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量子化学計算を量子コンピュータで解くとなると、どこまで行けば量子超越か?

Nakata Maho

2021/02/20 15:04

1

量子超越、という言葉は結構あいまいです。今のところ量子超越が達成されたという論文はGoogleと中国のチームから二報でていますが、現実的な問題が解けたというわけではありません。

量子アルゴリズムは、古典の対応物に対して指数関数的に高速化する場合があります。そんな意味で、計算の複雑さの理論から、量子アルゴリズムが高速だから、古典では到底解けない問題を量子コンピュータで解けたら量子超越か?と思うかもしれません。

しかしそうすると問題が出てきます。古典コンピュータで難しいとされる巡回セールスマン問題は、量子コンピュータで高速に解けるかというと、わかっていません。巡回セールスマン問題はO(N^k)のように解く多項式アルゴリズムがあるか、O(exp(N))のように解くしかないのか、それさえもわかっていません。

もし、巡回セールスマン問題をO(exp(N))で解くアルゴリズムがあれば、グローバーの探索アルゴリズムを使うことで、O(sqrt(exp(N))くらいにはなります。ですがそれでも実用にはなりません。

量子化学の問題をもう少し正しく、基底状態のエネルギーを求めることとします。古典コンピュータででは、波動関数も求めますが、波動関数は物理的実体ではありませんし、データを読み出すだけでもたいへんなので、量子コンピュータでは求めるの意味を定義するには若干の議論があると思います。だとしても、残念ながら、基底状態のエネルギーを求めるのは、QMA-完全といわれる問題になります。励起状態も同じです。これは古典コンピュータでいうところの巡回セールスマン問題(NP-完全)と、似たような問題とされています。

従って、どんなに頑張っても量子コンピュータを使って多項式程度の時間で基底状態を正確に求めるのは難しいと考えられています。しかし、QMA-完全の問題はすべてが難しいわけでもなく、一部の問題は簡単に解けます。ある巡回セールスマン問題は簡単に解ける場合があるのと同じです。そのような問題で、古典では難しいが、量子コンピュータでは簡単に解けるQMA-完全な問題を探す必要があるわけです。

このような試みとしては、qubitは波動関数を多項式程度のリソースでエンコードできる、からスタートするのが良いでしょう。古典では波動関数はどうやっても指数関数的なメモリを必要とします。以下に例を示します。

![](data://image/png;base64,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)

Helgakerの教科書p.525からとってきました。波動関数をスレーター行列式で書いた場合 - これは一般的なものだと思います - 何個必要か?です。これだとすこし曖昧なので、2k電子を2k軌道に入れた場合を考えてみます。すると、20電子を20軌道に入れた場合、波動関数は341億次元のベクトルとなります。これはかなり大きいです。binary64(倍精度)実数で考えた場合、31GiB程度となります。今のコンピュータでは何とかできそうです。

ただし! 表を見るとkが大きくなると必要なスレーター行列式は、一桁ずつ大きくなっていきます。指数関数的に大きくなってゆきます。これは波動関数を保持するだけでも、少し系が大きくなると大変厳しくなってゆくということを示します。例えば2k=40の場合はbinary64で波動関数を持つと10^22 bytes = 18000000000 TiBくらい必要になって、明らかに(今の)古典コンピュータでは対応できない大きさになってきます。ただ技術の進歩はわかりませんから、もしかしたらそんなメモリもできるかもしれません。でも近い将来ではほぼ100%無理だと思われます。

量子コンピュータでは、このような系は80qubitあれば波動関数だけは表現できます。まぁ余裕を見て100qubitあれば、としましょう。これは可能性を感じます。化学の問題は厳密解のエネルギーを100とすると、平均場近似で99を得ることができるといわれています。これは多くの問題で実際にそうです。従ってQMA完全といいながらも、化学の問題の大部分は(巡回セールスマン問題でいったように)簡単に解ける可能性があることを示唆します。だから皆さんは化学の問題に挑戦しているのでしょう。

さて量子超越はどこでしょうか。曖昧な言い方になりますが、個人的には、やはり量子化学の問題で比較的大きな - 40軌道40電子、100qubitくらいの問題が解けたら、となると思います。現実は理論とは違います。ショアのアルゴリズムを量子コンピュータに乗せるのは大変です。おそらく近い将来はできないと思います。だから、個人的には量子超越は量子化学の問題で、今の古典コンピュータでは解けない問題が解けたとき、になると思います。

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