# 融合生成式人工智能的多目标差分进化算法优化软件成本估算 - 生物通

*Источник: 生物通*
*Дата: 2026-09-24*
*Язык: zh*

**Кратко:** ÈÚºÏÉú³ÉÊ½ÈË¹¤ÖÇÄÜµÄ¶àÄ¿±ê²î·Ö½ø»¯Ëã·¨ÓÅ»¯Èí¼þ³É±¾¹ÀËã
¡¶Scientific Reports¡·£ºAn adaptive multi-objective differential evolution algorithm to fine-tune the constructive cost model constants for software effort estimation
¡¾×ÖÌå£º ´ó ÖÐ Ð¡ ¡¿ Ê±¼ä£º2026Äê09ÔÂ24ÈÕ À´Ô´£ºScientific Reports 4.9
±à¼ÍÆ¼ö£º
¡¡¡¡ÕªÒªÈí¼þ¹¤×÷Á¿ºÍ³É±¾¹ÀËãµÄÖ÷ÒªÄ¿±êÊÇÈ·¶¨ÏîÄ¿³É±¾¡¢Ëõ¶Ì¿ª·¢Ê±¼ä£¬²¢Ìá¹©¿É¿¿µÄÔ¤²â½á¹û¡£ÕâÒ»ÎÊÌâÒ²±»¹éÀàÎªÒ»¸ö¶àÄ¿±êÓÅ»¯ÎÊÌâ¡£±¾ÎÄÌá³öÁËÒ»ÖÖ»ùÓÚÊÊÓ¦¶ÈµÄÐÂÐÍ¶àÄ¿±ê²î·Ö½ø»¯Ëã·¨£¬¸ÃËã·¨½áºÏÁËÉú³ÉÊ½ÈË¹¤ÖÇÄÜ£¨AI£©¼¼ÊõÀ´µ÷Õû²ÎÊý£¬´Ó¶ø½â¾öÕâÐ©ÎÊÌâ¡£ÐÂËã·¨²ÉÓÃÁË»ùÓÚÅÁÀÛÍÐÔÀíµÄ±äÒì¼¼Êõ£¬
Èí¼þ¹¤×÷Á¿ºÍ³É±¾¹ÀËãµÄÖ÷ÒªÄ¿±êÊÇÈ·¶¨ÏîÄ¿³É±¾¡¢Ëõ¶Ì¿ª·¢Ê±¼ä£¬²¢Ìá¹©¿É¿¿µÄÔ¤²â½á¹û¡£ÕâÒ»ÎÊÌâÒ²±»¹éÀàÎªÒ»¸ö¶àÄ¿±êÓÅ»¯ÎÊÌâ¡£±¾ÎÄÌá³öÁËÒ»ÖÖ»ùÓÚÊÊÓ¦¶ÈµÄÐÂÐÍ¶àÄ¿±ê²î·Ö½ø»¯Ëã·¨£¬¸ÃËã·¨½áºÏÁËÉú³ÉÊ½ÈË¹¤ÖÇÄÜ£¨AI£©¼¼ÊõÀ´µ÷Õû²ÎÊý£¬´Ó¶ø½â¾öÕâÐ©ÎÊÌâ¡£ÐÂËã·¨²ÉÓÃÁË»ùÓÚÅÁÀÛÍÐÔÀíµÄ±äÒì¼¼Êõ£¬²¢ÀûÓÃÉú³ÉÊ½AIÀ´Ôö¼ÓºòÑ¡½âµÄ¶àÑùÐÔ¡£ÐÂµÄ±äÒì²Ù×÷·ûÌá¹©ÁË¸ü¶àµÄ¡°´ø¿í¡±£¨¼´±äÒì²Ù×÷µÄÁé»îÐÔ£©£¬ÓÐÖúÓÚ²î·Ö½ø»¯Ëã·¨±ÜÃâÏÝÈë¾Ö²¿×îÓÅ½â¡£ÑÐ¾¿»¹Ó¦ÓÃÁËÒ»ÖÖ·ÇÖ§ÅäÅÅÐò¼¼ÊõÀ´½µµÍ¼ÆËã¸´ÔÓ¶È£¬ÒÔ±ã¸üÓÐÐ§µØ´¦ÀíÅÁÀÛÍÐÓÅÏÈ¼¶ÅÐ¶Ï¡£ÎÄÕÂÍ¨¹ý½øÒ»²½µ÷Õû²ÎÊý£¬ÊµÏÖÁË¶àÄ¿±ê½¨ÉèÐÔ³É±¾Ä£ÐÍµÄÓÅ»¯£¬ÀûÓÃÉú³ÉÊ½AI×¼È·Ô¤²âÈí¼þ³É±¾¡£Èí¼þ³É±¾¹ÀËãµÄÄ¿±êÊÇÔÚ±£Ö¤Ô¤²â×¼È·ÐÔµÄÍ¬Ê±¾¡Á¿¼õÉÙÎó²î£¬×îÖÕ½µµÍÕû¸öÏîÄ¿µÄ³É±¾¡£ÓëÏÖÓÐµÄÏÖ´ú¶àÄ¿±ê½ø»¯ÓÅ»¯Ëã·¨Ïà±È£¬±¾ÎÄÌá³öµÄ¼¯³ÉÉú³ÉÊ½AIµÄ·½·¨ÔÚNASA-93ºÍCOCOMO-81Êý¾Ý¼¯ÉÏ±íÏÖ³ö¸üÓÅÐãµÄÔ¤²âÐÔÄÜºÍ¸üµÍµÄÎó²îÂÊ¡£

