| author | wenzelm | 
| Mon, 24 May 2021 11:58:06 +0200 | |
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31795
 
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(* Title: HOL/Hahn_Banach/Vector_Space.thy  | 
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Author: Gertrud Bauer, TU Munich  | 
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*)  | 
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||
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section \<open>Vector spaces\<close>  | 
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|
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31795
 
be3e1cc5005c
standard naming conventions for session and theories;
 
wenzelm 
parents: 
29252 
diff
changeset
 | 
7  | 
theory Vector_Space  | 
| 
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imports Complex_Main Bounds  | 
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begin  | 
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subsection \<open>Signature\<close>  | 
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text \<open>  | 
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For the definition of real vector spaces a type \<^typ>\<open>'a\<close> of the sort  | 
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  \<open>{plus, minus, zero}\<close> is considered, on which a real scalar multiplication
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\<open>\<cdot>\<close> is declared.  | 
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\<close>  | 
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consts  | 
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  prod :: "real \<Rightarrow> 'a::{plus,minus,zero} \<Rightarrow> 'a"  (infixr "\<cdot>" 70)
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subsection \<open>Vector space laws\<close>  | 
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text \<open>  | 
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A \<^emph>\<open>vector space\<close> is a non-empty set \<open>V\<close> of elements from \<^typ>\<open>'a\<close> with the  | 
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following vector space laws: The set \<open>V\<close> is closed under addition and scalar  | 
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multiplication, addition is associative and commutative; \<open>- x\<close> is the  | 
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inverse of \<open>x\<close> wrt.\ addition and \<open>0\<close> is the neutral element of addition.  | 
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Addition and multiplication are distributive; scalar multiplication is  | 
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associative and the real number \<open>1\<close> is the neutral element of scalar  | 
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multiplication.  | 
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\<close>  | 
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46867
 
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modernized locale expression, with some fluctuation of arguments;
 
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locale vectorspace =  | 
| 
 
0883804b67bb
modernized locale expression, with some fluctuation of arguments;
 
