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1、<p>  Design Without Designers</p><p><b>  網(wǎng)站截圖:</b></p><p>  http://www.baidu.com/baidu?word=%B9%A4%D2%B5%C9%E8%BC%C6%D3%A2%CE%C4%CE%C4%CF%D7&tn=sogouie_1_dg</p><

2、;p><b>  原文:</b></p><p>  Design Without Designers</p><p>  I will always remember my first introduction to the power of good product design. I was newly arrived at Apple, still le

3、arning the ways of business, when I was visited by a member of Apple's Industrial Design team. He showed me a foam mockup of a proposed product. "Wow," I said, "I want one! What is it?" </p>

4、<p>  That experience brought home the power of design: I was excited and enthusiastic even before I knew what it was. This type of visceral "wow" response requires creative designers. It is subjective,

5、personal. Uh oh, this is not what engineers like to hear. If you can't put a number to it, it's not important. As a result, there is a trend to eliminate designers. Who needs them when we can simply test our way

6、to success? The excitement of powerful, captivating design is defined as irrelevant. Worse,</p><p>  Don't believe me? Consider Google. In a well-publicized move, a senior designer at Google recently qui

7、t, stating that Google had no interest in or understanding of design. Google, it seems, relies primarily upon test results, not human skill or judgment. Want to know whether a design is effective? Try it out. Google can

8、quickly submit samples to millions of people in well-controlled trials, pitting one design against another, selecting the winner based upon number of clicks, or sales, or whateve</p><p>  This procedure is h

9、ardly unique to Google. Amazon.com has long followed this practice. Years ago I was proudly informed that they no longer have debates about which design is best: they simply test them and use the data to decide. And this

10、, of course, is the approach used by the human-centered iterative design approach: prototype, test, revise.</p><p>  Is this the future of design? Certainly there are many who believe so. This is a hot topic

11、 on the talk and seminar circuit. After all, the proponents ask reasonably, who could object to making decisions based upon data? </p><p>  Two Types of Innovation: Incremental Improvements and New Concepts

12、In design—and almost all innovation, for that matter—there are at least two distinct forms. One is incremental improvement. In the manufacturing of products, companies assume that unit costs will continually decrease thr

13、ough continual, incremental improvements. A steady chain of incremental innovation enhances operations, the sourcing of parts and supply-chain management. The product design is continually tinkered with, adjusting</p&

14、gt;<p>  The second form of design is what is generally taught in design, engineering and MBA courses on "breakthrough product innovation." Here is where new concepts get invented, new products defined,

15、and new businesses formed. This is the fun part of innovation. As a result, it is the arena that most designers and inventors wish to inhabit. But the risks are great: most new innovations fail. Successful innovations ca

16、n take decades to become accepted. As a result, the people who create the innovation a</p><p>  In my Apple example, the designers were devising a new conception. In the case of Google and Amazon, the compan

17、ies are practicing incremental enhancement. They are two different activities. Note that the Apple product, like most new innovations, failed. Why? I return to this example later.</p><p>  Both forms of inno

18、vation are necessary. The fight over data-driven design is misleading in that it uses the power of one method to deny the importance of the second. Data-driven design through testing is indeed effective at improving exis

19、ting products. But where did the idea for the product come from in the first place? From someone's creative mind. Testing is effective at enhancing an idea, but creative designers and inventors are required to come u

20、p with the idea.</p><p>  Why Testing Is Both Essential and IncompleteData-driven design is "hill-climbing," a well-known algorithm for optimization. Imagine standing in the dark in an unknown, hi

21、lly terrain. How do you get to the top of the hill when you can't see? Test the immediate surroundings to determine which direction goes up the most steeply and take a step that way. Repeat until every direction lead

22、s to a lower level. </p><p>  But what if the terrain has many hills? How would you know whether you are on the highest? Answer: you can't know. This is called the "local maximum" problem: you

