Lightweight Design and Topology Optimization for Machine Parts

Lightweight Design and Topology Optimization for Machine Parts

The heavy part costs material, energy, and handling time. The light part that does the same job is the better part, as long as it was light for a reason. Lightweight design and topology optimization are the tools that remove the material that was never doing any work. This article explains how a mechanical designer uses topology optimization without falling into the trap of the pretty shape that cannot be manufactured.

Why the Weight Matters

The weight matters in three places. The first is the moving part: the arm, the table, the carriage that accelerates and decelerates every cycle. The lighter part needs the smaller actuator, the faster cycle, and the lower energy. The second is the handling: the part that the operator lifts, the part that the crane carries, and the part that is shipped. The lighter part is the safer part and the cheaper part. The third is the natural frequency: the lighter part with the same stiffness has the higher frequency, and the higher frequency is farther from the excitation.

The weight reduction is not free. The light part is often more expensive to make, because the material is removed and the geometry is complex. The trade-off is the part cost against the operating cost, and the trade-off is different for the moving parts and the static parts.

How Topology Optimization Works

Topology optimization is a computational method that starts with the design space and removes the material where it is not needed. The solver applies the loads and the constraints, iterates the material distribution, and converges on the shape that carries the load with the least material.

The inputs are the design space, the loads, the constraints, the boundary conditions, and the objective. The objective is usually the minimum compliance, which is the maximum stiffness for the given material volume. The constraints include the maximum volume fraction, the minimum member size, and the symmetry planes.

The output is a density field. The regions with the density near one are the material that carries the load. The regions with the density near zero are the empty space. The iso-surface at the threshold density is the optimized shape.

The shape is organic. It looks like a bone or a tree, because nature optimized the same way. The organic shape is the signal that the optimization worked, and it is also the warning that the shape will be hard to make.

The Design Space Is the Real Decision

The topology optimization result depends almost entirely on the design space. The space that is too small removes the option of the material that would have carried the load better. The space that is too large produces the shape that cannot fit the machine.

The design space should include the clearances, the access, the fasteners, and the assembly sequence. The pocket that the optimization creates must be reachable by the tool. The rib that the optimization leaves must clear the neighboring part. The space that is defined with the manufacturing in mind produces the shape that is worth optimizing.

The loads are the second decision. The optimization is only as good as the load cases. The part that sees the five load cases must be optimized with the five load cases. The part that is optimized with one load and sees five in service is the part that fails in the unoptimized direction.

The Manufacturing Reality

The optimized shape is often expensive to make. The additive manufacturing makes the organic shape directly, and the cost is the build time and the powder. The machining makes the organic shape with the five-axis work and the long cycle. The casting makes the organic shape with the pattern and the draft.

The manufacturing reality should enter the optimization. The minimum member size is set to the value the process can hold. The draft and the parting line are added for the casting. The tool access is checked for the machining. The additive orientation is set for the build.

The practical approach is the topology-guided design, not the topology-copied design. The optimizer suggests the load path, and the designer interprets the path into the manufacturable geometry. The bracket that is optimized to the ribbed plate with the three holes is the part that gets the benefit without the cost.

The Lightweight Design Checklist

The lightweight design does not always need the solver. The checklist catches the easy weight.

The first check is the material. The aluminum part that replaces the steel part saves two thirds of the weight, if the section is adjusted for the lower modulus. The plastic part that replaces the metal part saves the weight if the strength and the temperature allow.

The second check is the section. The I-beam and the box section carry the bending with the fraction of the material of the solid bar. The ribbed plate carries the load with the fraction of the material of the thick plate.

The third check is the pocketing. The pocket in the thick section removes the material that is not working. The pocket that is milled or cored is the weight that is removed without the strength loss.

The fourth check is the redundant material. The boss that is taller than the screw, the flange that is thicker than the gasket, and the wall that is thicker than the pressure needs: each one is the material that the drawing carries and the design does not need.

The fifth check is the joining. The welded fabrication that replaces the solid block, the bonded assembly that replaces the casting, and the sheet metal that replaces the plate: the joining methods make the part light by making the part hollow.

The Validation of the Lightweight Part

The lightweight part needs the validation that the heavy part did not. The stiffness is checked with the FEA or the test. The natural frequency is checked against the excitation. The fatigue is checked at the stress concentrations that the light design creates.

The first article of the lightweight part is tested before the production. The deflection test, the strength test, and the frequency test confirm the predictions. The test that passes gives the confidence to run the production, and the test that fails sends the design back to the optimization.

Conclusion

Lightweight design and topology optimization remove the material that is not working. Start with the design space and the loads, run the optimization, interpret the result into the manufacturable shape, run the lightweight checklist for the easy weight, and validate the first article. The light part that is light for a reason is the part that saves the energy and the cost, and the savings add up over the machine life.

