Lesson 48 of 78 · Manufacturing & Reliability
Reliability, Verification & Maintainability
Reliability is the probability of performing the required function for a stated time under stated conditions. It is not the absence of complaints during a short demonstration.
Design from failure backward
Create a failure-mode table with function, failure mode, local effect, system effect, cause, existing control, severity, occurrence evidence, detectability, and action. Use rankings to prioritize conversation, not to manufacture a magical risk number. A low-probability severe hazard still demands risk reduction.
Common automation failures include contamination, connector loosening, cable flex fatigue, sensor drift, lost calibration, seal leakage, overheated drives, software state mismatch, lubricant loss, and inaccessible wear parts. Include human recovery actions; a jam that is harmless in automatic operation may be dangerous during intervention.
Verification ladder
- Inspection proves identity, material, dimensions, workmanship, and configuration.
- Analysis predicts stress, motion, heat, flow, and timing.
- Component tests estimate uncertain parameters and margins.
- Subsystem tests exercise interfaces and faults.
- System tests prove requirements across operating cases.
- Validation observes the system doing real work with intended users.
NIST’s robotics program emphasizes performance requirements, metrics, test methods, and validation because adoption risk falls when capability can be measured 1.
Availability and repair
In a simple repairable system, inherent availability is often approximated as
At 500 h mean time between failures and 5 h mean repair, \(A=99.0\%\). Cutting repair to 1 h raises it to 99.8% without changing failure rate. Real operational availability also includes planned maintenance, logistics, and organizational delay.
Make maintenance a design input
Provide safe isolation, access envelopes, lift points, drain and bleed points, replaceable wear surfaces, connector keying, labels, diagnostics, baseline measurements, and controlled backups. Estimate the tools, skill, time, and exposure required for each planned task.
Course review
Submit a design dossier for a bounded transmission or mechanism: requirements, load cases, calculations, material/process choice, tolerance stack, risk table, verification matrix, and maintenance task analysis. End with the three uncertainties that most threaten function and the experiments that retire them.
Source trail
References
- 1Robotic Systems for Smart Manufacturing Program. National Institute of Standards and Technology. verifiedMeasurement science, performance metrics, test methods, interoperability, planning, agility, and collaborative workcell integration. Cited at: measurement approach.
Further reading
- Elements of Mechanical Design. MIT OpenCourseWare. verifiedModeling, design, integration, fabrication, and characterization of bearings, springs, gears, cams, mechanisms, shafts, drives, and connections.
- Design and Manufacturing II. MIT OpenCourseWare. verifiedModern manufacturing organized around process physics, equipment and control, manufacturing systems, and design for manufacture.
Check your understanding
- What is the difference between verification and validation?
- Verification checks specified requirements; validation checks the solution serves the real need
- They are identical
- Validation checks spelling only
- Verification occurs only after failure
Verification asks whether it was built right; validation asks whether the right system was built for its use.
- Which design choice improves maintainability?
- Hidden filters
- Accessible replaceable wear parts with diagnostics and safe isolation
- Proprietary unlabeled wiring
- Permanent assembly of consumables
Access, isolation, identification, modular replacement, diagnostics, and documentation reduce restoration time and risk.