1 (* Title: HOL/Real/HahnBanach/VectorSpace.thy
3 Author: Gertrud Bauer, TU Munich
6 header {* Vector spaces *}
9 imports Real Bounds Zorn
12 subsection {* Signature *}
15 For the definition of real vector spaces a type @{typ 'a} of the
16 sort @{text "{plus, minus, zero}"} is considered, on which a real
17 scalar multiplication @{text \<cdot>} is declared.
21 prod :: "real \<Rightarrow> 'a::{plus, minus, zero} \<Rightarrow> 'a" (infixr "'(*')" 70)
24 prod (infixr "\<cdot>" 70)
25 notation (HTML output)
26 prod (infixr "\<cdot>" 70)
29 subsection {* Vector space laws *}
32 A \emph{vector space} is a non-empty set @{text V} of elements from
33 @{typ 'a} with the following vector space laws: The set @{text V} is
34 closed under addition and scalar multiplication, addition is
35 associative and commutative; @{text "- x"} is the inverse of @{text
36 x} w.~r.~t.~addition and @{text 0} is the neutral element of
37 addition. Addition and multiplication are distributive; scalar
38 multiplication is associative and the real number @{text "1"} is
39 the neutral element of scalar multiplication.
42 locale vectorspace = var V +
43 assumes non_empty [iff, intro?]: "V \<noteq> {}"
44 and add_closed [iff]: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + y \<in> V"
45 and mult_closed [iff]: "x \<in> V \<Longrightarrow> a \<cdot> x \<in> V"
46 and add_assoc: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> (x + y) + z = x + (y + z)"
47 and add_commute: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + y = y + x"
48 and diff_self [simp]: "x \<in> V \<Longrightarrow> x - x = 0"
49 and add_zero_left [simp]: "x \<in> V \<Longrightarrow> 0 + x = x"
50 and add_mult_distrib1: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> a \<cdot> (x + y) = a \<cdot> x + a \<cdot> y"
51 and add_mult_distrib2: "x \<in> V \<Longrightarrow> (a + b) \<cdot> x = a \<cdot> x + b \<cdot> x"
52 and mult_assoc: "x \<in> V \<Longrightarrow> (a * b) \<cdot> x = a \<cdot> (b \<cdot> x)"
53 and mult_1 [simp]: "x \<in> V \<Longrightarrow> 1 \<cdot> x = x"
54 and negate_eq1: "x \<in> V \<Longrightarrow> - x = (- 1) \<cdot> x"
55 and diff_eq1: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x - y = x + - y"
57 lemma (in vectorspace) negate_eq2: "x \<in> V \<Longrightarrow> (- 1) \<cdot> x = - x"
58 by (rule negate_eq1 [symmetric])
60 lemma (in vectorspace) negate_eq2a: "x \<in> V \<Longrightarrow> -1 \<cdot> x = - x"
61 by (simp add: negate_eq1)
63 lemma (in vectorspace) diff_eq2: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + - y = x - y"
64 by (rule diff_eq1 [symmetric])
66 lemma (in vectorspace) diff_closed [iff]: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x - y \<in> V"
67 by (simp add: diff_eq1 negate_eq1)
69 lemma (in vectorspace) neg_closed [iff]: "x \<in> V \<Longrightarrow> - x \<in> V"
70 by (simp add: negate_eq1)
72 lemma (in vectorspace) add_left_commute:
73 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> x + (y + z) = y + (x + z)"
75 assume xyz: "x \<in> V" "y \<in> V" "z \<in> V"
76 then have "x + (y + z) = (x + y) + z"
77 by (simp only: add_assoc)
78 also from xyz have "\<dots> = (y + x) + z" by (simp only: add_commute)
79 also from xyz have "\<dots> = y + (x + z)" by (simp only: add_assoc)
80 finally show ?thesis .
83 theorems (in vectorspace) add_ac =
84 add_assoc add_commute add_left_commute
87 text {* The existence of the zero element of a vector space
88 follows from the non-emptiness of carrier set. *}
90 lemma (in vectorspace) zero [iff]: "0 \<in> V"
92 from non_empty obtain x where x: "x \<in> V" by blast
93 then have "0 = x - x" by (rule diff_self [symmetric])
94 also from x x have "\<dots> \<in> V" by (rule diff_closed)
95 finally show ?thesis .
98 lemma (in vectorspace) add_zero_right [simp]:
99 "x \<in> V \<Longrightarrow> x + 0 = x"
101 assume x: "x \<in> V"
102 from this and zero have "x + 0 = 0 + x" by (rule add_commute)
103 also from x have "\<dots> = x" by (rule add_zero_left)
104 finally show ?thesis .