23、can't tell if you are on highest hill (a global maximum) or just at the top of a small one.</p><p>  When a computer does hill climbing on a mathematical space, it tries to avoid the problem of local max

24、ima by initiating climbs from numerous, different parts of the space being explored, selecting the highest of the separate attempts. This doesn't guarantee the very highest peak, but it can avoid being stuck on a low

25、-ranking one. This strategy is seldom available to a designer: it is difficult enough to come up with a single starting point, let alone multiple, different ones. So, refinement thro</p><p>  Here is where c

26、reative people come in. Breakthroughs occur when a person restructures the problem, thereby recognizing that one is exploring the wrong space. This is the creative side of design and invention. Incremental enhancements w

27、ill not get us there.</p><p>  Barriers to Great InnovationDramatic new innovation has some fundamental characteristics that make it inappropriate for judgment through testing. People resist novelty. Behavi

28、or tends to be conservative. New technologies and new methods of doing things usually take decades to be accepted - sometimes multiple decades. But the testing methods all assume that one can make a change, try it out, a

29、nd immediately determine if it is better than what is currently available. </p><p>  There is no known way to tell if a radical new idea will eventually be successful. Here is where great leadership and cour

30、age is required. History tells us of many people who persevered for long periods in the face of repeated rejection before their idea was accepted, often to the point that after success, people could not imagine how they

31、got along without it before. History also tells us of many people who persevered yet never were able to succeed. It is proper to be skeptical of radical new i</p><p>  In the early years of an idea, it might

32、 not be accepted because the technology isn't ready, or because there is a lot more optimization still to be done, or because the audience isn't ready. Or because it is a bad idea. It is difficult to determine wh

33、ich of those reasons dominates. The task only becomes easy in hindsight, long after it becomes established. </p><p>  These long periods between formation and initial implementation of a novel idea and its e

34、ventual determination of success or failure in the marketplace is what defeats those who wish to use evidence as a decision criterion for following a new direction. Even if a superior way of doing something has been foun

35、d, the automated test process will probably reject it, not because the idea is inferior, but because it cannot wait decades for the answer. Those who look only at test results will miss the l</p><p>  Of cou

36、rse there are sound business reasons why ignoring potentially superior approaches might be a wise decision. After all, if the audience is not ready for the new approach, it would initially fail in the marketplace. That i

37、s true, in the short run. But to prosper in the future, the best approach would be to develop and commercialize the new idea to get marketplace experience, to begin the optimization process, and to develop the customer b

38、ase. At the same time one is preparing the company for</p><p>  Gestural, multi-touch interfaces for screen-driven devices and computer games are good examples. Are these a brilliant new innovation? Brillian

39、t? Yes. New? Absolutely not. Multi-touch devices were in research labs for almost three decades before the first successful mass-produced products. I saw gestures demonstrated over two decades ago. New ideas take conside

40、rable time to reach success in the marketplace. If an idea is commercialized too soon, the result is usually failure (and a large loss of</p><p>  This is precisely what the Apple designer of my opening para

41、graph had done. What I was shown was a portable computer designed for schoolchildren with a form factor unlike anything I had ever seen before. It was wonderful, and even to my normally critical eye, it looked like a per

42、fect fit for the purpose and audience. Alas, the product got caught in a political fight between warring Apple divisions. Although it was eventually released into the marketplace, the fight crippled its integrity and it

43、</p><p>  The resistance of a company to new innovations is well founded. It is expensive to develop a new product line with unknown profitability. Moreover, existing product divisions will be concerned that

44、 the new product will disrupt existing sales (this is called "cannibalization"). These fears are often correct. This is a classic case of what is good for the company being bad for an existing division, which m

45、eans bad for the promotion and reward opportunities for the existing division. Is it a wonder</p><p>  The FutureAutomated data-driven processes will slowly make more and more inroads into the space now occ

46、upied by human designers. New approaches to computer-generated creativity such as genetic algorithms, knowledge-intensive systems, and others will start taking over the creative aspect of design. This is happening in man

