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GARMENT & TEXTILE PROFESSIONAL LEARNING
Training Manual — Section 60 · Garment Industry

Operation Breakdown & SMV Intelligence System (OB-SMVI)

The IE powerhouse of NOSK Life — ensuring accurate SMV, correct operation breakdown, machine selection, motion economy, and line balancing.

Operation SMV and production timing
01

Purpose

Goal

Create a global SMV & operation breakdown intelligence engine that ensures accurate SMV, correct operation breakdown, machine selection, attachment selection, handling method, motion economy, line balancing, operator assignment, and production targets — the IE powerhouse of NOSK Life.

What OB-SMVI Ensures

Accurate SMVAccurate operation breakdownCorrect machine selectionCorrect attachment selectionCorrect handling methodCorrect motion economyCorrect line balancingCorrect operator assignmentCorrect production targets
02

Operation Breakdown Categories (Garment-Specific)

A. Stitching Operations

  • Join shoulder
  • Join side seam
  • Attach sleeve
  • Hem bottom
  • Hem sleeve
  • Attach collar
  • Attach placket

B. Non-Stitching Operations

  • Thread trimming
  • Fusing
  • Pressing
  • Inspection
  • Folding
  • Packing

C. Special Operations

  • Bartack
  • Buttonhole
  • Button attach
  • Elastic attach
  • Pocket setter
  • Label attach

D. Motion Elements

  • Reach
  • Grasp
  • Move
  • Position
  • Release
  • Inspect
  • Adjust
03

OB-SMVI Data Inputs

Factory Inputs

  • Operation breakdown
  • SMV data
  • Machine type
  • Attachment type
  • Operator skill
  • Fabric type
  • Style complexity
  • Line layout

NOSK Life Inputs

  • GGKI IE nodes
  • SMV standards
  • Motion economy rules
  • Machine performance data
  • Operator performance data
04

OB-SMVI Intelligence Layers

1

Layer 1 — Operation Breakdown Accuracy Engine

The support system checks operation sequence, correctness, duplication, missing operations, and complexity.

2

Layer 2 — SMV Accuracy Engine

The support system checks SMV correctness, consistency, deviation, inflation, and underestimation.

3

Layer 3 — Machine Selection Intelligence

The support system recommends best machine, attachment, needle, and feed type.

4

Layer 4 — Motion Economy Engine

The support system optimizes reach, grasp, move, position, release, and inspect motions.

5

Layer 5 — Line Balancing Intelligence

The support system calculates operator assignment, operation distribution, bottleneck prediction, and efficiency improvement.

05

Operation Breakdown Accuracy Model

Breakdown Accuracy Example

Context

  • Style: Polo Shirt
  • Issue: Missing "Topstitch placket"

OB-SMVI Output

  • Missing operationTopstitch placket
  • RiskHigh
  • CorrectionAdd operation #14
06

SMV Accuracy Model

SMV Accuracy Example

Context

  • Operation: Attach collar
  • SMV given: 0.80
  • SMV standard: 0.65

OB-SMVI Output

  • SMV deviation+0.15
  • RiskMedium
  • CorrectionReduce SMV
07

Machine Selection Intelligence

Machine Selection Example

Context

  • Operation: Hemming
  • Fabric: Lycra

OB-SMVI Output

  • MachineCoverstitch
  • NeedleBallpoint
  • AttachmentHem folder
  • FeedDifferential feed
08

Motion Economy Engine

Motion Economy Example

Context

  • Issue: Operator reaches too far for trimming scissors

OB-SMVI Output

  • Motion waste0.12 seconds
  • CorrectionMove scissors 10 cm closer
  • Efficiency gain+3%
09

Line Balancing Intelligence

Line Balancing Example

Context

  • Operation: Attach sleeve
  • SMV: 0.90
  • Operator skill: Low

OB-SMVI Output

  • Bottleneck riskHigh
  • CorrectionAssign skilled operator
10

OB-SMVI Dashboards

Dashboard Shows

  • SMV accuracy
  • Operation breakdown accuracy
  • Machine selection
  • Motion economy
  • Line balancing
  • Bottleneck prediction
  • Efficiency score
  • Production target accuracy

Users

IE managersProduction managersQC managersFactory directors
11

OB-SMVI Alerts

SMV Alerts

  • Wrong SMV
  • Inflated SMV
  • Underestimated SMV

Operation Alerts

  • Missing operation
  • Wrong operation
  • Duplicate operation

Machine Alerts

  • Wrong machine
  • Wrong attachment

Line Alerts

  • Bottleneck risk
  • Efficiency drop
12

OB-SMVI Improvement Roadmap

Roadmap Includes

SMV correction
Operation correction
Machine optimization
Motion economy improvement
Line balancing improvement

Roadmap Duration

1 month
3 months
6 months

The IE powerhouse

OB-SMVI connects to production & IE, sewing machine intelligence, and performance testing systems.

Author: Sanjeewa Dehiwalage — www.nosk.life© 2026 Sanjeewa Dehiwalage & NOSK.life. All rights reserved.

Advanced factory handbook

Operation & SMV Intelligence: practical industry application

SMV intelligence builds a fair, reproducible time standard from an approved method and defined quality level. It is used for costing, capacity, target setting, balancing, incentive design, and improvement—not as a stopwatch number detached from method conditions.

Execution procedure

  • Break the garment into discrete operations with start point, end point, handling, machine, attachment, seam specification, and quality requirement.
  • Stabilize the method and workstation before study; observe trained operators and exclude abnormal delays from basic time.
  • Rate observed performance consistently, calculate normal time, then apply approved personal, fatigue, and unavoidable-delay allowances.
  • Validate the standard against pilot output and revise when construction, machine, attachment, bundle size, or method changes.
  • Issue an operation bulletin with sequence, SMV, machine, manpower, target, quality point, and method reference.

Practical case

  • A collar operation misses target although sewing speed is adequate. Motion review reveals repeated reorientation and searching for matched parts; improve bundle presentation and guide placement before raising speed.
  • Restudy the approved method and update the bulletin only after sustained validation.

Operational limits must follow the approved buyer specification, product risk assessment, legal requirements, and calibrated test method. The approved tech pack takes precedence over general guidance.