阿诺的绘图键盘布局
Arno's Engram Keyboard Layouts

原始链接: https://github.com/binarybottle/engram

## Engram 键盘布局:摘要 Engram是由Arno Klein设计的开源键盘布局系列,旨在提高多种语言的触觉打字舒适度和效率。与QWERTY等传统布局不同,Engram采用数据驱动、多目标优化方法,分析特定语言的n-gram频率以及从众包数据中收集的打字偏好。 这些布局优先考虑人体工程学因素——最小化手指横向移动并优化高频字母对的位置。标点符号被逻辑分组,数字与相关符号配对。目前,已有适用于英语的布局,并有可能使用Keyman等免费软件扩展到其他语言。 受到创作者本人因重复性劳损以及对现有替代方案不满意的经历的推动,Engram旨在解决标准键盘的局限性。尽管优化键盘排列的计算复杂度很高(超过400万亿种可能性!),Engram仍提供了一种科学的途径,承认即使对于经验丰富的打字员和新一代用户,仍有改进的空间。“Engram”这个名字是双关语,既指n-gram,也指神经学中记忆痕迹的概念。

## Engram 键盘布局 - Hacker News 讨论 一篇 Hacker News 帖子介绍了 Arno 的 Engram 键盘布局,这是一系列旨在为多种语言提供舒适高效的盲打体验的布局。讨论很快演变成关于键盘布局优化的争论。 用户们讨论了 Engram 相对于 Workman 和 Colemak 等流行方案的优点,一些人因为缺乏传统的基准行概念而将其贬低为“中等糟糕”。另一些人则赞扬了其对双手交替和减少小指压力的关注,并提到了像 BEAKL 这样的布局,它们优先考虑小指的闲置。 一个关键的争论点是将不常用的符号放置在中心列,一些人认为这效率低下,特别是对于使用 C 语言风格语言的程序员。反驳意见指出,大多数键盘用户*不是*程序员。 几位用户推荐了 Svalboard 等符合人体工程学的键盘,通常使用 QMK 固件进行定制,作为有效的手部舒适解决方案。最终,讨论强调了键盘布局偏好的高度个性化。
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原文

Engram is a family of keyboard layouts optimized for comfortable and efficient touch typing in different languages created by Arno Klein. You can use the open-source software to create new key layouts optimized for different languages.

An article is currently under review that describes the Engram approach to optimizing keyboard layouts, based on language-dependent n-gram frequencies and language-independent typing preferences, using multi-objective optimization informed by crowdsourced typing data. Letters are optimally arranged according to ergonomics factors that promote reduction of lateral finger movements and more efficient typing of high-frequency letter pairs. The most common punctuation marks are logically grouped together in the middle columns and numbers are paired with mathematical and logic symbols.

Currently, there are Engram keyboard layouts for typing in:

Engram-en layout for English

"Ergonomic" orthonormal keyboard Orthonormal keyboard

Staggered/diagonal keyboard Staggered keyboard

     [{ 1| 2= 3~ 4+  5<  6>  7^ 8& 9% 0* ]} /\
        bB yY oO uU  '(  ")  dD nN gG vV qQ #$ @`
        hH iI aA eE  ,;  .:  tT rR sS cC zZ 
        kK jJ xX wW  -_  ?!  mM lL fF pP

  1. Why new key layouts?
  2. Why me?
  3. Why "Engram"?
  4. Acknowledgments

Since the invention of the computer, researchers, engineers, artists, and designers have invented and refined many ways to facilitate human interaction with the computer, such as manipulation of peripheral devices, motion and gesture tracking, voice commands, speech-to-text, and even brain-computer interfaces. Through it all the humble keyboard remains the principal human-computer interface, dominated in form by the conventional, flat, diagonal array of keys that come with computers, laptops, and accessed virtually on mobile device screens. These conventional keyboards are not optimized to accommodate the ergodynamics of the human hand or upper body. Less conventional physical keyboard designs reposition the keys or are shaped in ways intended to reduce the strain of repetitive typing. For example, some keyboards are split into left- and right-hand sides and angled to reduce bending of the wrists, are rounded to conform to the shape of the hand, position high-access keys in the middle for easy reach by the thumbs, and arrange keys into perpendicular rows and columns to reduce diagonal finger movements. Some also permit a choice of key switches, whose force–displacement characteristics can impact strain and fatigue. The Kinesis Advantage and the Ergodox are two examples of commercial keyboard designs that also permit remapping of characters to individual keys, and therefore enable completely customizable keyboard layouts.

Since the vast majority of people simply use the keyboard bundled with their computer or physically integrated into their laptop, adopting a better keyboard layout has the greatest potential to significantly improve comfort and reduce strain for the greatest number of people who do touch typing. And to counter the resigned statement “It’s too difficult for people to switch keyboard layouts,” it is important to recognize: (1) there are hundreds of millions of people for whom it would not be a switch, including every new generation, (2) many languages do not yet have a well-established keyboard layout, and (3) people who suffer or do not wish to suffer repetitive strain injuries from typing but need to type have vested interest in improving the ergonomics in their lives. Free and open-source software such as Keyman (keyman.com) make it easy to switch the arrangement of characters on a given computer keyboard to over 2,000 different languages.

Developing an optimal keyboard layout for a given language is another challenge altogether. There are over four hundred septillion, or four hundred trillion trillion (26! = 403,291,461,126,605,635,584,000,000, or 4.03 E+26) possible ways to arrange a sequence of 26 letters, an NP-complete problem that is currently computationally intractable to optimize. Attempts to solve the “keyboard arrangement problem” have been ongoing, with more recent contenders applying simulated annealing, ant colony optimization, Cyber Swarm, and genetic algorithms.

Suffice to say I love solving problems and I have battled repetitive strain injury. I have used different key layouts (Qwerty, Dvorak, Colemak, etc.), each for years, before designing my own. None satisfied me, and none seemed to be firmly grounded in scientific research with data from real typists. So I took this on as a research challenge.

The name is a pun, referring both to "n-gram", letter permutations and their frequencies that are used to compute Engram layouts, and "engram", or memory trace, the postulated change in neural tissue to account for the persistence of memory, as a nod to my attempt to make these layouts easy to remember.

The Engram layouts are the culmination of years of effort devoted to studying and optimizing keyboard layouts, so there are plenty of people and resources I wish to acknowledge. I would like to thank all of the people who have been so supportive over the years. To my family, friends, colleagues, and online participants and discussants for supporting this endeavor, whether by funding the GoFundMe campaign, volunteering as online participants for this study, or by engaging in helpful discussions. To Jack Grinband and Ian Douglas in particular for their helpful discussions. The Spanish version would not have been possible were it not for Ian Douglas cleaning up the Leipzig Spanish corpus and computing Spanish character and bigram frequencies. To those who have tried out earlier versions of my keyboard layouts and to those who have expressed interest in seeing Engram applied to different languages in the future. To the Keyman community who have helped to make distribution of the Engram (and thousands of other) layouts very convenient. I would also like to express my gratitude to all of my predecessors who have made valiant efforts to improve our relationship with computers by advancing the ergonomics of keyboard designs and keyboard layouts.

I must also express my appreciation to that damned DEC workstation at the MIT Media Lab that introduced me to repetitive strain injury 30 years ago, which has prompted me over the years to experiment with voice dictation, one-handed and keyless keyboards, foot pedals, foot mouse, and various ortholinear ergonomic keyboards like the Kinesis Advantage and Ergodox.

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