47、y other fields, whether it be medical diagnosis or engineering design. </p><p>  We will get more design without designers, but primarily of the enhancement, refinement, and optimization of existing concepts

48、. Even where new creative artificial systems are developed, whether by neural networks, genetic algorithms, or some yet undiscovered method, any new concept will still face the hurdle of overcoming the slow adoption rate

49、 of people and of overcoming the complex psychological, social, and political needs of people. To do this, we need creative designers, creative business p</p><p>  Design without designers? Those who dislike

50、 the ambiguity and uncertainty of human judgments, with its uncertain track record and contradictory statements will try to abolish the human element in favor of the certainty that numbers and data appear to offer. But t

51、hose who want the big gains that creative judgment can produce will follow their own judgment. The first case will bring about the small, continual improvements that have contributed greatly to the increased productivity

52、 and lowering of </p><p><b>  譯文</b></p><p><b>  不需要設(shè)計(jì)師的設(shè)計(jì)</b></p><p><b>  唐·諾曼</b></p><p>  我永遠(yuǎn)也不會(huì)忘記我第一次向人們介紹優(yōu)秀產(chǎn)品設(shè)計(jì)的魅力的經(jīng)歷,那時(shí)候我

53、剛剛到蘋(píng)果公司,還在逐漸的學(xué)習(xí)工作上的事務(wù)。有一個(gè)蘋(píng)果工業(yè)設(shè)計(jì)小組的成員來(lái)我這里,向我展示了一個(gè)即將推出的產(chǎn)品的泡沫模型,“喔!”我說(shuō),“這是什么?我也想要個(gè)!”</p><p>  那次經(jīng)歷讓我體驗(yàn)到了設(shè)計(jì)的原始力量:當(dāng)我還不知道他具體是什么之前我就已經(jīng)興奮不已,充滿熱情了。這種發(fā)自肺腑的回應(yīng)離不開(kāi)很有創(chuàng)意的設(shè)計(jì)師。這種想法很主觀,也很有個(gè)人感情色彩。哦,不過(guò)工程師們可不愿意聽(tīng)到這些。如果你不能提供和它有關(guān)的數(shù)

54、據(jù),它就沒(méi)什么了不起。這樣的結(jié)果是有一種不再需要設(shè)計(jì)師的趨勢(shì)。當(dāng)我們可以簡(jiǎn)單的測(cè)試我們的成功之路時(shí),誰(shuí)還需要設(shè)計(jì)師呢?令人充滿激情興奮無(wú)比的設(shè)計(jì)被看得無(wú)足輕重。更嚴(yán)重的是設(shè)計(jì)的初衷也岌岌可危了。</p><p>  不相信吧?看看谷歌。最近谷歌的一位高級(jí)設(shè)計(jì)師有一次在公開(kāi)場(chǎng)合宣稱(chēng),他們對(duì)設(shè)計(jì)不感興趣也不懂設(shè)計(jì)。據(jù)說(shuō),谷歌依靠最原始的測(cè)試結(jié)果而不是人類(lèi)技巧和判斷。怎么知道一個(gè)設(shè)計(jì)是否成功呢?測(cè)試一下就可以了。谷歌會(huì)

55、迅速地把樣品發(fā)送給對(duì)照試驗(yàn)中數(shù)以萬(wàn)計(jì)的用戶,與其他的設(shè)計(jì)做個(gè)對(duì)比,然后選出優(yōu)勝者。他們可以靠點(diǎn)擊量,銷(xiāo)售量以及其他任何他們想要采用的客觀依據(jù)。什么顏色的制服最好?測(cè)試一下;哪種項(xiàng)目布置最合理?測(cè)試一下;哪種網(wǎng)頁(yè)排版最好呢?測(cè)試一下。</p><p>  這可不是谷歌的專(zhuān)利,亞馬遜早就也這么做了。幾年前我很榮幸的被告知它們不再為哪個(gè)設(shè)計(jì)最好而爭(zhēng)論不休了,他們會(huì)測(cè)試一下然后用數(shù)據(jù)來(lái)決定。當(dāng)然,這個(gè)也是以人為本的迭代設(shè)

