Die casting process incorporating computerized pattern recognition techniques
View Patent ↗A die casting process using pattern recognition techniques to identify those die castings manufactured under conditions likely to produce a die casting which would subsequently prove unacceptable for use. By promptly identifying such die castings, they may be discarded before being shipped to a remote facility for further processing. As a result, the rejection rate of die castings at the remote facility may be reduced and the raw materials used to form the discarded die castings may be more readily recycled.
1. A method for identification of defects in castings created by die-casting manufacturing comprising:
manufacturing castings, each having a serialized unique identifier marked thereon;
inspecting each casting to detect defects;
recording each detected defect in real-time in a defect record stored in a database;
wherein the defect record for each casting further comprises the corresponding unique identifier; and
wherein manufacturing castings further comprises:
producing a first casting using a die; and
producing a second casting using the die without reworking the die subsequent to producing the first casting;
wherein the first casting has a first unique identifier, and the second casting has a second unique identifier different from the first unique identifier.
2. A method as in claim 1 , wherein recording each detected defect in real-time comprises recording the location and type of each defect detected for each casting.
3. A method as in claim 2 , wherein recording the location and type of each defect detected for each casting occurs approximately in proximity to the detection of each defect.
4. A method as in claim 2 , further comprising sensing process parameters during manufacture of each casting; and associating the process parameters for each casting with the corresponding defect record for each casting.
5. A method as in claim 2 , further comprising:
analyzing the database to detect one or more defect patterns;
identifying appropriate adjustments to address each detected defect pattern; and
modifying the die-casting manufacturing process according to the adjustments.
6. A method as in claim 2 , wherein:
inspecting each casting to detect defects occurs in proximity to the die-casting manufacturing process; and
the location and type of each defect detected for each casting is recorded via a user interface.
7. A method as in claim 6 , further comprising:
sensing process parameters during the manufacture of each casting;
associating process parameters sensed for each casting with the corresponding unique identifier;
associating the unique identifier for each casting with the corresponding defect record for each casting; and
associating the process parameters for each casting with the corresponding defect record for each casting via the corresponding unique identifier;
wherein associating the process parameters for each casting with the corresponding defect record occurs as each casting is inspected in proximity to the die-casting manufacturing process, allowing for real-time adjustment of one or more of the process parameters of the die-casting manufacturing process based on detected defects.
8. A method as in claim 7 , further comprising:
analyzing the database in real-time by computer to detect one or more defect patterns;
identifying appropriate adjustments to one or more of the process parameters to address each detected defect pattern; and
modifying the die-casting manufacturing process according to the adjustments.
9. The method of claim 1 , further comprising:
marking the first unique identifier on the first casting; and
marking the second unique identifier on the second casting.
10. The method of claim 9 , wherein the first and second unique identifiers are stamped into the corresponding casting.
11. The method of claim 9 , further comprising ejecting the first casting from the die, wherein marking the first unique identifier on the first casting occurs subsequent to ejection of the first casting from the die.
12. A method for identification of defects in castings created by die-casting manufacturing, comprising:
manufacturing castings, each having a serialized unique identifier marked thereon;
inspecting each casting to detect defects;
recording each detected defect in real-time in a defect record stored in a database;
wherein the defect record for each casting further comprises the corresponding unique identifier; and
wherein manufacturing castings further comprises producing a plurality of castings without reworking the die, and wherein each casting has a unique identifier that is different from that for any other casting.
13. A method as in claim 12 , wherein recording each detected defect in real-time comprises recording the location and type of each defect detected for each casting, wherein each detected defect is recorded as inspected, and wherein inspecting each casting to detect defects occurs in proximity to the die-casting manufacturing process, allowing real-time changes to the die-casting manufacturing process.
14. A method as in claim 13 , further comprising:
sensing process parameters during the manufacture of each casting;
associating process parameters sensed for each casting with the corresponding unique identifier;
associating the unique identifier for each casting with the corresponding defect record for each casting; and
associating the process parameters for each casting with the corresponding defect record for each casting via the corresponding unique identifier;
wherein associating the process parameters for each casting with the corresponding defect record occurs as each casting is inspected in proximity to the die-casting manufacturing process, allowing for real-time adjustment of one or more of the process parameters of the die-casting manufacturing process based on detected defects.
15. A method as in claim 14 , further comprising:
analyzing the database to detect one or more defect patterns;
identifying appropriate adjustments to address each detected defect pattern; and
modifying the die-casting manufacturing process according to the adjustments.
16. A method as in claim 15 , wherein a computer system automatically performs the analysis of the database to detect one or more defect patterns; identification of appropriate adjustments to address each detected defect pattern; and modification of the die-casting manufacturing process according to the adjustments.
17. A method as in claim 13 , wherein the location and type of each defect detected for each casting is recorded via a user interface in proximity to the die-casting manufacturing process.
18. A method as in claim 12 , further comprising sensing process parameters during manufacture of each casting; and associating the process parameters for each casting with the corresponding defect record for each casting.