wenzelm 
parents: 
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diff
changeset
 | 
36  | 
fixes V  | 
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  assumes non_empty [iff, intro?]: "V \<noteq> {}"
 | 
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and add_closed [iff]: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + y \<in> V"  | 
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and mult_closed [iff]: "x \<in> V \<Longrightarrow> a \<cdot> x \<in> V"  | 
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and add_assoc: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> (x + y) + z = x + (y + z)"  | 
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and add_commute: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + y = y + x"  | 
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and diff_self [simp]: "x \<in> V \<Longrightarrow> x - x = 0"  | 
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and add_zero_left [simp]: "x \<in> V \<Longrightarrow> 0 + x = x"  | 
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and add_mult_distrib1: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> a \<cdot> (x + y) = a \<cdot> x + a \<cdot> y"  | 
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and add_mult_distrib2: "x \<in> V \<Longrightarrow> (a + b) \<cdot> x = a \<cdot> x + b \<cdot> x"  | 
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and mult_assoc: "x \<in> V \<Longrightarrow> (a * b) \<cdot> x = a \<cdot> (b \<cdot> x)"  | 
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and mult_1 [simp]: "x \<in> V \<Longrightarrow> 1 \<cdot> x = x"  | 
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and negate_eq1: "x \<in> V \<Longrightarrow> - x = (- 1) \<cdot> x"  | 
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and diff_eq1: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x - y = x + - y"  | 
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begin  | 
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lemma negate_eq2: "x \<in> V \<Longrightarrow> (- 1) \<cdot> x = - x"  | 
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by (rule negate_eq1 [symmetric])  | 
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lemma negate_eq2a: "x \<in> V \<Longrightarrow> -1 \<cdot> x = - x"  | 
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by (simp add: negate_eq1)  | 
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lemma diff_eq2: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + - y = x - y"  | 
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by (rule diff_eq1 [symmetric])  | 
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|
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lemma diff_closed [iff]: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x - y \<in> V"  | 
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by (simp add: diff_eq1 negate_eq1)  | 
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lemma neg_closed [iff]: "x \<in> V \<Longrightarrow> - x \<in> V"  | 
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by (simp add: negate_eq1)  | 
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lemma add_left_commute:  | 
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"x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> x + (y + z) = y + (x + z)"  | 
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proof -  | 
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assume xyz: "x \<in> V" "y \<in> V" "z \<in> V"  | 
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then have "x + (y + z) = (x + y) + z"  | 
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by (simp only: add_assoc)  | 
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also from xyz have "\<dots> = (y + x) + z" by (simp only: add_commute)  | 
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also from xyz have "\<dots> = y + (x + z)" by (simp only: add_assoc)  | 
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finally show ?thesis .  | 
76  | 
qed  | 
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lemmas add_ac = add_assoc add_commute add_left_commute  | 
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||
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text \<open>  | 
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The existence of the zero element of a vector space follows from the  | 
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non-emptiness of carrier set.  | 
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\<close>  | 
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lemma zero [iff]: "0 \<in> V"  | 
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proof -  | 
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from non_empty obtain x where x: "x \<in> V" by blast  | 
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then have "0 = x - x" by (rule diff_self [symmetric])  | 
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also from x x have "\<dots> \<in> V" by (rule diff_closed)  | 
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finally show ?thesis .  | 
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qed  | 
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lemma add_zero_right [simp]: "x \<in> V \<Longrightarrow> x + 0 = x"  | 
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proof -  | 
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assume x: "x \<in> V"  | 
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from this and zero have "x + 0 = 0 + x" by (rule add_commute)  | 
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also from x have "\<dots> = x" by (rule add_zero_left)  | 
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finally show ?thesis .  | 
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qed  | 
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lemma mult_assoc2: "x \<in> V \<Longrightarrow> a \<cdot> b \<cdot> x = (a * b) \<cdot> x"  | 
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by (simp only: mult_assoc)  | 
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|
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lemma diff_mult_distrib1: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> a \<cdot> (x - y) = a \<cdot> x - a \<cdot> y"  | 
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by (simp add: diff_eq1 negate_eq1 add_mult_distrib1 mult_assoc2)  | 
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lemma diff_mult_distrib2: "x \<in> V \<Longrightarrow> (a - b) \<cdot> x = a \<cdot> x - (b \<cdot> x)"  | 
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proof -  | 
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assume x: "x \<in> V"  | 
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have " (a - b) \<cdot> x = (a + - b) \<cdot> x"  | 
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by simp  | 
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also from x have "\<dots> = a \<cdot> x + (- b) \<cdot> x"  | 
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by (rule add_mult_distrib2)  | 