56、計(jì)法采用的途徑:原型,試驗(yàn)和修改。</p><p>  這是設(shè)計(jì)的未來(lái)嗎?有很多人會(huì)真么認(rèn)為。這是一個(gè)人們談?wù)摵脱芯拷涣鞯臒衢T(mén)話題,畢竟,支持者也有理有據(jù):誰(shuí)不想靠數(shù)據(jù)來(lái)做決定?</p><p>  兩種類(lèi)型的創(chuàng)新:不斷改善和全新的概念</p><p>  在設(shè)計(jì)和幾乎所有改革中,其實(shí)都至少有兩種不同的類(lèi)型。第一種是持續(xù)改進(jìn)現(xiàn)有產(chǎn)品,在產(chǎn)品制造業(yè)中企業(yè)認(rèn)為通過(guò)不斷地

57、改善和優(yōu)化單位成本也會(huì)持續(xù)的降低。不斷改善的帶來(lái)穩(wěn)定的利益鏈條又強(qiáng)化了操作,資源部門(mén)和產(chǎn)業(yè)鏈管理。產(chǎn)品的設(shè)計(jì)并沒(méi)有停止,改變一下外表,增加一些新的功能,不時(shí)的做些小的改動(dòng)。新的產(chǎn)品都是對(duì)現(xiàn)有平臺(tái)很小的改動(dòng),每年都宣稱(chēng)有了與眾不同的特征。有時(shí)候一些功能被去掉以用來(lái)支持一條新的,低成本的生產(chǎn)線,有時(shí)候很多功能又被組合或被添加上。產(chǎn)品不斷地改善,但基礎(chǔ)的平臺(tái)一直沒(méi)有改變。持續(xù)的設(shè)計(jì)和改進(jìn)可沒(méi)有開(kāi)發(fā)新概念或新理念那樣的引人矚目,但是它們很常見(jiàn)也

58、很重要。很多這樣的創(chuàng)新都是小規(guī)模的,但大多數(shù)都很成功。這就是企業(yè)們所說(shuō)的“搖錢(qián)樹(shù)”:一條只需要很小改進(jìn)的生產(chǎn)線,但是卻可以年復(fù)一年的有利可圖。</p><p>  第二種類(lèi)型的設(shè)計(jì)就是在設(shè)計(jì),工程和MBA課程中經(jīng)常談?wù)摰降摹坝型黄菩缘膭?chuàng)新設(shè)計(jì)”。這里提出了全新的概念,新穎的產(chǎn)品定義和新型的商業(yè)模式,而且這些正是設(shè)計(jì)的樂(lè)趣所在。因此,這也是大多數(shù)的設(shè)計(jì)師和發(fā)明家樂(lè)意為之的地方。但是風(fēng)險(xiǎn)也很大:絕大多數(shù)的新發(fā)明都以失

59、敗告終。那些成功的設(shè)計(jì)發(fā)明往往需要數(shù)十年才得到了人們的認(rèn)可,這樣的后果就是發(fā)明者不一定就是以它們獲利的人。</p><p>  在我剛才提到的蘋(píng)果公司的例子中,設(shè)計(jì)者正在開(kāi)發(fā)一種新概念產(chǎn)品。在谷歌和亞馬遜的例子中,這些公司在不斷地實(shí)踐著不斷的優(yōu)化。它們是兩種不同的行為,看看蘋(píng)果的產(chǎn)品,像大多數(shù)的新發(fā)明設(shè)計(jì)一樣失敗了。為什么呢?我一會(huì)兒再回到這個(gè)案例中。</p><p>  這兩種設(shè)計(jì)都是很

