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2024 年 6 月 9 日,超大规模集成电路(VLSI)技术的共同发明人、IEEE 会士林恩·康威(Lynn Conway)逝世,享年 86 岁。她与卡弗·米德(Carver Mead)在 20 世纪 70 年代于施乐帕洛阿尔托研究中心(PARC)合作开创的 VLSI 设计方法,将数千甚至更多晶体管集成到单一芯片之上,彻底改变了微芯片设计的范式。今天智能手机、笔记本电脑、智能手表乃至家电中承载算力与存储功能的芯片,其设计体系都可追溯至这场被称为“米德-康威革命”的技术变革。就在去世前一年,她入选美国国家发明家名人堂——这距离米德获此殊荣已过去近 15 年。
从物理学徒到 VLSI 革命推手
康威的工程生涯始于一次“误入”。因二战后物理学家的声望,她进入麻省理工学院攻读物理,却最终在电气工程课程中找到了发挥创造力的空间。1962 年和 1963 年,她在哥伦比亚大学先后取得电气工程学士与硕士学位,随后加入 IBM 研究中心。在那里,她发明了多发射乱序动态指令调度技术——让 CPU 根据指令的就绪状态而非严格的程序顺序重新排序执行。这项工作直接催生了超标量处理器架构,即今天几乎所有高性能 CPU 的基础。
然而职业的上升期与她个人的挣扎并行。1967 年,康威决定进行性别确认治疗,并希望 IBM 允许她平静完成这一过程,但公司以“会给同事造成极端情绪困扰”为由将她解雇。直到 2020 年,IBM 才正式为此道歉。1968 年底完成性别转换后,康威不得不以“隐身模式”重启职业生涯——先后担任合同程序员、Memorex 计算机架构师,但为了躲避歧视和再次失业,她无法认领在 IBM 时期以“本名”署名的技术成果。
【关键数据】
- 逝世年龄: 86 岁(2024 年 6 月 9 日)
- VLSI 教材大学采用量: 截至 1983 年近 120 所大学
- IBM 解雇与道歉间隔: 53 年(1967 年解雇,2020 年道歉)
- 首次 VLSI 课程开设: 1978 年于 MIT
- 入选国家发明家名人堂: 2023 年,晚于合作者米德近 15 年

重写芯片设计的游戏规则
1975 年,康威受邀加入施乐 PARC,担任 VLSI 系统设计小组的研究员与负责人。彼时美国国防部高级研究计划局(DARPA 的前身)正担心摩尔定律演进对微电子设计能力的挑战,组建了涵盖 PARC、加州理工等机构的研究联盟。当时的芯片设计高度依赖手工:架构、逻辑、电路、版图各层由不同工程师分工完成,层层向下传递,各层之间对彼此的工作几乎一无所知,流程耗时且极易出错。
康威与米德给出的答案是自动化与结构化。他们引入计算机辅助设计(CAD)工具打通设计流程,提出强调高层抽象和模块化(如逻辑门与标准模块)的结构化设计方法,并制定了一套简化的设计规则,使集成电路能够被数值化编码、按比例缩放和复用——这恰好回应了摩尔定律对设计可扩展性的要求。为了让这套当时颇为激进的方法落地,两人撰写了教材《Introduction to VLSI Systems》,康威还在 1978 年亲赴 MIT 讲授史上第一门 VLSI 课程来验证教材效果。这本 1980 年出版的著作迅速成为该领域的奠基性教材,到 1983 年已被近 120 所大学采用,直接影响了一代芯片工程师。
迟到的承认与持续的影响
1999 年公开跨性别身份后,康威持续为获得应有的历史承认而努力。她通过博客分享自身经历,为处于性别转换阶段的人提供指导,并推动了 IEEE 行为准则的修订——明确禁止基于性取向、性别认同和性别表达的歧视。密歇根大学(她生前为该校荣休教授)计算机科学与工程系教授 Michael Wellman 评价道,康威在工程上的影响力与个人的勇气,一直是他和无数人的灵感来源。
从更长的技术时间线看,康威留下的遗产仍在延展。乱序执行与超标量架构贯穿现代处理器设计,结构化设计与设计复用理念则演化为当今的 IP 核生态与 EDA 产业基石。在芯片制程逼近物理极限、设计复杂度指数级攀升的当下,如何让抽象层级与自动化工具持续跟上晶体管规模的膨胀,仍是行业面对的核心命题——而这正是半个世纪前那位在 PARC 实验室里重写设计规则的工程师,为整个产业留下的思考起点。
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The Institute
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Article
Honoring the Legacy of Chip Design Innovator Lynn Conway
The IEEE Fellow was a noted transgender-rights activist
Joanna Goodrich
20 Jun 2024
6 min read
Joanna Goodrich is the associate editor of The Institute.