ÈÚºÏÉú³ÉÊ½ÈË¹¤ÖÇÄÜµÄ¶àÄ¿±ê²î·Ö½ø»¯Ëã·¨ÓÅ»¯Èí¼þ³É±¾¹ÀËã
¡¶Scientific Reports¡·£ºAn adaptive multi-objective differential evolution algorithm to fine-tune the constructive cost model constants for software effort estimation
¡¾×ÖÌå£º ´ó ÖÐ Ð¡ ¡¿ Ê±¼ä£º2026Äê09ÔÂ24ÈÕ À´Ô´£ºScientific Reports 4.9
±à¼ÍÆ¼ö£º
¡¡¡¡ÕªÒªÈí¼þ¹¤×÷Á¿ºÍ³É±¾¹ÀËãµÄÖ÷ÒªÄ¿±êÊÇÈ·¶¨ÏîÄ¿³É±¾¡¢Ëõ¶Ì¿ª·¢Ê±¼ä£¬²¢Ìá¹©¿É¿¿µÄÔ¤²â½á¹û¡£ÕâÒ»ÎÊÌâÒ²±»¹éÀàÎªÒ»¸ö¶àÄ¿±êÓÅ»¯ÎÊÌâ¡£±¾ÎÄÌá³öÁËÒ»ÖÖ»ùÓÚÊÊÓ¦¶ÈµÄÐÂÐÍ¶àÄ¿±ê²î·Ö½ø»¯Ëã·¨£¬¸ÃËã·¨½áºÏÁËÉú³ÉÊ½ÈË¹¤ÖÇÄÜ£¨AI£©¼¼ÊõÀ´µ÷Õû²ÎÊý£¬´Ó¶ø½â¾öÕâÐ©ÎÊÌâ¡£ÐÂËã·¨²ÉÓÃÁË»ùÓÚÅÁÀÛÍÐÔÀíµÄ±äÒì¼¼Êõ£¬
Èí¼þ¹¤×÷Á¿ºÍ³É±¾¹ÀËãµÄÖ÷ÒªÄ¿±êÊÇÈ·¶¨ÏîÄ¿³É±¾¡¢Ëõ¶Ì¿ª·¢Ê±¼ä£¬²¢Ìá¹©¿É¿¿µÄÔ¤²â½á¹û¡£ÕâÒ»ÎÊÌâÒ²±»¹éÀàÎªÒ»¸ö¶àÄ¿±êÓÅ»¯ÎÊÌâ¡£±¾ÎÄÌá³öÁËÒ»ÖÖ»ùÓÚÊÊÓ¦¶ÈµÄÐÂÐÍ¶àÄ¿±ê²î·Ö½ø»¯Ëã·¨£¬¸ÃËã·¨½áºÏÁËÉú³ÉÊ½ÈË¹¤ÖÇÄÜ£¨AI£©¼¼ÊõÀ´µ÷Õû²ÎÊý£¬´Ó¶ø½â¾öÕâÐ©ÎÊÌâ¡£ÐÂËã·¨²ÉÓÃÁË»ùÓÚÅÁÀÛÍÐÔÀíµÄ±äÒì¼¼Êõ£¬²¢ÀûÓÃÉú³ÉÊ½AIÀ´Ôö¼ÓºòÑ¡½âµÄ¶àÑùÐÔ¡£ÐÂµÄ±äÒì²Ù×÷·ûÌá¹©ÁË¸ü¶àµÄ¡°´ø¿í¡±£¨¼´±äÒì²Ù×÷µÄÁé»îÐÔ£©£¬ÓÐÖúÓÚ²î·Ö½ø»¯Ëã·¨±ÜÃâÏÝÈë¾Ö²¿×îÓÅ½â¡£ÑÐ¾¿»¹Ó¦ÓÃÁËÒ»ÖÖ·ÇÖ§ÅäÅÅÐò¼¼ÊõÀ´½µµÍ¼ÆËã¸´ÔÓ¶È£¬ÒÔ±ã¸üÓÐÐ§µØ´¦ÀíÅÁÀÛÍÐÓÅÏÈ¼¶ÅÐ¶Ï¡£ÎÄÕÂÍ¨¹ý½øÒ»²½µ÷Õû²ÎÊý£¬ÊµÏÖÁË¶àÄ¿±ê½¨ÉèÐÔ³É±¾Ä£ÐÍµÄÓÅ»¯£¬ÀûÓÃÉú³ÉÊ½AI×¼È·Ô¤²âÈí¼þ³É±¾¡£Èí¼þ³É±¾¹ÀËãµÄÄ¿±êÊÇÔÚ±£Ö¤Ô¤²â×¼È·ÐÔµÄÍ¬Ê±¾¡Á¿¼õÉÙÎó²î£¬×îÖÕ½µµÍÕû¸öÏîÄ¿µÄ³É±¾¡£ÓëÏÖÓÐµÄÏÖ´ú¶àÄ¿±ê½ø»¯ÓÅ»¯Ëã·¨Ïà±È£¬±¾ÎÄÌá³öµÄ¼¯³ÉÉú³ÉÊ½AIµÄ·½·¨ÔÚNASA-93ºÍCOCOMO-81Êý¾Ý¼¯ÉÏ±íÏÖ³ö¸üÓÅÐãµÄÔ¤²âÐÔÄÜºÍ¸üµÍµÄÎó²îÂÊ¡£

[Оригинал](https://www.ebiotrade.com/newsf/2026-9/20260924064432603.htm)