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also from x have "\<dots> = a \<cdot> x + - (b \<cdot> x)"  | 
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by (simp add: negate_eq1 mult_assoc2)  | 
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also from x have "\<dots> = a \<cdot> x - (b \<cdot> x)"  | 
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by (simp add: diff_eq1)  | 
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finally show ?thesis .  | 
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qed  | 
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lemmas distrib =  | 
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add_mult_distrib1 add_mult_distrib2  | 
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diff_mult_distrib1 diff_mult_distrib2  | 
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||
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text \<open>\<^medskip> Further derived laws:\<close>  | 
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lemma mult_zero_left [simp]: "x \<in> V \<Longrightarrow> 0 \<cdot> x = 0"  | 
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proof -  | 
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assume x: "x \<in> V"  | 
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have "0 \<cdot> x = (1 - 1) \<cdot> x" by simp  | 
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also have "\<dots> = (1 + - 1) \<cdot> x" by simp  | 
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also from x have "\<dots> = 1 \<cdot> x + (- 1) \<cdot> x"  | 
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by (rule add_mult_distrib2)  | 
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also from x have "\<dots> = x + (- 1) \<cdot> x" by simp  | 
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also from x have "\<dots> = x + - x" by (simp add: negate_eq2a)  | 
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also from x have "\<dots> = x - x" by (simp add: diff_eq2)  | 
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also from x have "\<dots> = 0" by simp  | 
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finally show ?thesis .  | 
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qed  | 
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lemma mult_zero_right [simp]: "a \<cdot> 0 = (0::'a)"  | 
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proof -  | 
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have "a \<cdot> 0 = a \<cdot> (0 - (0::'a))" by simp  | 
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also have "\<dots> = a \<cdot> 0 - a \<cdot> 0"  | 
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by (rule diff_mult_distrib1) simp_all  | 
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also have "\<dots> = 0" by simp  | 
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finally show ?thesis .  | 
150  | 
qed  | 
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lemma minus_mult_cancel [simp]: "x \<in> V \<Longrightarrow> (- a) \<cdot> - x = a \<cdot> x"  | 
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by (simp add: negate_eq1 mult_assoc2)  | 
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lemma add_minus_left_eq_diff: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> - x + y = y - x"  | 
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proof -  | 
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assume xy: "x \<in> V" "y \<in> V"  | 
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then have "- x + y = y + - x" by (simp add: add_commute)  | 
159  | 
also from xy have "\<dots> = y - x" by (simp add: diff_eq1)  | 
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finally show ?thesis .  | 
161  | 
qed  | 
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lemma add_minus [simp]: "x \<in> V \<Longrightarrow> x + - x = 0"  | 
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by (simp add: diff_eq2)  | 
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lemma add_minus_left [simp]: "x \<in> V \<Longrightarrow> - x + x = 0"  | 
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by (simp add: diff_eq2 add_commute)  | 
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lemma minus_minus [simp]: "x \<in> V \<Longrightarrow> - (- x) = x"  | 
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by (simp add: negate_eq1 mult_assoc2)  | 
171  | 
||
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lemma minus_zero [simp]: "- (0::'a) = 0"  | 
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by (simp add: negate_eq1)  | 
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lemma minus_zero_iff [simp]:  | 
176  | 
assumes x: "x \<in> V"  | 
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shows "(- x = 0) = (x = 0)"  | 
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proof  | 
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from x have "x = - (- x)" by simp  | 
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also assume "- x = 0"  | 
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also have "- \<dots> = 0" by (rule minus_zero)  | 
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finally show "x = 0" .  | 
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next  | 
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assume "x = 0"  | 
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then show "- x = 0" by simp  | 
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qed  | 
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lemma add_minus_cancel [simp]: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x + (- x + y) = y"  | 
189  | 
by (simp add: add_assoc [symmetric])  | 
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lemma minus_add_cancel [simp]: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> - x + (x + y) = y"  | 
192  | 
by (simp add: add_assoc [symmetric])  | 
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lemma minus_add_distrib [simp]: "x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> - (x + y) = - x + - y"  | 
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by (simp add: negate_eq1 add_mult_distrib1)  | 
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lemma diff_zero [simp]: "x \<in> V \<Longrightarrow> x - 0 = x"  | 
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by (simp add: diff_eq1)  | 
199  | 
||
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lemma diff_zero_right [simp]: "x \<in> V \<Longrightarrow> 0 - x = - x"  | 
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by (simp add: diff_eq1)  | 
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lemma add_left_cancel:  | 
204  | 
assumes x: "x \<in> V" and y: "y \<in> V" and z: "z \<in> V"  | 
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shows "(x + y = x + z) = (y = z)"  | 
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proof  | 
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from y have "y = 0 + y" by simp  | 
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also from x y have "\<dots> = (- x + x) + y" by simp  | 
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57512
 