107 lemma (in vectorspace) mult_assoc2:
108 "x \<in> V \<Longrightarrow> a \<cdot> b \<cdot> x = (a * b) \<cdot> x"
109 by (simp only: mult_assoc)
111 lemma (in vectorspace) diff_mult_distrib1:
112 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> a \<cdot> (x - y) = a \<cdot> x - a \<cdot> y"
113 by (simp add: diff_eq1 negate_eq1 add_mult_distrib1 mult_assoc2)
115 lemma (in vectorspace) diff_mult_distrib2:
116 "x \<in> V \<Longrightarrow> (a - b) \<cdot> x = a \<cdot> x - (b \<cdot> x)"
118 assume x: "x \<in> V"
119 have " (a - b) \<cdot> x = (a + - b) \<cdot> x"
120 by (simp add: real_diff_def)
121 also from x have "\<dots> = a \<cdot> x + (- b) \<cdot> x"
122 by (rule add_mult_distrib2)
123 also from x have "\<dots> = a \<cdot> x + - (b \<cdot> x)"
124 by (simp add: negate_eq1 mult_assoc2)
125 also from x have "\<dots> = a \<cdot> x - (b \<cdot> x)"
126 by (simp add: diff_eq1)
127 finally show ?thesis .
130 lemmas (in vectorspace) distrib =
131 add_mult_distrib1 add_mult_distrib2
132 diff_mult_distrib1 diff_mult_distrib2
135 text {* \medskip Further derived laws: *}
137 lemma (in vectorspace) mult_zero_left [simp]:
138 "x \<in> V \<Longrightarrow> 0 \<cdot> x = 0"
140 assume x: "x \<in> V"
141 have "0 \<cdot> x = (1 - 1) \<cdot> x" by simp
142 also have "\<dots> = (1 + - 1) \<cdot> x" by simp
143 also from x have "\<dots> = 1 \<cdot> x + (- 1) \<cdot> x"
144 by (rule add_mult_distrib2)
145 also from x have "\<dots> = x + (- 1) \<cdot> x" by simp
146 also from x have "\<dots> = x + - x" by (simp add: negate_eq2a)
147 also from x have "\<dots> = x - x" by (simp add: diff_eq2)
148 also from x have "\<dots> = 0" by simp
149 finally show ?thesis .
152 lemma (in vectorspace) mult_zero_right [simp]:
153 "a \<cdot> 0 = (0::'a)"
155 have "a \<cdot> 0 = a \<cdot> (0 - (0::'a))" by simp
156 also have "\<dots> = a \<cdot> 0 - a \<cdot> 0"
157 by (rule diff_mult_distrib1) simp_all
158 also have "\<dots> = 0" by simp
159 finally show ?thesis .
162 lemma (in vectorspace) minus_mult_cancel [simp]:
163 "x \<in> V \<Longrightarrow> (- a) \<cdot> - x = a \<cdot> x"
164 by (simp add: negate_eq1 mult_assoc2)
166 lemma (in vectorspace) add_minus_left_eq_diff:
167 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> - x + y = y - x"
169 assume xy: "x \<in> V" "y \<in> V"
170 then have "- x + y = y + - x" by (simp add: add_commute)
171 also from xy have "\<dots> = y - x" by (simp add: diff_eq1)
172 finally show ?thesis .
175 lemma (in vectorspace) add_minus [simp]:
176 "x \<in> V \<Longrightarrow> x + - x = 0"
177 by (simp add: diff_eq2)
179 lemma (in vectorspace) add_minus_left [simp]:
180 "x \<in> V \<Longrightarrow> - x + x = 0"
181 by (simp add: diff_eq2 add_commute)
183 lemma (in vectorspace) minus_minus [simp]:
184 "x \<in> V \<Longrightarrow> - (- x) = x"
185 by (simp add: negate_eq1 mult_assoc2)
187 lemma (in vectorspace) minus_zero [simp]:
189 by (simp add: negate_eq1)
191 lemma (in vectorspace) minus_zero_iff [simp]:
192 "x \<in> V \<Longrightarrow> (- x = 0) = (x = 0)"
194 assume x: "x \<in> V"
196 from x have "x = - (- x)" by (simp add: minus_minus)
197 also assume "- x = 0"
198 also have "- \<dots> = 0" by (rule minus_zero)
199 finally show "x = 0" .