A Worked Example: The Lightweight Bracket

A typical bracket shows the whole workflow. The machine has a sensor bracket that mounts a proximity sensor above a conveyor. The original bracket is a steel block, 1.2 kilograms, machined from the solid. The sensor must stay within a tenth of a millimeter of the target, and the bracket must not vibrate at the conveyor frequency.

The design space is defined around the functional envelope. The space includes the mounting holes at the frame, the sensor hole at the target position, and the clearances for the cable and the adjustment. The loads are the sensor weight, the adjustment force, and the vibration load at the conveyor frequency.

The topology optimization runs with the volume fraction of twenty percent. The result is an organic shape: a web of material connecting the mounting holes to the sensor boss, with the holes through the web where the material is not needed.

The interpretation step turns the organic shape into the manufacturable part. The web is interpreted as the ribbed plate with the two ribs, the sensor boss is kept as the cylindrical boss, and the through holes become the lightening holes. The part is remade as the aluminum plate with the machined ribs and holes.

The weight drops from 1.2 kilograms to 0.35 kilograms. The stiffness check with the FEA confirms that the deflection at the sensor is within the allowed value. The natural frequency check shows that the first mode is above the conveyor excitation. The cost comparison shows that the machined aluminum part costs more than the steel block per kilogram, but the lighter part costs less in the total because the material is less and the handling is easier.

The prototype is tested. The deflection test confirms the FEA, the vibration test shows no resonance at the operating speed, and the sensor holds the position. The bracket goes into production, and the energy saved on the moving conveyor accumulates over the machine life.

The Manufacturing Processes for the Light Parts

The lightweight geometry is made by the process that fits the shape and the volume. The machining is the default for the ribbed and the pocketed parts in the low and the medium volumes. The five-axis machining reaches the undercuts that the three-axis cannot, and the cost rises with the axis count.

The casting is the default for the complex shapes in the medium and the high volumes. The sand casting handles the large parts, the die casting handles the small parts with the tight tolerances, and the investment casting handles the complex shapes with the thin walls. The casting adds the draft and the parting line to the geometry, and the optimization must include them.

The extrusion is the process for the long constant sections. The aluminum extrusion with the optimized cross-section replaces the machined bar for the long parts, and the cost per meter is low. The extrusion is combined with the machining for the end features.

The sheet metal is the process for the hollow and the formed parts. The bent plate with the flanges and the ribs carries the load with the fraction of the material of the solid part. The sheet metal parts are light by construction, and the stiffening ribs add the rigidity where the flat sheet would flex.

The additive manufacturing is the process that makes the organic topology shape directly. The laser powder bed fusion builds the complex brackets, and the cost scales with the build volume and the time. The additive part is validated against the material properties of the powder, which differ from the wrought material.

The Materials That Make It Work

The lightweight design depends on the material as much as the geometry. The aluminum alloys are the default for the machined lightweight parts. The 6061 and the 7075 cover the strength range, and the anodizing protects the surface.

The magnesium alloys are the lightest structural metals. The specific stiffness and the specific strength are high, and the machining is possible with the correct speeds. The cost and the corrosion resistance are the trade-offs.

The titanium alloys are used where the strength and the temperature are critical. The specific strength is excellent, but the material and the machining costs are high. The aerospace and the high-performance applications justify the cost.

The plastics and the composites bring the density down further. The glass-filled nylon, the carbon fiber reinforced polymer, and the structural foam are the options for the light loads and the moderate temperatures. The mold cost is the trade-off for the high volumes.

The additive materials are the new frontier. The aluminum and the titanium powders build the topology-optimized shapes directly. The material properties are different from the wrought material, and the validation is required.

The material selection is part of the lightweight design loop. The geometry is optimized for one material, and the material change requires the re-optimization. The loop that includes the material from the start converges on the part that is truly light.

The Lightweight Design in the Larger System

The lightweight part is not the end; the system is the target. The arm that is light allows the smaller actuator, and the smaller actuator allows the smaller frame, and the smaller frame allows the lighter foundation. The cascade multiplies the savings.

The system optimization starts with the critical component. The arm is optimized first, then the actuator is resized, then the frame is resized. The loop is repeated until the system converges. The convergence is the point where the next iteration saves less than the effort.

The energy savings are the operating benefit. The lighter arm accelerates faster with the same motor, or the same arm accelerates with the smaller motor. The cycle time is shorter, the energy per cycle is lower, and the throughput is higher. The savings per part are small, and the savings over the million cycles are large.

The handling benefit is the safety benefit. The part that the operator can lift without the hoist is the part that is handled more often and more safely. The part that is light is the part that is easier to assemble, easier to ship, and easier to install in the field.

The lightweight design is a system discipline, not a part trick. The part that is light in the system that is optimized around it is the part that pays the whole bill.

Conclusion

Lightweight design and topology optimization remove the material that is not working. Start with the design space and the loads, run the optimization, interpret the result into the manufacturable shape, run the lightweight checklist for the easy weight, and validate the first article. The light part that is light for a reason is the part that saves the energy and the cost, and the savings add up over the machine life.