|
CreateASoft, Inc.
The Process Improvement Company
|
|
|
Achieving and maintaining Lean and Six Sigma with Simulation.
Hosni Adra
Product Manager/Partner
| |
|
|
|
Introduction
|
|
- About CreateASoft, Inc.
--
In business since 1992
-- Provides software, and simulation consulting services.
- Simcad Pro
-- Process Modeling and Simulation tool that’s been successfully applied to multiple industries.
|
|
|
|
Overview
|
|
- Refresher on lean and Six Sigma.
- Using simulation to achieve a lean environment.
- Using simulation to achieve Six Sigma.
- The role of simulation in maintaining and fine tuning the attained goals.
|
|
|
|
What is Lean?
|
|
- Set of methods and concepts used to
-- Reduce waste.
-- Decrease WIP.
-- Provide a streamline flow.
- Lean concepts are not industry specific.
-- Can benefit both the service and manufacturing environment.
|
|
|
|
Key Stages of Lean application
|
|
|
Demand -> Flow -> Leveling
-> Lean System
- Demand identified by
-- Takt time, buffer inventory,safety inventory,…
- The Flow
-- Continuous flow, work cells, Kanban system, FIFO lanes, …
- Leveling
-- Paced withdrawal, Heijunka (load leveling)…
|
|
|
|
Goals of Lean systems
|
|
- Stabilize your
processes.
-- Review capabilities, labor, and material flow.
- Standardize processes and flow.
- Simplify, through Kaizan principals.
|
|
|
|
Key Lean concepts
|
|
- Takt time
-- Available production time/total quantity desired.
- Cycle Time
-- Time that elapses from the beginning of the operation until completion, also known as processing time.
- Value added time.
- Non value added
time.
- Process efficiency
-- Value Added Time / Total time.
|
|
|
|
Kanban System
|
|
- One of the most widely used terms in lean implementation.
- Implements a pull system.
-- Only produce what’s needed downstream.
-- Create production orders to upstream processes through signals or bins.
|
|
|
|
What is Six Sigma?
|
|
- System of management to achieve lasting business leadership and performance to benefit the business, its customers, shareholders, …
- A measure to define the capability of any process.
- A goal for improvement that reaches
|
|
|
|
Six Sigma and Quality
|
|
- Six Sigma represents the capability of a core business process as measured in defects per million opportunities.
|
Sigma Level |
Defects per Million |
Yield |
|
6 |
3.4 |
99.997% |
|
5 |
233 |
99.977% |
|
4 |
6,210 |
99.379% |
|
3 |
66,807 |
93.32% |
|
2 |
308,537 |
69.2% |
|
1 |
690,000 |
31% |
|
|
|
|
|
|
Benefits of Lean and Six Sigma.
|
|
- Projects that are lean pay off in inventory and manufacturing cost reduction.
- Six Sigma projects working on improving quality (reduce defects) provide improved production rate and customer satisfaction.
|
|
|
|
The role of simulation
|
|
- Simulation provides a tool to analyze, visualize, and experiment.
- Improvement ideas are tested and analyzed before implementation.
- Migration scenarios can be tested.
- Forecasting and scheduling.
|
|
|
|
Where to start?
|
|
- Identify the Goal.
-- Simulating without a defined goal does not generate results.
- Identify the processes involved in the environment.
- Define and collect metrics from existing line.
|
|
|
|
Simulation - First Step
|
|
- Start with a process map.
- Define the process flow.
- Assign scrap rates,
product specific flows,
resources, …
- Simulate and validate of the model.
|
|
|
|
Simulation – Step 2
|
|
- Convert flow to a value stream map.
- Identify the processes contributing to value added time.
-- The remaining processes contribute waste to the overall flow.
- Identify the process efficiency rating.
-- Process efficiency = VAT / total time.
-- Identify the “worst performers” in the current flow.
|
|
|
|
|
|
Things to watch for:
|
|
- Queue wait time can be misleading.
-- Main objective: Reduce WIP.
- Large production batches lead to large WIP values and a deviation from Lean principals.
|
|
|
|
Achieving Lean – Step 1
|
|
- From the VSM determine the processes contributing to 80% of the waste.
- Determine the non-value added time in the flow.
- Simplify – determine processes that can be split to avoid long processing times.
|
|
|
|
Achieving Lean – Step 2
|
|
- Can the Kanban system be used?
-- A set of parts waiting to be assembled at a process (Large WIP Values) may indicate a problem at the assembly process, while the actual problem is at the feeding process.
- Determine the Kanban size:
-- There should be enough work on every process to allow it to operate while the next bin is being produced.
-- How? Kanban size can be determined based on the cycle time of the upstream processes.
|
|
|
|
|
|
|
Achieving Lean – Step 3
|
|
- Define the worst case scenario.
-- Document the differences between runs (save the logs).
-- Compare results to determine which scenario produces the best outcome.
- Based on the goal, determine how close you are to the projected takt time.
- Simulate multiple product mixes.
|
|
|
|
Achieving Lean – Step 4
|
|
- Define the worst case scenario.
-- If more than one is possible, then run all possibilities.
- Define the best case scenario.
-- A lean flow should operate flawlessly.
- Goal
-- A combination of the process changes that provide a lean environment in 80% of the cases.
-- Provide a solution for high demand scenarios.
|
|
|
|
|
|
|
Applying Six Sigma Changes
|
|
- Six Sigma changes may include
-- Changes in the process flow.
-- Changes in resource allocation.
-- Changes in product mixes.
-- Changes in the number of items in the flow.
- Use the simulation model to apply the changes.
-- Is our lean solution still intact?
|
|
|
|
Quality
effect on the line
|
|
- By reducing scrap, there is more demand on upstream processes to produce items.
-- Potential problem: down stream processes may starve, or utilization may drop.
- Is a reduced utilization a problem?
-- The goal is to produce products based on a preset customer demand (takt time).
-- If takt time is achieved with a lower utilization, the process can be expanded in the future without impacting the operation.
|
|
|
|
|
|
|
Maintaining progress
|
|
- Current business models require constant monitoring of the operation.
- After desired improvements are achieved, the flow will lose efficiency through time if proper monitoring is not performed.
-- A large percentage of companies that achieve lean and Six Sigma fail to maintain improvement through time.
|
|
|
|
Maintaining improvement with simulation
|
|
- Simulation models can play a major role in maintaining progress and help in constant improvement.
-- Time was invested in building a model that resembles the production line.
-- Constantly apply changes on the line to model and perform analysis before implementation.
- Always maintain an updated model.
|
|
|
|
|
|
|
The role of forecasting
|
|
- By preloading the model with existing WIP, and forecasted orders, …
- Schedules generated…
- Help the production line while maintaining model state.
- Proactive role … predict problems before they affect your line.
|
|
|
|
SimCAD Pro approach
|
|
- Support Value Stream Map and process map.
-- Computation of VAT, Process Efficiency, takt time deviation, and many others.
- Forecasting and scheduling.
-- Load existing WIP, forecasted orders, and generate the best production schedule.
- Ease of model creation.
-- Quick solution turnaround.
|
|
|
|
CreateASoft, Inc.
The Process Improvement Company
|
|
|
Achieving and maintaining Lean and Six Sigma with simulation.
Q & A
Contact information:
Hosni Adra
CreateASoft, Inc.
(630) 428-2850 x205 hadra@createasoft.com
|
|
|
|
|
|
Download this presentation |
|
|