202 then show "- x = 0" by simp
206 lemma (in vectorspace) add_minus_cancel [simp]:
207 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + (- x + y) = y"
208 by (simp add: add_assoc [symmetric] del: add_commute)
210 lemma (in vectorspace) minus_add_cancel [simp]:
211 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> - x + (x + y) = y"
212 by (simp add: add_assoc [symmetric] del: add_commute)
214 lemma (in vectorspace) minus_add_distrib [simp]:
215 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> - (x + y) = - x + - y"
216 by (simp add: negate_eq1 add_mult_distrib1)
218 lemma (in vectorspace) diff_zero [simp]:
219 "x \<in> V \<Longrightarrow> x - 0 = x"
220 by (simp add: diff_eq1)
222 lemma (in vectorspace) diff_zero_right [simp]:
223 "x \<in> V \<Longrightarrow> 0 - x = - x"
224 by (simp add: diff_eq1)
226 lemma (in vectorspace) add_left_cancel:
227 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> (x + y = x + z) = (y = z)"
229 assume x: "x \<in> V" and y: "y \<in> V" and z: "z \<in> V"
231 from y have "y = 0 + y" by simp
232 also from x y have "\<dots> = (- x + x) + y" by simp
233 also from x y have "\<dots> = - x + (x + y)"
234 by (simp add: add_assoc neg_closed)
235 also assume "x + y = x + z"
236 also from x z have "- x + (x + z) = - x + x + z"
237 by (simp add: add_assoc [symmetric] neg_closed)
238 also from x z have "\<dots> = z" by simp
239 finally show "y = z" .
242 then show "x + y = x + z" by (simp only:)
246 lemma (in vectorspace) add_right_cancel:
247 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> (y + x = z + x) = (y = z)"
248 by (simp only: add_commute add_left_cancel)
250 lemma (in vectorspace) add_assoc_cong:
251 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x' \<in> V \<Longrightarrow> y' \<in> V \<Longrightarrow> z \<in> V
252 \<Longrightarrow> x + y = x' + y' \<Longrightarrow> x + (y + z) = x' + (y' + z)"
253 by (simp only: add_assoc [symmetric])
255 lemma (in vectorspace) mult_left_commute:
256 "x \<in> V \<Longrightarrow> a \<cdot> b \<cdot> x = b \<cdot> a \<cdot> x"
257 by (simp add: real_mult_commute mult_assoc2)
259 lemma (in vectorspace) mult_zero_uniq:
260 "x \<in> V \<Longrightarrow> x \<noteq> 0 \<Longrightarrow> a \<cdot> x = 0 \<Longrightarrow> a = 0"
261 proof (rule classical)
262 assume a: "a \<noteq> 0"
263 assume x: "x \<in> V" "x \<noteq> 0" and ax: "a \<cdot> x = 0"
264 from x a have "x = (inverse a * a) \<cdot> x" by simp
265 also from `x \<in> V` have "\<dots> = inverse a \<cdot> (a \<cdot> x)" by (rule mult_assoc)
266 also from ax have "\<dots> = inverse a \<cdot> 0" by simp
267 also have "\<dots> = 0" by simp
268 finally have "x = 0" .
269 with `x \<noteq> 0` show "a = 0" by contradiction
272 lemma (in vectorspace) mult_left_cancel:
273 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> a \<noteq> 0 \<Longrightarrow> (a \<cdot> x = a \<cdot> y) = (x = y)"
275 assume x: "x \<in> V" and y: "y \<in> V" and a: "a \<noteq> 0"
276 from x have "x = 1 \<cdot> x" by simp
277 also from a have "\<dots> = (inverse a * a) \<cdot> x" by simp
278 also from x have "\<dots> = inverse a \<cdot> (a \<cdot> x)"
279 by (simp only: mult_assoc)
280 also assume "a \<cdot> x = a \<cdot> y"
281 also from a y have "inverse a \<cdot> \<dots> = y"
282 by (simp add: mult_assoc2)
283 finally show "x = y" .
286 then show "a \<cdot> x = a \<cdot> y" by (simp only:)
289 lemma (in vectorspace) mult_right_cancel:
290 "x \<in> V \<Longrightarrow> x \<noteq> 0 \<Longrightarrow> (a \<cdot> x = b \<cdot> x) = (a = b)"
292 assume x: "x \<in> V" and neq: "x \<noteq> 0"
294 from x have "(a - b) \<cdot> x = a \<cdot> x - b \<cdot> x"
295 by (simp add: diff_mult_distrib2)
296 also assume "a \<cdot> x = b \<cdot> x"
297 with x have "a \<cdot> x - b \<cdot> x = 0" by simp
298 finally have "(a - b) \<cdot> x = 0" .