cc97b347b301
reduced name variants for assoc and commute on plus and mult
 
haftmann 
parents: 
55018 
diff
changeset
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209  | 
also from x y have "\<dots> = - x + (x + y)" by (simp add: add.assoc)  | 
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also assume "x + y = x + z"  | 
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reduced name variants for assoc and commute on plus and mult
 
haftmann 
parents: 
55018 
diff
changeset
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211  | 
also from x z have "- x + (x + z) = - x + x + z" by (simp add: add.assoc)  | 
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also from x z have "\<dots> = z" by simp  | 
213  | 
finally show "y = z" .  | 
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next  | 
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assume "y = z"  | 
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then show "x + y = x + z" by (simp only:)  | 
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qed  | 
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lemma add_right_cancel:  | 
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"x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> z \<in> V \<Longrightarrow> (y + x = z + x) = (y = z)"  | 
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by (simp only: add_commute add_left_cancel)  | 
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lemma add_assoc_cong:  | 
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"x \<in> V \<Longrightarrow> y \<in> V \<Longrightarrow> x' \<in> V \<Longrightarrow> y' \<in> V \<Longrightarrow> z \<in> V  | 
225  | 
\<Longrightarrow> x + y = x' + y' \<Longrightarrow> x + (y + z) = x' + (y' + z)"  | 
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by (simp only: add_assoc [symmetric])  | 
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lemma mult_left_commute: "x \<in> V \<Longrightarrow> a \<cdot> b \<cdot> x = b \<cdot> a \<cdot> x"  | 
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229  | 
by (simp add: mult.commute mult_assoc2)  | 
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lemma mult_zero_uniq:  | 
232  | 
assumes x: "x \<in> V" "x \<noteq> 0" and ax: "a \<cdot> x = 0"  | 
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233  | 
shows "a = 0"  | 
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proof (rule classical)  | 
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assume a: "a \<noteq> 0"  | 
236  | 
from x a have "x = (inverse a * a) \<cdot> x" by simp  | 
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also from \<open>x \<in> V\<close> have "\<dots> = inverse a \<cdot> (a \<cdot> x)" by (rule mult_assoc)  | 
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also from ax have "\<dots> = inverse a \<cdot> 0" by simp  | 
239  | 
also have "\<dots> = 0" by simp  | 
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finally have "x = 0" .  | 
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with \<open>x \<noteq> 0\<close> show "a = 0" by contradiction  | 
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qed  | 
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|
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lemma mult_left_cancel:  | 
245  | 
assumes x: "x \<in> V" and y: "y \<in> V" and a: "a \<noteq> 0"  | 
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246  | 
shows "(a \<cdot> x = a \<cdot> y) = (x = y)"  | 
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proof  | 
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from x have "x = 1 \<cdot> x" by simp  | 
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also from a have "\<dots> = (inverse a * a) \<cdot> x" by simp  | 
250  | 
also from x have "\<dots> = inverse a \<cdot> (a \<cdot> x)"  | 
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by (simp only: mult_assoc)  | 
252  | 
also assume "a \<cdot> x = a \<cdot> y"  | 
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also from a y have "inverse a \<cdot> \<dots> = y"  | 
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by (simp add: mult_assoc2)  | 
255  | 
finally show "x = y" .  | 
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256  | 
next  | 
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257  | 
assume "x = y"  | 
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258  | 
then show "a \<cdot> x = a \<cdot> y" by (simp only:)  | 
|
259  | 
qed  | 
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|
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lemma mult_right_cancel:  | 
262  | 
assumes x: "x \<in> V" and neq: "x \<noteq> 0"  | 
|
263  | 
shows "(a \<cdot> x = b \<cdot> x) = (a = b)"  | 
|
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proof  | 
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from x have "(a - b) \<cdot> x = a \<cdot> x - b \<cdot> x"  | 
266  | 
by (simp add: diff_mult_distrib2)  | 
|
267  | 
also assume "a \<cdot> x = b \<cdot> x"  | 
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268  | 
with x have "a \<cdot> x - b \<cdot> x = 0" by simp  | 
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269  | 
finally have "(a - b) \<cdot> x = 0" .  | 
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270  | 
with x neq have "a - b = 0" by (rule mult_zero_uniq)  | 
|
271  | 
then show "a = b" by simp  | 
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272  | 
next  | 
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273  | 
assume "a = b"  | 