60、有必要的。對(duì)數(shù)據(jù)主導(dǎo)型設(shè)計(jì)的激烈爭(zhēng)論誤導(dǎo)了人們,我們用前者的力量否定了后者的重要性。通過(guò)測(cè)試數(shù)據(jù)主導(dǎo)型設(shè)計(jì)對(duì)改進(jìn)現(xiàn)有的產(chǎn)品很有效果。但是新產(chǎn)品最初的觀念有從何而來(lái)?一些人創(chuàng)造性的想法。測(cè)試可以高效的優(yōu)化一個(gè)想法,但是創(chuàng)造性的設(shè)計(jì)者和發(fā)明家卻需要有自己的想法。</p><p>  為什么說(shuō)測(cè)試既很有必要又不太完美</p><p>  數(shù)據(jù)主導(dǎo)型的設(shè)計(jì)就是“爬山策略”,我們熟知的一種追求最優(yōu)化

61、的算法。假設(shè)你在黑夜里站在一個(gè)連綿起伏的山坡上,你什么也看不到,你怎么知道你就站在山坡的最高處?檢驗(yàn)一下你周?chē)沫h(huán)境,判斷哪個(gè)方向最陡峭,然后向這個(gè)方向邁進(jìn)。這樣不斷的重復(fù)而知道每個(gè)方向就找到了最低的地方。</p><p>  但是如果山坡上有很多的山峰又該怎么做呢?你怎么知道你是否已經(jīng)在最高的地方了?答案是你會(huì)不知道。這就是所謂的“局部最大值”問(wèn)題:你不能區(qū)分你是在最高處呢還是只在一個(gè)小山坡的最高點(diǎn)。</

62、p><p>  當(dāng)計(jì)算機(jī)在數(shù)學(xué)空間里攀登時(shí),它可以通過(guò)無(wú)數(shù)次的嘗試來(lái)探索不同的空間以避免局部最大化的難題。雖然這不能保證可以找到真正的最高點(diǎn),但至少可以避免掉入低層次的行列中。對(duì)設(shè)計(jì)師來(lái)說(shuō)這種戰(zhàn)略幾乎毫無(wú)用處。解決一個(gè)單一的起點(diǎn)就夠困難了,更不用說(shuō)錯(cuò)綜復(fù)雜的問(wèn)題了。通過(guò)測(cè)試了改良設(shè)計(jì)通常能夠達(dá)到局部的最大利益。還有更好的解決辦法嗎(就是說(shuō),有沒(méi)有受益大于測(cè)試結(jié)果的情況)?測(cè)試不能告訴我們。</p>&l

63、t;p>  這時(shí)候就得靠有創(chuàng)意的人了,他對(duì)問(wèn)題的重新組合,于是就決定去看似錯(cuò)誤的地方探索一下,新的突破就是這樣產(chǎn)生的。這正是設(shè)計(jì)發(fā)明創(chuàng)造性的一面,不斷地改良和完善不能讓我們擁有這樣的效果。</p><p><b>  偉大發(fā)明的障礙</b></p><p>  激動(dòng)人心的新發(fā)明往往有一些基本的特點(diǎn)讓它們不適應(yīng)由測(cè)試所做出的判斷。人們往往也不太喜歡獵奇,行動(dòng)也很保

64、守。新的科技發(fā)明和方法往往經(jīng)過(guò)數(shù)十年或者更長(zhǎng)才逐漸被人們認(rèn)可接受。但是測(cè)試的法子都是假設(shè)某個(gè)東西很有前途值得一試,并來(lái)判斷它是否比正在使用的更好。我們沒(méi)有現(xiàn)成的方法判斷一個(gè)十分新奇的想法會(huì)獲得成功,這就需要出色的領(lǐng)導(dǎo)和鼓勵(lì)。歷史告訴我們很多在他們的想法被認(rèn)可以前面臨長(zhǎng)期不斷的抨擊的人們獲得成功以后就是這樣,沒(méi)有它以前,人們不知道是怎么如何度過(guò)的。歷史同樣也告訴我們還有很多人堅(jiān)持不懈最終也沒(méi)有成功。對(duì)瘋狂想法的懷疑是可以理解的。在一個(gè)想法