299 with x neq have "a - b = 0" by (rule mult_zero_uniq)
300 then show "a = b" by simp
303 then show "a \<cdot> x = b \<cdot> x" by (simp only:)
307 lemma (in vectorspace) eq_diff_eq:
308 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> (x = z - y) = (x + y = z)"
310 assume x: "x \<in> V" and y: "y \<in> V" and z: "z \<in> V"
313 then have "x + y = z - y + y" by simp
314 also from y z have "\<dots> = z + - y + y"
315 by (simp add: diff_eq1)
316 also have "\<dots> = z + (- y + y)"
317 by (rule add_assoc) (simp_all add: y z)
318 also from y z have "\<dots> = z + 0"
319 by (simp only: add_minus_left)
320 also from z have "\<dots> = z"
321 by (simp only: add_zero_right)
322 finally show "x + y = z" .
325 then have "z - y = (x + y) - y" by simp
326 also from x y have "\<dots> = x + y + - y"
327 by (simp add: diff_eq1)
328 also have "\<dots> = x + (y + - y)"
329 by (rule add_assoc) (simp_all add: x y)
330 also from x y have "\<dots> = x" by simp
331 finally show "x = z - y" ..
335 lemma (in vectorspace) add_minus_eq_minus:
336 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + y = 0 \<Longrightarrow> x = - y"
338 assume x: "x \<in> V" and y: "y \<in> V"
339 from x y have "x = (- y + y) + x" by simp
340 also from x y have "\<dots> = - y + (x + y)" by (simp add: add_ac)
341 also assume "x + y = 0"
342 also from y have "- y + 0 = - y" by simp
343 finally show "x = - y" .
346 lemma (in vectorspace) add_minus_eq:
347 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x - y = 0 \<Longrightarrow> x = y"
349 assume x: "x \<in> V" and y: "y \<in> V"
351 with x y have eq: "x + - y = 0" by (simp add: diff_eq1)
352 with _ _ have "x = - (- y)"
353 by (rule add_minus_eq_minus) (simp_all add: x y)
354 with x y show "x = y" by simp
357 lemma (in vectorspace) add_diff_swap:
358 "a \<in> V \<Longrightarrow> b \<in> V \<Longrightarrow> c \<in> V \<Longrightarrow> d \<in> V \<Longrightarrow> a + b = c + d
359 \<Longrightarrow> a - c = d - b"
361 assume vs: "a \<in> V" "b \<in> V" "c \<in> V" "d \<in> V"
362 and eq: "a + b = c + d"
363 then have "- c + (a + b) = - c + (c + d)"
364 by (simp add: add_left_cancel)
365 also have "\<dots> = d" using `c \<in> V` `d \<in> V` by (rule minus_add_cancel)
366 finally have eq: "- c + (a + b) = d" .
367 from vs have "a - c = (- c + (a + b)) + - b"
368 by (simp add: add_ac diff_eq1)
369 also from vs eq have "\<dots> = d + - b"
370 by (simp add: add_right_cancel)
371 also from vs have "\<dots> = d - b" by (simp add: diff_eq2)
372 finally show "a - c = d - b" .
375 lemma (in vectorspace) vs_add_cancel_21:
376 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> u \<in> V
377 \<Longrightarrow> (x + (y + z) = y + u) = (x + z = u)"
379 assume vs: "x \<in> V" "y \<in> V" "z \<in> V" "u \<in> V"
381 from vs have "x + z = - y + y + (x + z)" by simp
382 also have "\<dots> = - y + (y + (x + z))"
383 by (rule add_assoc) (simp_all add: vs)
384 also from vs have "y + (x + z) = x + (y + z)"
385 by (simp add: add_ac)
386 also assume "x + (y + z) = y + u"
387 also from vs have "- y + (y + u) = u" by simp
388 finally show "x + z = u" .
391 with vs show "x + (y + z) = y + u"
392 by (simp only: add_left_commute [of x])
396 lemma (in vectorspace) add_cancel_end:
397 "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> (x + (y + z) = y) = (x = - z)"
399 assume vs: "x \<in> V" "y \<in> V" "z \<in> V"
401 assume "x + (y + z) = y"
402 with vs have "(x + z) + y = 0 + y"
403 by (simp add: add_ac)
404 with vs have "x + z = 0"
405 by (simp only: add_right_cancel add_closed zero)
406 with vs show "x = - z" by (simp add: add_minus_eq_minus)
409 then have "x + (y + z) = - z + (y + z)" by simp
410 also have "\<dots> = y + (- z + z)"
411 by (rule add_left_commute) (simp_all add: vs)
412 also from vs have "\<dots> = y" by simp
413 finally show "x + (y + z) = y" .