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Tacettin İKİZ



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Failure Mode and Effect Analysis (FMEA): for cable manufacturing

Started by Tacettin İKİZ, December 13, 2024, 02:45:53 PM

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Tacettin İKİZ

Failure Mode and Effect Analysis (FMEA): for cable manufacturing

Failure Mode and Effect Analysis (FMEA) is a systematic method for evaluating processes to identify where and how they might fail and assessing the relative impact of different failures. By identifying the potential failure modes and their effects on the system or product, FMEA helps in prioritizing risks and implementing corrective actions to mitigate them. This technique is widely used in industries like manufacturing, aerospace, automotive, and electrical industries to improve product quality and safety.

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Steps in FMEA

1. Define the Scope and Objectives: 
   Clearly define the process or system under analysis. This involves understanding the function, scope, and the requirements of the process or product (in this case, cables).

2. Identify Failure Modes: 
   List all potential ways the process or product could fail. These are known as failure modes. In the case of cables, failure modes could involve issues with insulation, conductor breakage, or poor electrical conductivity.

3. Identify Effects of Failure: 
   For each failure mode, determine the potential consequences (effects) on the product and system. This step helps to understand the severity of each failure mode.

4. Determine Causes of Failure: 
   Identify the root causes that could lead to each failure mode. This could include factors such as material defects, improper manufacturing techniques, environmental influences, or handling during shipping.

5. Assess Risk: 
   Each failure mode is evaluated based on three criteria:
   - Severity (S): The seriousness of the effect of the failure.
   - Occurrence (O): The likelihood of the failure happening.
   - Detection (D): The ability to detect the failure before it causes harm.
   
   Each factor is typically rated on a scale of 1-10 (1 = least severe, least likely, easiest to detect, and 10 = most severe, most likely, hardest to detect).

6. Calculate Risk Priority Number (RPN): 
   The RPN is calculated by multiplying the severity, occurrence, and detection scores:
   \[
   \text{RPN} = \text{Severity} \times \text{Occurrence} \times \text{Detection}
   \]
   The RPN helps prioritize which failure modes need immediate attention. A higher RPN indicates a higher priority for corrective actions.

7. Develop Corrective Actions: 
   Based on the analysis, create corrective actions to mitigate or eliminate the identified risks. This could involve design changes, process improvements, or preventive measures.

8. Review and Implement: 
   Implement the corrective actions and review their effectiveness over time.

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Example of FMEA in the Cable Manufacturing Sector

Let's take an example of a cable manufacturing process, where the goal is to produce high-quality power cables. The FMEA will focus on identifying potential failures in the production of these cables, their effects, causes, and corresponding mitigation strategies.

#### Step 1: Identify Failure Modes

Some potential failure modes in cable manufacturing might include:

- **Insulation Defects:** Cracks, air gaps, or incomplete insulation coverage.
- **Conductor Breakage:** Internal conductor wires breaking or not being fully intact.
- **Poor Electrical Conductivity:** Due to improper material quality or manufacturing defects.
- **Poor Sheath Adhesion:** The outer sheath of the cable does not adhere properly to the insulation.
- **Contaminants in Materials:** Foreign materials like dust, metal particles, or moisture compromising the cable quality.
 
#### Step 2: Identify Effects of Failure

Let's examine the effects of these failure modes:

- **Insulation Defects:** Can lead to short circuits, electrical fires, or potential for electric shocks.
- **Conductor Breakage:** Results in a non-functional cable, or the cable may stop carrying electrical current, leading to system failure.
- **Poor Electrical Conductivity:** Increases resistance, causing heat generation, energy loss, and potential damage to the system the cable is connected to.
- **Poor Sheath Adhesion:** Exposure to environmental factors such as water, heat, and chemicals could cause sheath degradation and loss of protection.
- **Contaminants in Materials:** Could lead to insulation failure, reduced electrical performance, or short circuits.

#### Step 3: Identify Causes of Failure

Each failure mode has associated root causes:

- **Insulation Defects:**
  - Inconsistent material thickness during manufacturing.
  - Use of low-quality insulating material.
  - Improper curing process for the insulation.
- **Conductor Breakage:**
  - Over-stretching the conductor wire during production.
  - Using low-quality wire material with poor tensile strength.
- **Poor Electrical Conductivity:**
  - Use of low-purity copper or aluminum.
  - Improper mixing or extrusion process.
- **Poor Sheath Adhesion:**
  - Incorrect temperature during extrusion.
  - Inadequate pressure when applying the sheath material.
- **Contaminants in Materials:**
  - Dust or dirt entering the manufacturing environment.
  - Moisture exposure before or during the production process.

#### Step 4: Assess Risk and Assign Scores

Let's assign severity, occurrence, and detection scores to a few failure modes.

| Failure Mode          | Severity (S) | Occurrence (O) | Detection (D) | RPN (S × O × D) |
|-----------------------|--------------|----------------|---------------|-----------------|
| Insulation Defects    | 9            | 4              | 6             | 216             |
| Conductor Breakage    | 8            | 3              | 7             | 168             |
| Poor Electrical Conductivity | 7    | 5              | 6             | 210             |
| Poor Sheath Adhesion  | 8            | 3              | 5             | 120             |
| Contaminants in Materials | 7        | 6              | 5             | 210             |

- **Insulation Defects:** Very severe (9), moderately likely to occur (4), moderately detectable (6). The RPN is 216, which is high.
- **Conductor Breakage:** Less severe (8), less likely (3), highly detectable (7). The RPN is 168.
- **Poor Electrical Conductivity:** Moderately severe (7), moderately likely (5), moderately detectable (6). The RPN is 210.

#### Step 5: Develop Corrective Actions

- **Insulation Defects:** Improve quality control during the insulation process. Use automated inspection systems to detect inconsistencies in material thickness. Ensure correct curing times and temperatures for insulation.
- **Conductor Breakage:** Use higher-quality conductor material and avoid excessive stretching during the manufacturing process. Implement more stringent material quality checks.
- **Poor Electrical Conductivity:** Ensure the use of high-purity copper or aluminum. Revise the extrusion process for better material mixing.
- **Poor Sheath Adhesion:** Optimize extrusion temperatures and pressures to improve adhesion between insulation and sheath materials.
- **Contaminants in Materials:** Enhance environmental control measures in the manufacturing area. Implement more frequent cleaning routines and checks for moisture levels.

#### Step 6: Review and Implement

Implement these corrective actions by adjusting manufacturing processes, upgrading equipment, and training personnel. After making these changes, conduct another round of FMEA to see if the risk levels (RPN) have decreased. Continue to monitor quality metrics to ensure long-term improvements.

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Conclusion

FMEA is a crucial tool for identifying and addressing potential failure modes in any manufacturing process. In the cable manufacturing sector, where high-quality standards are essential for safety and performance, using FMEA helps manufacturers identify and prioritize risks, improve product reliability, and reduce failure rates. Through systematic analysis and corrective action, manufacturers can ensure better product quality and more efficient production processes.
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