65、的最初階段它沒(méi)有被人們接受很可能是因?yàn)榧夹g(shù)還不太成熟,還需要很多的改善優(yōu)化也可能是因?yàn)橄M(fèi)者還沒(méi)有準(zhǔn)備好?;蛘哒f(shuō)它本來(lái)就是個(gè)壞主意,很難確定這是哪種原因決定的。在它實(shí)現(xiàn)很長(zhǎng)時(shí)間以后,這才會(huì)變得可以預(yù)見(jiàn)。</p><p>  一個(gè)想法最初形成實(shí)施到最終在商業(yè)上的成敗之間的漫長(zhǎng)時(shí)間被當(dāng)做是戰(zhàn)勝那些想把其作為展開(kāi)新方向研究判斷標(biāo)準(zhǔn)的人的武器。即使做某件事比較好的方法已經(jīng)找到了,自動(dòng)測(cè)試程序也會(huì)拒絕它,不是因?yàn)樗缓?,?/p>

66、是我們不能為了這個(gè)答案等數(shù)十年。那些只看測(cè)試結(jié)果的人們將會(huì)失去豐厚的回報(bào)。當(dāng)然,這也有為什么忽略潛在的新做法也可能是很明智的決定的合理商業(yè)因素。畢竟如果受眾還沒(méi)有為新的產(chǎn)品做好準(zhǔn)備,它在市場(chǎng)上肯定會(huì)失敗。從短期看,這是正確的。但是為了長(zhǎng)期的繁榮發(fā)展,最好的做法是開(kāi)發(fā)和商業(yè)化新的想法去獲得市場(chǎng)經(jīng)驗(yàn),在開(kāi)始優(yōu)化過(guò)程和發(fā)展客戶群。與此同時(shí),還有一些在為公司做準(zhǔn)備等待時(shí)機(jī)成熟。就是這樣,做著舊的產(chǎn)品但是在為新產(chǎn)品做準(zhǔn)備。如果一個(gè)公司沒(méi)能夠掌握不

67、斷涌現(xiàn)的新方法,那么它的競(jìng)爭(zhēng)者就會(huì)接管過(guò)去。這些公司往往成為新興的公司,現(xiàn)有的公司沒(méi)有注意到它們,因?yàn)樗鼈兯龅臇|西還沒(méi)有被廣泛接受,它們無(wú)論如何也不會(huì)對(duì)現(xiàn)有的業(yè)務(wù)構(gòu)成危險(xiǎn)。明白了創(chuàng)造者所處的窘境了吧。</p><p>  電腦游戲所用的觸摸屏和手勢(shì)控制屏就是個(gè)很的案例。這是個(gè)很優(yōu)秀的新發(fā)明吧?當(dāng)然!新的?絕對(duì)不是。觸摸設(shè)置在首次作為成功大批量生產(chǎn)的產(chǎn)品之前在實(shí)驗(yàn)室里已經(jīng)研究了30多年了。手勢(shì)控制的示范我20多年

68、前就見(jiàn)過(guò)了。新的想法需要相當(dāng)長(zhǎng)的時(shí)間才可以在市場(chǎng)上獲得成功。如果太早的商業(yè)化,其通常以失敗告終(還會(huì)有巨大的經(jīng)濟(jì)損失)。</p><p>  這就是我開(kāi)頭時(shí)說(shuō)的那個(gè)蘋(píng)果設(shè)計(jì)師做的事情。他向我展示的是一個(gè)專(zhuān)門(mén)為學(xué)齡兒童設(shè)計(jì)的電腦,有一些我從未見(jiàn)過(guò)的特征。它真的很好,雖然我的眼光很挑剔。它很看起來(lái)很符合它的設(shè)計(jì)意圖和受眾。在阿拉斯加,這個(gè)產(chǎn)品在引起了決策層的激烈爭(zhēng)論。盡管它最終被決定投放市場(chǎng),但論戰(zhàn)影響了它的整體運(yùn)作