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274  | 
then show "a \<cdot> x = b \<cdot> x" by (simp only:)  | 
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qed  | 
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lemma eq_diff_eq:  | 
278  | 
assumes x: "x \<in> V" and y: "y \<in> V" and z: "z \<in> V"  | 
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279  | 
shows "(x = z - y) = (x + y = z)"  | 
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proof  | 
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assume "x = z - y"  | 
282  | 
then have "x + y = z - y + y" by simp  | 
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283  | 
also from y z have "\<dots> = z + - y + y"  | 
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284  | 
by (simp add: diff_eq1)  | 
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285  | 
also have "\<dots> = z + (- y + y)"  | 
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286  | 
by (rule add_assoc) (simp_all add: y z)  | 
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287  | 
also from y z have "\<dots> = z + 0"  | 
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288  | 
by (simp only: add_minus_left)  | 
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289  | 
also from z have "\<dots> = z"  | 
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290  | 
by (simp only: add_zero_right)  | 
|
291  | 
finally show "x + y = z" .  | 
|
292  | 
next  | 
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293  | 
assume "x + y = z"  | 
|
294  | 
then have "z - y = (x + y) - y" by simp  | 
|
295  | 
also from x y have "\<dots> = x + y + - y"  | 
|
296  | 
by (simp add: diff_eq1)  | 
|
297  | 
also have "\<dots> = x + (y + - y)"  | 
|
298  | 
by (rule add_assoc) (simp_all add: x y)  | 
|
299  | 
also from x y have "\<dots> = x" by simp  | 
|
300  | 
finally show "x = z - y" ..  | 
|
| 9035 | 301  | 
qed  | 
| 7917 | 302  | 
|
| 44887 | 303  | 
lemma add_minus_eq_minus:  | 
304  | 
assumes x: "x \<in> V" and y: "y \<in> V" and xy: "x + y = 0"  | 
|
305  | 
shows "x = - y"  | 
|
| 9035 | 306  | 
proof -  | 
| 13515 | 307  | 
from x y have "x = (- y + y) + x" by simp  | 
| 27612 | 308  | 
also from x y have "\<dots> = - y + (x + y)" by (simp add: add_ac)  | 
| 44887 | 309  | 
also note xy  | 
| 13515 | 310  | 
also from y have "- y + 0 = - y" by simp  | 
| 9035 | 311  | 
finally show "x = - y" .  | 
312  | 
qed  | 
|
| 7917 | 313  | 
|
| 44887 | 314  | 
lemma add_minus_eq:  | 
315  | 
assumes x: "x \<in> V" and y: "y \<in> V" and xy: "x - y = 0"  | 
|
316  | 
shows "x = y"  | 
|
| 9035 | 317  | 
proof -  | 
| 44887 | 318  | 
from x y xy have eq: "x + - y = 0" by (simp add: diff_eq1)  | 
| 13515 | 319  | 
with _ _ have "x = - (- y)"  | 
320  | 
by (rule add_minus_eq_minus) (simp_all add: x y)  | 
|
321  | 
with x y show "x = y" by simp  | 
|
| 9035 | 322  | 
qed  | 
| 7917 | 323  | 
|
| 44887 | 324  | 
lemma add_diff_swap:  | 
325  | 
assumes vs: "a \<in> V" "b \<in> V" "c \<in> V" "d \<in> V"  | 
|
326  | 
and eq: "a + b = c + d"  | 
|
327  | 
shows "a - c = d - b"  | 
|
| 10687 | 328  | 
proof -  | 
| 44887 | 329  | 
from assms have "- c + (a + b) = - c + (c + d)"  | 
| 13515 | 330  | 
by (simp add: add_left_cancel)  | 
| 58744 | 331  | 
also have "\<dots> = d" using \<open>c \<in> V\<close> \<open>d \<in> V\<close> by (rule minus_add_cancel)  | 
| 9035 | 332  | 
finally have eq: "- c + (a + b) = d" .  | 
| 10687 | 333  | 
from vs have "a - c = (- c + (a + b)) + - b"  | 
| 13515 | 334  | 
by (simp add: add_ac diff_eq1)  | 
| 27612 | 335  | 
also from vs eq have "\<dots> = d + - b"  | 
| 13515 | 336  | 
by (simp add: add_right_cancel)  | 
| 27612 | 337  | 
also from vs have "\<dots> = d - b" by (simp add: diff_eq2)  | 
| 9035 | 338  | 
finally show "a - c = d - b" .  | 
339  | 
qed  | 
|
| 7917 | 340  | 
|
| 44887 | 341  | 
lemma vs_add_cancel_21:  | 
342  | 
assumes vs: "x \<in> V" "y \<in> V" "z \<in> V" "u \<in> V"  | 
|
343  | 
shows "(x + (y + z) = y + u) = (x + z = u)"  | 
|
| 13515 | 344  | 
proof  | 
| 44887 | 345  | 
from vs have "x + z = - y + y + (x + z)" by simp  | 
346  | 
also have "\<dots> = - y + (y + (x + z))"  | 
|
347  | 
by (rule add_assoc) (simp_all add: vs)  | 
|
348  | 
also from vs have "y + (x + z) = x + (y + z)"  | 
|
349  | 
by (simp add: add_ac)  | 
|
350  | 
also assume "x + (y + z) = y + u"  | 
|
351  | 
also from vs have "- y + (y + u) = u" by simp  | 
|
352  | 
finally show "x + z = u" .  | 
|
353  | 
next  | 
|
354  | 
assume "x + z = u"  | 
|
355  | 
with vs show "x + (y + z) = y + u"  | 
|
356  | 
by (simp only: add_left_commute [of x])  | 
|
| 9035 | 357  | 
qed  | 
| 7917 | 358  | 
|
| 44887 | 359  | 
lemma add_cancel_end:  | 
360  | 
assumes vs: "x \<in> V" "y \<in> V" "z \<in> V"  | 
|
361  | 
shows "(x + (y + z) = y) = (x = - z)"  | 
|
| 13515 | 362  | 
proof  | 
| 44887 | 363  | 
assume "x + (y + z) = y"  | 
364  | 
with vs have "(x + z) + y = 0 + y" by (simp add: add_ac)  | 
|
365  | 
with vs have "x + z = 0" by (simp only: add_right_cancel add_closed zero)  | 
|
366  | 
with vs show "x = - z" by (simp add: add_minus_eq_minus)  | 
|
367  | 
next  | 
|
368  | 
assume eq: "x = - z"  | 
|
369  | 
then have "x + (y + z) = - z + (y + z)" by simp  | 
|
370  | 
also have "\<dots> = y + (- z + z)" by (rule add_left_commute) (simp_all add: vs)  | 
|
371  | 
also from vs have "\<dots> = y" by simp  | 
|
372  | 
finally show "x + (y + z) = y" .  | 
|
| 9035 | 373  | 
qed  | 
| 7917 | 374  | 
|
| 10687 | 375  | 
end  | 
| 44887 | 376  | 
|
377  | 
end  |