF APPLIANCE PLACEMENTMay 2023April 2024Allow1110NoNo
18313410METHOD FOR ANALYZING FUSELAGE PROFILE BASED ON MEASUREMENT DATA OF WHOLE AIRCRAFTMay 2023October 2023Allow610NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for art-unit 2148.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
31
Examiner Affirmed
20
(64.5%)
Examiner Reversed
11
(35.5%)
Reversal Percentile
65.1%
Higher than average

What This Means

With a 35.5% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
72
Allowed After Appeal Filing
33
(45.8%)
Not Allowed After Appeal Filing
39
(54.2%)
Filing Benefit Percentile
94.2%
Higher 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, 45.8% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the top 25% across the USPTO, indicating that filing appeals is particularly effective here. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Strategic Recommendations

✓ Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

✓ Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Art Unit 2148 - Prosecution Statistics Summary

Executive Summary

Art Unit 2148 is part of Group 2140 in Technology Center 2100. This art unit has examined 1,643 patent applications in our dataset, with an overall allowance rate of 78.5%. Applications typically reach final disposition in approximately 38 months.

Comparative Analysis

Art Unit 2148's allowance rate of 78.5% places it in the 55% percentile among all USPTO art units. This art unit has an above-average allowance rate compared to other art units.

Prosecution Patterns

Applications in Art Unit 2148 receive an average of 1.91 office actions before reaching final disposition (in the 52% percentile). The median prosecution time is 38 months (in the 19% percentile).

Strategic Considerations

When prosecuting applications in this art unit, consider the following:

  • The art unit's allowance rate suggests a more favorable examination environment compared to the USPTO average.
  • With more office actions than average, plan for relatively streamlined prosecution.
  • The median prosecution time is longer than average and should be factored into your continuation and client communication strategies.
  • Review individual examiner statistics within this art unit to identify examiners with particularly favorable or challenging prosecution patterns.

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.