Lynn Conway, codeveloper of very-large-scale integration, died on 9 June at the age of 86. Last year she was inducted into the National Inventors Hall of Fame for her work.
Joseph Xu/University of Michigan
Lynn Conway
, codeveloper of very-large-scale integration, died on 9 June at the age of 86. The
VLSI
process, which creates
integrated circuits
by combining thousands of
transistors
into a single chip, revolutionized microchip design.
Conway, an IEEE Fellow, was transfeminine and was a transgender-rights activist who played a key role in updating the
IEEE Code of Conduct
to prohibit discrimination based on sexual orientation, gender identity, and gender expression.
She shared her experiences on
a blog
to help others considering or beginning to transition their gender identity. She also mentored many trans people through their transitioning.
“Lynn Conway’s example of engineering impact and personal courage has been a great source of inspiration for me and countless others,”
Michael Wellman
, a professor of computer science and engineering at the
University of Michigan
in Ann Arbor, told the
Michigan Engineering News
website. Conway was a professor emerita at the university.
The profile of Conway below is based on an interview
The Institute
conducted with her in December.
Some engineers dream their pioneering technologies will one day earn them a spot in history books. But what happens when your contributions are overlooked because of your gender identity?
If you’re like
Lynn Conway
—who faced that dilemma—you fight back.
Conway helped develop very-large-scale integration: the process of creating integrated circuits by combining thousands of transistors into a single chip. VLSI chips are at the core of electronic devices used today. The technology provides processing power, memory, and other functionalities to smartphones, laptops,
smartwatches
, televisions, and household appliances.
She and her research partner
Carver Mead
developed VLSI in the 1970s while she was working at
Xerox
’s
Palo Alto Research Center
, in California. Mead was an engineering professor at
CalTech
at the time. For years, Conway’s role was overlooked partly because she was a woman, she asserts, and partly because she was transfeminine.
Since coming out publicly in 1999, Conway has been fighting for her contributions to be recognized, and she’s succeeding. Over the years, the IEEE Fellow has been honored by a variety of organizations, most recently the
National Inventors Hall of Fame
, which inducted her last year almost 15 years after it recognized Mead.
From budding physicist to electrical engineer
Conway initially was interested in studying physics because of the role it played in World War II.
“After the war ended, physicists became famous for blowing up the world in order to save it,” she says. “I was naive and saw physics as the source of all wisdom. I went off to
MIT
, not fully understanding the subject I chose to major in.”
She took many
electrical engineering
courses because, she says, they allowed her to be creative. It was through those classes that she found her calling.
She left
MIT
in 1957, then earned bachelor’s and master’s degrees in electrical engineering from
Columbia
in 1962 and 1963. While at Columbia, she conducted an independent study under the guidance of
Herb Schorr
, an adjunct professor and a researcher at
IBM Research
in Yorktown Heights, N.Y. The study involved installing a list-processing language on the
IBM 1620 computer
, “which was the most arcane machine to attempt to do that on,” she says laughing. “It was a cool language that
Maurice Wilkes
from
Cambridge
had developed to experiment with self-compiling compilers.”
She must have made quite an impression on Schorr, she says, because after she earned her master’s degree, he recruited her to join him at the research center. While working on the advanced computing systems project there, she invented multiple-out-of-order dynamic instruction scheduling, a technique that allows a CPU to reorder instructions based on their availability and readiness instead of following the program order strictly.
That work led to the creation of the superscalar CPU, which manages multiple instruction pipelines to execute several instructions concurrently.
The company eventually transferred her to its offices in California’s Bay Area.
Although her career was thriving, Conway was struggling with gender dysphoria, the distress people experience when their gender identity differs from their sex assigned at birth. In 1967 she moved forward with gender-affirming care “to resolve the terrible existential situation I had faced since childhood,” she says.
She notified
IBM
of her intention to transition, with the hope the company would allow her to do so quietly. Instead, IBM fired her, convinced that her transition would cause “extreme emotional distress in fellow employees,” she says. (In 2020 the company issued an apology for terminating her.)