69、,沒(méi)有好好執(zhí)行,沒(méi)有得到很好的支持,也沒(méi)有很好的被市場(chǎng)化。</p><p>  一個(gè)企業(yè)對(duì)全新的創(chuàng)新的抵制很容易建立,為一個(gè)不知道利潤(rùn)如何的產(chǎn)品建立一條新的生產(chǎn)線代價(jià)很大。還有,由于新產(chǎn)品會(huì)打亂現(xiàn)有的產(chǎn)品銷(xiāo)售,現(xiàn)有的產(chǎn)品部門(mén)也會(huì)受到影響,這就是所謂的“品牌替換” 。這些擔(dān)心是正確的,這是一個(gè)很典型的情況,對(duì)公司有益的產(chǎn)品會(huì)不利于現(xiàn)有的部門(mén),這也意味著不利于現(xiàn)有產(chǎn)品的提升和投資回報(bào)的機(jī)會(huì)。這是不是很糾結(jié)的企業(yè)堅(jiān)守?

70、數(shù)據(jù)很清楚的告訴我們只有極少的創(chuàng)新確實(shí)很成功,大多數(shù)都失敗了,付出了高昂的代價(jià)。無(wú)論是它們沒(méi)有什么壓力還是年度報(bào)告危言聳聽(tīng),很多公司還是猶猶豫豫,抵制創(chuàng)新,這并不奇怪。保守點(diǎn)往往是很明智的。</p><p><b>  未來(lái)</b></p><p>  自動(dòng)數(shù)據(jù)驅(qū)動(dòng)的設(shè)計(jì)過(guò)程會(huì)慢慢得為設(shè)計(jì)師控制的領(lǐng)域帶來(lái)越來(lái)越多的危害。新的計(jì)算機(jī)控制創(chuàng)造力的趨勢(shì),例如遺傳算法,集成化

71、系統(tǒng),以及其他的未知的方法,將取代設(shè)計(jì)中的創(chuàng)新形態(tài)。這發(fā)生很多領(lǐng)域,不論是醫(yī)療診斷還是工程設(shè)計(jì)。</p><p>  我們將會(huì)有更多的不需要設(shè)計(jì)師的設(shè)計(jì),但這主要是鞏固,改進(jìn)和優(yōu)化現(xiàn)有的概念。即使新的創(chuàng)新人工系統(tǒng)很發(fā)達(dá),無(wú)論是通過(guò)神經(jīng)網(wǎng)絡(luò)還是基因算法或者其他未知的方法,任何新概念都必須面對(duì)克服人們緩慢的適應(yīng)性和人們復(fù)雜的心理,社會(huì),實(shí)際需求的障礙。為了解決這樣的問(wèn)題,我們需要有創(chuàng)意的設(shè)計(jì)師,追求創(chuàng)新的商業(yè)人士和愿

72、意去沖破藩籬的冒險(xiǎn)者。新的理念會(huì)被拒絕,偉大的創(chuàng)新的代價(jià)就是偉大的失敗。</p><p>  沒(méi)有設(shè)計(jì)師的設(shè)計(jì),那些人不喜歡人類(lèi)判斷的含糊性和不確定性,他們?cè)噲D用測(cè)試的蹤跡不定的記錄和相對(duì)的穩(wěn)定性來(lái)廢除與確定性相關(guān)的人類(lèi)因素,而由數(shù)字和數(shù)據(jù)來(lái)提供。但是那些認(rèn)為可以自己可以做出創(chuàng)造性判斷的人們想獲得更大的收獲,他們聽(tīng)從自己的判斷。前者可以帶來(lái)細(xì)微的,持續(xù)的改進(jìn),這可以使我們提高生產(chǎn)效率和降低技術(shù)成本;后者會(huì)帶來(lái)慘烈

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