After completing her transition, at the end of 1968 Conway began her career anew as a contract programmer. By 1971 she was working as a computer architect at
Memorex
in
Silicon Valley
. She joined the company in what she calls “stealth mode.” No one other than close family members and friends knew she was transfeminine. Conway was afraid of discrimination and losing her job again, she says. Because of her decision to keep her transition a secret, she says, she could not claim credit for the techniques she had invented at IBM Research because they were credited to the name she had been assigned at birth, her “dead name.”
She was recruited in 1975 to join
Xerox PARC
as a research fellow and manager of its VLSI system design group.
It was there that she made history.
Conway was recruited in 1975 to join
Xerox
PARC as a research fellow.
Lynn Conway
Starting the Mead and Conway Revolution
Concerned with how
Moore’s Law
would affect the performance of
microelectronics
, the Advanced Research Project Agency (now known as the
Defense Advanced Research Projects Agency
) created a coalition of companies and research universities, including PARC and
CalTech
, to improve microchip design. After Conway joined PARC’s VLSI system design group, she worked closely with Carver Mead on
chip design
. Mead, now an IEEE Life Fellow, is credited with coining the term
Moore’s Law.
Making chips at the time involved manually designing transistors and connecting them with circuits. The process was time-consuming and error-prone.
“A whole bunch of different pieces of design were being done at different abstraction levels, including the basic architecture, the logic design, the circuit design, and the layout design—all by different people,” Conway said in a 2023
IEEE Annals of the History of Computing
interview
. “And the various people in the different layers passed the design down in kind of a paternalistic top-down system. The people at any one layer may have no clue what the people at the other levels in that system are doing or what they know.”
Conway and Mead decided the best way to address that communication problem was to use
CAD
tools to automate the process.
The two also introduced the structured-design method of creating chips. It emphasized high-level abstraction and modular design techniques such as
logic gates
and modules—which made the process more efficient and scalable.
Conway also created a simplified set of rules for chip design that enabled the integrated circuits to be numerically encoded, scaled, and reused as Moore’s Law advanced.
The method was so radical, she says, that it needed help catching on. Conway and Mead wrote
Introduction to VLSI Systems
to take the new concepts straight to the next generation of engineers and programmers. The textbook included the basics of structured designs and how to validate and verify them. Before its publication in 1980, Conway tested how well it explained the method by teaching the first VLSI course in 1978 at MIT.
The textbook was successful, becoming the foundational resource for teaching the technology. By 1983 it was being used by nearly 120 universities.
Conway and Mead’s work resulted in what is known as the
Mead and Conway Revolution
, enabling faster, smaller, and more powerful devices to be developed.
Throughout the 1980s, Conway and Mead were known as the dynamic duo that created VLSI. They received multiple joint awards including the
Electronics
magazine 1981 Award for Achievement, the
University of Pennsylvania
’s 1984
Pender Award
, and the
Franklin Institute
’s 1985
Wetherill Medal
.
Conway left Xerox PARC in 1983 to join
DARPA
as assistant director for strategic computing. She led planning of the strategic computing initiative, an effort to expand the technology base for intelligent-weapons systems.
Two years later she began her academic career at the University of Michigan as a professor of electrical engineering and computer science. She was the university’s associate dean of engineering and taught there until 1998, when she retired.
Becoming an activist
In 1999 Conway decided to come out as a transfeminine engineer, knowing that not only would her previous work be credited to her again, she says, but also that she could be a source of strength and inspiration for others like her.
In the 2000s Conway’s honors began to dry up, while Mead continued to receive awards for VLSI, including a 2002 U.S.
National Medal of Technology and Innovation
.
After publicly coming out, she spoke openly about her experience and lobbied to be credited for her work.
Some organizations, including IEEE, began to recognize Conway. The
IEEE Computer Society
awarded her its 2009
Computer Pioneer Award
. She received the 2015
IEEE/RSE Maxwell Medal
, which honors contributions that had an exceptional impact on the development of electronics and electrical engineering.
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obituary
type:ti
very large-scale integration
Joanna Goodrich
Joanna Goodrich
is the associate editor of
The Institute
, covering the work and accomplishments of IEEE members and IEEE and technology-related events. She has a master's degree in health communications from Rutgers University, in New Brunswick, N.J.
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